[2025-12-02T20:30:03.320141] [INFO ] [MAG       ] Starting MAG operation...
[2025-12-02T20:30:03.489088] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-12-02T20:30:03.657386] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-12-02T20:30:03.823675] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-12-02T20:30:03.988297] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-12-02T20:30:03.988963] [WARN ] [STATE     ] State set to: WAITING
[2025-12-02T20:30:03.989022] [INFO ] [STATE     ] Checking service statuses...
[2025-12-02T20:30:03.994729] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:30:03.998298] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:30:04.036084] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:30:04.085100] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:30:04.123286] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:30:04.123378] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:30:07.128039] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:30:07.131683] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:30:07.134968] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:30:07.138245] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:30:07.141561] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:30:07.141646] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:30:10.146911] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:30:10.150438] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:30:10.153740] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:30:10.157157] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:30:10.160542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:30:10.160711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:30:13.166348] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:30:13.170195] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:30:13.173444] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:30:13.178321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:30:13.182197] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:30:13.182275] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:30:16.187729] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:30:16.195366] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:30:16.199091] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:30:16.202645] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:30:16.206703] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:30:16.206780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:30:19.212608] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:30:19.216981] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:30:19.221436] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:30:19.225690] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:30:19.229741] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:30:19.229830] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:30:22.235167] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:30:22.238928] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:30:22.242565] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:30:22.245820] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:30:22.249192] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:30:22.249265] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:30:25.254105] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:30:25.257716] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:30:25.261139] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:30:25.264404] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:30:25.267682] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:30:25.267754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:30:28.273082] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:30:28.276968] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:30:28.280645] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:30:28.284326] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:30:28.287994] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:30:28.288084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:30:31.292560] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:30:31.296062] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:30:31.299284] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:30:31.302443] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:30:31.305538] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:30:31.305621] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:30:34.310966] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:30:34.314914] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:30:34.318770] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:30:34.322422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:30:34.326168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:30:34.326267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:30:37.331188] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:30:37.334593] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:30:37.337833] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:30:37.341409] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:30:37.344732] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:30:37.344804] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:30:40.351521] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:30:40.356683] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:30:40.361464] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:30:40.366135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:30:40.370987] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:30:40.371109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:30:43.377321] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:30:43.382336] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:30:43.387548] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:30:43.392259] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:30:43.395843] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:30:43.395920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:30:46.401378] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:30:46.404648] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:30:46.408018] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:30:46.411502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:30:46.415154] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:30:46.415230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:30:49.420439] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:30:49.424943] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:30:49.429101] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:30:49.433206] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:30:49.437189] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:30:49.437264] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:30:52.443729] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:30:52.448050] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:30:52.451506] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:30:52.454862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:30:52.458408] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:30:52.458484] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:30:55.463669] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:30:55.468778] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:30:55.473264] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:30:55.476973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:30:55.480407] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:30:55.480489] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:30:58.485033] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:30:58.488634] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:30:58.492056] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:30:58.495546] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:30:58.499707] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:30:58.499826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:31:01.506860] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:31:01.512966] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:31:01.519317] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:31:01.525229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:31:01.530648] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:31:01.530791] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:31:04.536426] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:31:04.540721] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:31:04.544884] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:31:04.549185] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:31:04.553681] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:31:04.553784] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:31:07.559537] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:31:07.563695] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:31:07.567564] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:31:07.571496] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:31:07.575510] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:31:07.575628] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:31:10.580676] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:31:10.584743] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:31:10.588563] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:31:10.595399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:31:10.599638] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:31:10.599746] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:31:13.604121] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:31:13.607477] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:31:13.610930] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:31:13.614291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:31:13.617810] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:31:13.617921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:31:16.622898] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:31:16.626986] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:31:16.630635] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:31:16.633953] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:31:16.637151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:31:16.637219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:31:19.643778] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:31:19.648569] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:31:19.653256] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:31:19.658359] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:31:19.663805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:31:19.663950] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:31:22.669917] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:31:22.674632] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:31:22.679488] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:31:22.684020] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:31:22.688550] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:31:22.688666] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:31:25.693924] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:31:25.698303] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:31:25.702280] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:31:25.705675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:31:25.708989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:31:25.709065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:31:28.714158] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:31:28.718230] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:31:28.722287] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:31:28.727077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:31:28.731252] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:31:28.731371] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:31:31.736495] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:31:31.740976] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:31:31.744750] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:31:31.748138] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:31:31.751350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:31:31.751424] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:31:34.756362] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:31:34.759648] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:31:34.762795] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:31:34.765968] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:31:34.769196] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:31:34.769266] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:31:37.773665] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:31:37.777206] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:31:37.780662] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:31:37.784037] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:31:37.787362] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:31:37.787453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:31:40.792407] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:31:40.795930] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:31:40.799294] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:31:40.802753] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:31:40.806008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:31:40.806082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:31:43.814234] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:31:43.818604] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:31:43.822348] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:31:43.825904] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:31:43.829457] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:31:43.829524] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:31:46.834043] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:31:46.837705] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:31:46.841367] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:31:46.845001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:31:46.848456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:31:46.848542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:31:49.853243] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:31:49.856813] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:31:49.860328] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:31:49.863777] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:31:49.867238] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:31:49.867321] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:31:52.872169] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:31:52.875869] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:31:52.879470] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:31:52.883031] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:31:52.886480] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:31:52.886596] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:31:55.891397] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:31:55.895050] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:31:55.898843] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:31:55.902294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:31:55.905744] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:31:55.905824] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:31:58.911496] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:31:58.915478] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:31:58.919225] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:31:58.923661] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:31:58.927558] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:31:58.927672] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:32:01.933315] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:32:01.937444] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:32:01.941824] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:32:01.945703] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:32:01.949142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:32:01.949218] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:32:04.954094] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:32:04.958103] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:32:04.961603] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:32:04.965121] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:32:04.968463] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:32:04.968550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:32:07.973656] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:32:07.977815] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:32:07.981719] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:32:07.985392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:32:07.989146] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:32:07.989232] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:32:10.993608] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:32:10.997027] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:32:11.000370] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:32:11.003710] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:32:11.006928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:32:11.006998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:32:14.012324] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:32:14.016484] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:32:14.021000] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:32:14.024928] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:32:14.028377] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:32:14.028454] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:32:17.032980] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:32:17.036378] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:32:17.039700] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:32:17.042925] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:32:17.046103] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:32:17.046173] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:32:20.051827] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:32:20.056454] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:32:20.061143] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:32:20.065717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:32:20.070005] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:32:20.070104] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:32:23.075488] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:32:23.079663] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:32:23.083488] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:32:23.088128] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:32:23.093013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:32:23.093131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:32:26.098485] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:32:26.102334] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:32:26.106069] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:32:26.109669] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:32:26.113183] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:32:26.113287] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:32:29.117979] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:32:29.121943] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:32:29.125662] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:32:29.129643] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:32:29.133489] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:32:29.133586] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:32:32.138551] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:32:32.142037] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:32:32.145437] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:32:32.148932] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:32:32.152305] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:32:32.152396] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:32:35.157085] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:32:35.160834] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:32:35.164382] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:32:35.167943] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:32:35.171273] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:32:35.171348] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:32:38.176468] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:32:38.180182] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:32:38.183799] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:32:38.187441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:32:38.191284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:32:38.191394] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:32:41.196677] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:32:41.200610] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:32:41.204633] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:32:41.208415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:32:41.212027] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:32:41.212108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:32:44.217538] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:32:44.221625] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:32:44.225194] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:32:44.229100] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:32:44.232859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:32:44.232925] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:32:47.237526] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:32:47.240866] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:32:47.244063] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:32:47.247290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:32:47.250858] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:32:47.250928] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:32:50.255814] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:32:50.259701] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:32:50.264977] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:32:50.270774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:32:50.276402] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:32:50.276566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:32:53.282665] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:32:53.287428] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:32:53.292405] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:32:53.297133] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:32:53.302104] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:32:53.302219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:32:56.308395] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:32:56.313186] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:32:56.317829] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:32:56.321331] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:32:56.324557] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:32:56.324639] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:32:59.330464] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:32:59.334968] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:32:59.338753] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:32:59.342207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:32:59.345511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:32:59.345609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:33:02.351863] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:33:02.357314] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:33:02.361140] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:33:02.364755] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:33:02.368662] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:33:02.368779] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:33:05.375125] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:33:05.379757] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:33:05.384361] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:33:05.388909] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:33:05.393101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:33:05.393209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:33:08.398011] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:33:08.402516] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:33:08.406505] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:33:08.409988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:33:08.413328] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:33:08.413408] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:33:11.419399] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:33:11.424472] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:33:11.429178] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:33:11.433631] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:33:11.438326] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:33:11.438460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:33:14.443202] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:33:14.446734] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:33:14.450521] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:33:14.454286] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:33:14.458928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:33:14.459028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:33:17.464280] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:33:17.468393] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:33:17.472207] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:33:17.475761] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:33:17.479866] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:33:17.479959] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:33:20.484744] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:33:20.488427] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:33:20.492530] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:33:20.496881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:33:20.501081] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:33:20.501186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:33:23.505830] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:33:23.509660] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:33:23.513253] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:33:23.516906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:33:23.520631] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:33:23.520718] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:33:26.525611] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:33:26.529178] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:33:26.533068] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:33:26.536776] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:33:26.540063] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:33:26.540133] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:33:29.546209] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:33:29.550958] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:33:29.555556] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:33:29.560164] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:33:29.564908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:33:29.565006] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:33:32.569765] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:33:32.573683] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:33:32.577242] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:33:32.580838] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:33:32.584358] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:33:32.584443] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:33:35.590780] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:33:35.595088] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:33:35.599734] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:33:35.603918] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:33:35.607618] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:33:35.607710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:33:38.612201] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:33:38.615852] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:33:38.619086] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:33:38.622256] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:33:38.625413] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:33:38.625481] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:33:41.630276] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:33:41.633915] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:33:41.637162] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:33:41.640413] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:33:41.643849] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:33:41.643915] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:33:44.649077] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:33:44.652552] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:33:44.655795] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:33:44.659022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:33:44.662176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:33:44.662243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:33:47.667211] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:33:47.670752] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:33:47.674270] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:33:47.677587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:33:47.681135] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:33:47.681200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:33:50.685881] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:33:50.689543] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:33:50.693652] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:33:50.697076] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:33:50.700701] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:33:50.700784] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:33:53.707114] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:33:53.712458] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:33:53.716388] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:33:53.720011] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:33:53.723595] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:33:53.723676] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:33:56.728722] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:33:56.732818] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:33:56.736749] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:33:56.740777] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:33:56.744796] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:33:56.744902] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:33:59.751025] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:33:59.755785] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:33:59.759693] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:33:59.763239] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:33:59.766917] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:33:59.767017] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:34:02.772912] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:34:02.778028] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:34:02.782865] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:34:02.787423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:34:02.792386] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:34:02.792494] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:34:05.797104] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:34:05.801093] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:34:05.804626] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:34:05.807773] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:34:05.810916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:34:05.810983] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:34:08.815549] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:34:08.818931] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:34:08.822181] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:34:08.825369] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:34:08.828584] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:34:08.828656] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:34:11.833348] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:34:11.837128] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:34:11.840863] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:34:11.844362] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:34:11.847757] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:34:11.847827] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:34:14.853873] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:34:14.859290] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:34:14.864341] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:34:14.869473] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:34:14.874696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:34:14.874851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:34:17.880930] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:34:17.884720] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:34:17.888088] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:34:17.891468] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:34:17.895526] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:34:17.895652] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:34:20.901335] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:34:20.905163] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:34:20.908715] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:34:20.912094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:34:20.916230] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:34:20.916398] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:34:23.921262] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:34:23.924985] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:34:23.928558] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:34:23.932339] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:34:23.936177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:34:23.936267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:34:26.941001] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:34:26.944404] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:34:26.947759] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:34:26.951129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:34:26.954526] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:34:26.954624] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:34:29.960549] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:34:29.965888] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:34:29.971435] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:34:29.976875] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:34:29.982310] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:34:29.982443] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:34:32.988461] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:34:32.993448] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:34:32.998147] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:34:33.003012] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:34:33.007672] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:34:33.007777] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:34:36.012389] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:34:36.015810] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:34:36.019156] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:34:36.022497] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:34:36.025744] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:34:36.025812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:34:39.030812] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:34:39.035008] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:34:39.039177] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:34:39.043601] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:34:39.048226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:34:39.048343] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:34:42.053790] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:34:42.057858] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:34:42.061426] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:34:42.065115] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:34:42.069269] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:34:42.069379] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:34:45.073934] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:34:45.077808] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:34:45.081873] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:34:45.085375] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:34:45.088962] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:34:45.089054] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:34:48.093721] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:34:48.097426] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:34:48.101184] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:34:48.104838] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:34:48.108428] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:34:48.108519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:34:51.113186] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:34:51.116885] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:34:51.120553] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:34:51.124383] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:34:51.128070] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:34:51.128175] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:34:54.133642] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:34:54.137213] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:34:54.140594] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:34:54.144620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:34:54.148764] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:34:54.148854] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:34:57.155215] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:34:57.160065] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:34:57.164767] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:34:57.169676] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:34:57.174273] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:34:57.174368] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:35:00.180562] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:35:00.184362] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:35:00.188649] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:35:00.193020] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:35:00.196966] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:35:00.197064] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:35:03.202503] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:35:03.206761] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:35:03.210284] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:35:03.214471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:35:03.219515] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:35:03.219712] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:35:06.225212] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:35:06.229761] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:35:06.234137] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:35:06.239474] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:35:06.246065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:35:06.246216] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:35:09.251982] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:35:09.255992] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:35:09.259210] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:35:09.262340] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:35:09.265618] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:35:09.265693] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:35:12.270843] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:35:12.274823] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:35:12.278944] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:35:12.282976] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:35:12.287568] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:35:12.287692] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:35:15.292814] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:35:15.296536] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:35:15.300082] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:35:15.303729] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:35:15.307216] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:35:15.307310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:35:18.311895] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:35:18.315401] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:35:18.318800] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:35:18.322327] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:35:18.326599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:35:18.326679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:35:21.332677] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:35:21.337451] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:35:21.341391] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:35:21.344993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:35:21.348358] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:35:21.348434] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:35:24.354220] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:35:24.357867] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:35:24.362134] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:35:24.366309] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:35:24.369853] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:35:24.369933] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:35:27.374937] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:35:27.378343] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:35:27.381515] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:35:27.384668] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:35:27.388426] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:35:27.388559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:35:30.393552] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:35:30.396916] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:35:30.400170] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:35:30.404306] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:35:30.408024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:35:30.408103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:35:33.413230] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:35:33.417789] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:35:33.424103] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:35:33.429153] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:35:33.434251] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:35:33.434341] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:35:36.439416] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:35:36.442808] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:35:36.445976] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:35:36.449141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:35:36.452257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:35:36.452324] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:35:39.457192] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:35:39.460726] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:35:39.464091] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:35:39.467402] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:35:39.470636] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:35:39.470707] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:35:42.476770] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:35:42.481596] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:35:42.486135] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:35:42.490715] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:35:42.494760] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:35:42.494868] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:35:45.499586] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:35:45.503264] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:35:45.506996] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:35:45.510969] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:35:45.514655] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:35:45.514755] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:35:48.520659] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:35:48.524295] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:35:48.528465] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:35:48.532394] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:35:48.536250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:35:48.536322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:35:51.540551] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:35:51.543737] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:35:51.546876] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:35:51.550045] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:35:51.553153] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:35:51.553217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:35:54.559914] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:35:54.564722] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:35:54.569324] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:35:54.574000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:35:54.578828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:35:54.578950] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:35:57.585688] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:35:57.589218] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:35:57.592636] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:35:57.596023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:35:57.599406] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:35:57.599484] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:36:00.605426] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:36:00.610958] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:36:00.616052] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:36:00.621404] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:36:00.626413] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:36:00.626661] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:36:03.632387] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:36:03.636963] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:36:03.641434] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:36:03.645825] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:36:03.650268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:36:03.650370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:36:06.655149] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:36:06.658449] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:36:06.662055] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:36:06.665283] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:36:06.668472] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:36:06.668542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:36:09.673205] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:36:09.676676] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:36:09.679993] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:36:09.683502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:36:09.687037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:36:09.687122] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:36:12.691394] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:36:12.694896] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:36:12.698054] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:36:12.701207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:36:12.704346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:36:12.704414] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:36:15.709495] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:36:15.713056] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:36:15.716386] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:36:15.719747] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:36:15.723040] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:36:15.723115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:36:18.728399] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:36:18.732281] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:36:18.735648] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:36:18.739850] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:36:18.743992] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:36:18.744140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:36:21.749734] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:36:21.753994] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:36:21.757795] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:36:21.761475] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:36:21.764804] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:36:21.764883] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:36:24.770242] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:36:24.773880] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:36:24.777415] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:36:24.780707] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:36:24.783997] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:36:24.784067] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:36:27.788824] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:36:27.792448] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:36:27.795830] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:36:27.799279] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:36:27.802533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:36:27.802618] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:36:30.807473] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:36:30.811306] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:36:30.814902] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:36:30.818805] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:36:30.822240] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:36:30.822326] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:36:33.827172] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:36:33.830536] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:36:33.833879] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:36:33.837085] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:36:33.840466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:36:33.840552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:36:36.846311] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:36:36.854967] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:36:36.859435] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:36:36.864381] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:36:36.870029] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:36:36.870166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:36:39.874633] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:36:39.877904] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:36:39.881127] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:36:39.884271] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:36:39.887458] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:36:39.887528] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:36:42.892052] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:36:42.895533] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:36:42.898841] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:36:42.902080] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:36:42.905302] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:36:42.905381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:36:45.910305] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:36:45.914036] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:36:45.917520] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:36:45.920832] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:36:45.924150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:36:45.924225] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:36:48.929113] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:36:48.932944] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:36:48.936489] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:36:48.940679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:36:48.944383] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:36:48.944453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:36:51.948945] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:36:51.952570] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:36:51.956283] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:36:51.960810] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:36:51.964873] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:36:51.964954] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:36:54.970566] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:36:54.974240] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:36:54.978352] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:36:54.982637] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:36:54.987064] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:36:54.987222] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:36:57.992875] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:36:57.996643] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:36:58.000004] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:36:58.003219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:36:58.006401] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:36:58.006468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:37:01.011183] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:37:01.015050] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:37:01.018344] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:37:01.021681] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:37:01.024965] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:37:01.025112] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:37:04.030286] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:37:04.034482] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:37:04.038380] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:37:04.042734] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:37:04.046833] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:37:04.046938] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:37:07.051769] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:37:07.055555] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:37:07.059382] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:37:07.063014] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:37:07.066546] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:37:07.066645] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:37:10.073319] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:37:10.077422] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:37:10.080864] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:37:10.084108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:37:10.087360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:37:10.087427] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:37:13.091708] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:37:13.095189] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:37:13.098500] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:37:13.101768] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:37:13.105029] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:37:13.105107] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:37:16.110693] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:37:16.114309] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:37:16.118170] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:37:16.122420] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:37:16.126735] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:37:16.126835] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:37:19.131314] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:37:19.134800] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:37:19.138016] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:37:19.141220] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:37:19.144417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:37:19.144490] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:37:22.149526] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:37:22.152974] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:37:22.156229] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:37:22.159701] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:37:22.163210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:37:22.163317] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:37:25.168439] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:37:25.172090] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:37:25.175528] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:37:25.178876] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:37:25.182297] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:37:25.182375] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:37:28.189344] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:37:28.194440] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:37:28.198625] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:37:28.202723] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:37:28.206685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:37:28.206791] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:37:31.212715] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:37:31.216760] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:37:31.220138] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:37:31.224384] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:37:31.228590] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:37:31.228701] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:37:34.233300] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:37:34.236701] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:37:34.239984] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:37:34.243328] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:37:34.246707] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:37:34.246810] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:37:37.251843] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:37:37.255814] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:37:37.259004] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:37:37.262988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:37:37.266892] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:37:37.266981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:37:40.271772] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:37:40.275326] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:37:40.278746] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:37:40.281952] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:37:40.285300] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:37:40.285385] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:37:43.290300] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:37:43.294085] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:37:43.297402] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:37:43.300689] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:37:43.303926] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:37:43.303999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:37:46.309007] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:37:46.312300] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:37:46.315521] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:37:46.318701] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:37:46.322108] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:37:46.322194] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:37:49.327082] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:37:49.330768] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:37:49.334228] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:37:49.337685] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:37:49.341033] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:37:49.341116] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:37:52.346233] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:37:52.349595] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:37:52.354029] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:37:52.357970] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:37:52.361403] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:37:52.361486] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:37:55.366699] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:37:55.370731] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:37:55.374686] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:37:55.378631] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:37:55.382482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:37:55.382614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:37:58.387742] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:37:58.391310] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:37:58.394955] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:37:58.398414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:37:58.402123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:37:58.402195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:38:01.407167] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:38:01.412181] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:38:01.416196] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:38:01.419877] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:38:01.423333] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:38:01.423400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:38:04.428097] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:38:04.431593] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:38:04.434925] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:38:04.438339] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:38:04.441694] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:38:04.441770] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:38:07.448091] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:38:07.453281] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:38:07.458764] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:38:07.463597] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:38:07.469252] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:38:07.469391] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:38:10.473997] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:38:10.477432] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:38:10.481005] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:38:10.484819] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:38:10.488335] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:38:10.488411] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:38:13.493062] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:38:13.497447] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:38:13.501539] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:38:13.505305] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:38:13.509330] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:38:13.509409] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:38:16.514194] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:38:16.517608] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:38:16.520848] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:38:16.524049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:38:16.527452] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:38:16.527519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:38:19.533384] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:38:19.538265] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:38:19.542540] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:38:19.547098] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:38:19.551386] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:38:19.551499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:38:22.556694] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:38:22.560697] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:38:22.564211] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:38:22.567656] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:38:22.571001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:38:22.571072] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:38:25.576238] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:38:25.580107] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:38:25.583514] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:38:25.587148] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:38:25.590555] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:38:25.590642] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:38:28.596349] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:38:28.601056] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:38:28.604802] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:38:28.608563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:38:28.612248] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:38:28.612341] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:38:31.617369] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:38:31.620754] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:38:31.623894] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:38:31.626970] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:38:31.630092] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:38:31.630159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:38:34.635277] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:38:34.639683] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:38:34.643513] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:38:34.647308] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:38:34.651056] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:38:34.651147] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:38:37.656146] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:38:37.659688] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:38:37.663042] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:38:37.666396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:38:37.669728] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:38:37.669797] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:38:40.674778] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:38:40.678157] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:38:40.681477] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:38:40.684685] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:38:40.688040] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:38:40.688122] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:38:43.693201] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:38:43.696714] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:38:43.700043] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:38:43.703256] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:38:43.706408] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:38:43.706488] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:38:46.711093] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:38:46.714354] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:38:46.717589] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:38:46.720779] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:38:46.723895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:38:46.723962] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:38:49.728933] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:38:49.732745] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:38:49.736268] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:38:49.739816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:38:49.743317] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:38:49.743399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:38:52.747819] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:38:52.752227] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:38:52.755486] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:38:52.758653] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:38:52.761757] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:38:52.761822] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:38:55.767478] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:38:55.771482] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:38:55.775189] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:38:55.778870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:38:55.782437] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:38:55.782531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:38:58.787673] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:38:58.791402] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:38:58.794818] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:38:58.798188] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:38:58.801562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:38:58.801666] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:39:01.806522] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:39:01.810950] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:39:01.815051] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:39:01.819203] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:39:01.823500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:39:01.823609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:39:04.828502] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:39:04.831900] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:39:04.835024] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:39:04.838169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:39:04.841328] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:39:04.841392] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:39:07.846090] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:39:07.849727] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:39:07.852973] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:39:07.856307] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:39:07.859587] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:39:07.859668] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:39:10.864724] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:39:10.869251] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:39:10.873804] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:39:10.878410] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:39:10.882759] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:39:10.882906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:39:13.888016] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:39:13.891789] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:39:13.895432] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:39:13.898899] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:39:13.902085] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:39:13.902152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:39:16.906784] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:39:16.910633] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:39:16.913847] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:39:16.917017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:39:16.920174] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:39:16.920239] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:39:19.926366] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:39:19.930736] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:39:19.934717] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:39:19.938278] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:39:19.942934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:39:19.943093] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:39:22.947313] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:39:22.950885] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:39:22.954236] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:39:22.957613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:39:22.962115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:39:22.962213] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:39:25.966952] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:39:25.970714] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:39:25.974264] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:39:25.977914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:39:25.981477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:39:25.981560] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:39:28.986403] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:39:28.990031] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:39:28.993560] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:39:28.997040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:39:29.000930] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:39:29.001034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:39:32.006773] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:39:32.011360] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:39:32.015181] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:39:32.019154] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:39:32.023178] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:39:32.023273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:39:35.028120] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:39:35.031821] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:39:35.035329] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:39:35.038802] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:39:35.042221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:39:35.042317] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:39:38.047240] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:39:38.050987] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:39:38.054598] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:39:38.058091] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:39:38.061476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:39:38.061610] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:39:41.066397] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:39:41.069651] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:39:41.072792] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:39:41.075892] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:39:41.078996] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:39:41.079062] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:39:44.083526] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:39:44.086875] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:39:44.090218] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:39:44.093420] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:39:44.096708] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:39:44.096780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:39:47.101679] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:39:47.105074] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:39:47.109135] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:39:47.112737] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:39:47.116039] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:39:47.116108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:39:50.120553] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:39:50.124267] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:39:50.127688] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:39:50.131234] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:39:50.134720] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:39:50.134808] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:39:53.139380] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:39:53.143088] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:39:53.146499] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:39:53.150395] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:39:53.154166] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:39:53.154248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:39:56.158560] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:39:56.162080] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:39:56.165284] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:39:56.168458] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:39:56.171946] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:39:56.172025] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:39:59.177947] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:39:59.182933] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:39:59.187864] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:39:59.192834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:39:59.197941] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:39:59.198060] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:40:02.202419] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:40:02.205772] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:40:02.209015] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:40:02.212105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:40:02.215289] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:40:02.215362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:40:05.220195] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:40:05.223534] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:40:05.227005] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:40:05.230196] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:40:05.233463] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:40:05.233527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:40:08.239722] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:40:08.244355] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:40:08.248903] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:40:08.253550] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:40:08.258327] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:40:08.258437] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:40:11.264508] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:40:11.269207] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:40:11.273913] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:40:11.277541] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:40:11.281180] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:40:11.281282] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:40:14.287119] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:40:14.291933] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:40:14.296949] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:40:14.300544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:40:14.303774] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:40:14.303858] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:40:17.309305] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:40:17.313050] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:40:17.316555] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:40:17.320064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:40:17.323538] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:40:17.323627] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:40:20.328509] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:40:20.332235] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:40:20.335598] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:40:20.338966] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:40:20.342294] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:40:20.342361] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:40:23.347199] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:40:23.350852] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:40:23.354265] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:40:23.357744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:40:23.361429] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:40:23.361521] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:40:26.366797] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:40:26.370156] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:40:26.373378] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:40:26.376533] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:40:26.379677] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:40:26.379740] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:40:29.384308] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:40:29.387527] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:40:29.390688] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:40:29.393769] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:40:29.396826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:40:29.396892] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:40:32.401501] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:40:32.404849] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:40:32.408063] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:40:32.411309] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:40:32.414493] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:40:32.414594] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:40:35.419820] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:40:35.423281] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:40:35.426699] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:40:35.430228] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:40:35.433444] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:40:35.433512] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:40:38.438342] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:40:38.441980] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:40:38.445341] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:40:38.448596] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:40:38.451928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:40:38.451999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:40:41.457002] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:40:41.462016] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:40:41.467355] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:40:41.471364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:40:41.474976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:40:41.475045] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:40:44.479990] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:40:44.483742] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:40:44.487205] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:40:44.490754] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:40:44.494286] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:40:44.494376] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:40:47.499062] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:40:47.502908] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:40:47.506723] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:40:47.510477] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:40:47.513934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:40:47.514053] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:40:50.518729] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:40:50.522099] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:40:50.525601] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:40:50.528740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:40:50.532238] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:40:50.532499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:40:53.537294] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:40:53.540914] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:40:53.544298] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:40:53.547423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:40:53.550942] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:40:53.551014] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:40:56.555934] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:40:56.559673] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:40:56.563133] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:40:56.566552] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:40:56.569947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:40:56.570015] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:40:59.575477] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:40:59.580110] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:40:59.584432] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:40:59.588765] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:40:59.593243] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:40:59.593359] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:41:02.599366] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:41:02.603546] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:41:02.607514] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:41:02.611687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:41:02.615814] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:41:02.615914] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:41:05.620811] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:41:05.624430] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:41:05.628089] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:41:05.631721] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:41:05.635082] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:41:05.635157] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:41:08.640840] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:41:08.645082] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:41:08.649667] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:41:08.653840] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:41:08.658197] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:41:08.658324] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:41:11.662471] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:41:11.665777] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:41:11.668930] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:41:11.672005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:41:11.675082] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:41:11.675148] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:41:14.680725] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:41:14.685138] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:41:14.689437] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:41:14.693748] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:41:14.698018] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:41:14.698136] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:41:17.702432] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:41:17.705851] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:41:17.709122] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:41:17.712373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:41:17.715760] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:41:17.715832] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:41:20.720258] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:41:20.723903] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:41:20.727213] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:41:20.730731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:41:20.734094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:41:20.734175] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:41:23.738929] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:41:23.742500] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:41:23.745935] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:41:23.749431] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:41:23.752861] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:41:23.752946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:41:26.758601] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:41:26.762752] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:41:26.766544] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:41:26.771230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:41:26.775840] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:41:26.775959] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:41:29.781430] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:41:29.785915] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:41:29.789479] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:41:29.792650] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:41:29.795840] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:41:29.795914] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:41:32.800642] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:41:32.804209] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:41:32.808031] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:41:32.811560] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:41:32.814787] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:41:32.814851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:41:35.819358] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:41:35.822889] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:41:35.826396] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:41:35.829960] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:41:35.833538] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:41:35.833678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:41:38.838042] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:41:38.841667] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:41:38.845181] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:41:38.848731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:41:38.852114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:41:38.852191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:41:41.857026] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:41:41.861080] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:41:41.864802] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:41:41.867975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:41:41.871263] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:41:41.871329] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:41:44.875693] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:41:44.879161] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:41:44.882714] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:41:44.886087] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:41:44.889409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:41:44.889479] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:41:47.896323] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:41:47.902208] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:41:47.908147] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:41:47.913771] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:41:47.918740] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:41:47.918840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:41:50.923617] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:41:50.926990] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:41:50.930279] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:41:50.933482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:41:50.936725] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:41:50.936807] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:41:53.943112] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:41:53.947531] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:41:53.951362] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:41:53.954829] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:41:53.958274] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:41:53.958360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:41:56.962512] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:41:56.965935] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:41:56.969443] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:41:56.972780] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:41:56.976504] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:41:56.976591] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:41:59.981096] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:41:59.984496] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:41:59.988338] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:41:59.991521] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:41:59.994658] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:41:59.994723] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:42:02.998976] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:42:03.002479] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:42:03.005919] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:42:03.009377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:42:03.012807] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:42:03.012905] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:42:06.018287] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:42:06.022962] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:42:06.027570] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:42:06.031568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:42:06.035122] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:42:06.035193] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:42:09.040708] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:42:09.045496] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:42:09.050119] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:42:09.054730] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:42:09.059307] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:42:09.059400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:42:12.063970] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:42:12.067874] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:42:12.071229] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:42:12.074420] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:42:12.077508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:42:12.077591] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:42:15.082333] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:42:15.086398] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:42:15.090195] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:42:15.093854] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:42:15.097451] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:42:15.097545] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:42:18.101377] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:42:18.104708] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:42:18.107935] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:42:18.111139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:42:18.114324] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:42:18.114390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:42:21.118202] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:42:21.122000] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:42:21.125591] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:42:21.129513] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:42:21.133516] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:42:21.133623] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:42:24.138494] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:42:24.141907] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:42:24.348232] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:42:24.382606] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:42:24.386126] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:42:24.386225] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:42:27.391260] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:42:27.396997] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:42:27.401878] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:42:27.406825] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:42:27.412084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:42:27.412355] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:42:30.417860] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:42:30.423562] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:42:30.428371] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:42:30.432123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:42:30.436630] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:42:30.436848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:42:33.441823] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:42:33.445766] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:42:33.449513] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:42:33.453886] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:42:33.458618] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:42:33.458781] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:42:36.464238] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:42:36.468980] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:42:36.474789] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:42:36.480148] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:42:36.485914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:42:36.486466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:42:39.491593] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:42:39.495323] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:42:39.499231] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:42:39.503680] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:42:39.508210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:42:39.508319] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:42:42.513471] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:42:42.517085] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:42:42.520329] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:42:42.523614] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:42:42.527221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:42:42.527318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:42:45.532942] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:42:45.536410] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:42:45.539661] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:42:45.542984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:42:45.546725] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:42:45.546867] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:42:48.551823] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:42:48.555509] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:42:48.559123] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:42:48.562728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:42:48.566285] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:42:48.566374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:42:51.571107] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:42:51.574756] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:42:51.578095] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:42:51.581413] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:42:51.584684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:42:51.584775] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:42:54.589879] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:42:54.593459] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:42:54.597695] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:42:54.602043] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:42:54.606609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:42:54.606707] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:42:57.611616] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:42:57.615089] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:42:57.618513] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:42:57.622008] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:42:57.625352] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:42:57.625426] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:43:00.629928] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:43:00.633434] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:43:00.636974] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:43:00.641410] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:43:00.645507] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:43:00.645759] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:43:03.651195] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:43:03.655616] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:43:03.659921] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:43:03.663717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:43:03.667367] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:43:03.667455] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:43:06.672702] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:43:06.676134] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:43:06.679670] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:43:06.683140] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:43:06.686798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:43:06.686884] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:43:09.692032] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:43:09.695507] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:43:09.699114] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:43:09.702667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:43:09.706272] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:43:09.706343] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:43:12.712256] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:43:12.717177] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:43:12.721956] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:43:12.726798] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:43:12.731672] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:43:12.731796] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:43:15.737225] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:43:15.741474] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:43:15.744952] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:43:15.748561] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:43:15.752589] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:43:15.752700] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:43:18.758636] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:43:18.763598] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:43:18.769000] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:43:18.774267] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:43:18.779660] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:43:18.779789] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:43:21.784048] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:43:21.787462] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:43:21.790766] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:43:21.794000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:43:21.797400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:43:21.797477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:43:24.802315] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:43:24.805750] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:43:24.809684] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:43:24.815752] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:43:24.819544] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:43:24.819637] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:43:27.824677] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:43:27.828601] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:43:27.833090] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:43:27.841796] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:43:27.846340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:43:27.846465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:43:30.852621] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:43:30.857417] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:43:30.862387] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:43:30.867191] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:43:30.872362] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:43:30.872500] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:43:33.877752] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:43:33.881233] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:43:33.884643] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:43:33.888189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:43:33.891847] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:43:33.891954] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:43:36.896699] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:43:36.900824] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:43:36.905459] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:43:36.910460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:43:36.914843] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:43:36.914978] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:43:39.919988] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:43:39.923354] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:43:39.926659] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:43:39.929998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:43:39.933147] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:43:39.933213] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:43:42.938016] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:43:42.942049] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:43:42.946056] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:43:42.949809] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:43:42.953458] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:43:42.953541] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:43:45.958342] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:43:45.961748] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:43:45.964948] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:43:45.968143] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:43:45.971316] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:43:45.971382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:43:48.977668] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:43:48.982346] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:43:48.986014] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:43:48.989269] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:43:48.993088] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:43:48.993171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:43:51.997788] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:43:52.001297] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:43:52.004638] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:43:52.007998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:43:52.011271] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:43:52.011354] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:43:55.015483] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:43:55.019415] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:43:55.088150] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:43:55.121954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:43:55.125896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:43:55.126129] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:43:58.131168] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:43:58.134897] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:43:58.138555] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:43:58.142240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:43:58.147797] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:43:58.147985] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:44:01.152188] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:44:01.155512] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:44:01.158886] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:44:01.162802] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:44:01.167376] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:44:01.167521] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:44:04.172837] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:44:04.177389] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:44:04.181030] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:44:04.186456] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:44:04.190528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:44:04.190644] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:44:07.195245] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:44:07.199285] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:44:07.202870] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:44:07.206195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:44:07.209563] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:44:07.209649] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:44:10.216686] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:44:10.221496] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:44:10.225041] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:44:10.230190] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:44:10.235425] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:44:10.235525] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:44:13.240063] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:44:13.243646] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:44:13.247014] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:44:13.250380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:44:13.253663] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:44:13.253736] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:44:16.258527] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:44:16.262031] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:44:16.265478] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:44:16.268991] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:44:16.272254] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:44:16.272324] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:44:19.278142] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:44:19.282657] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:44:19.287270] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:44:19.291883] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:44:19.297467] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:44:19.297602] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:44:22.303316] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:44:22.308607] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:44:22.314133] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:44:22.319477] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:44:22.324612] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:44:22.324731] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:44:25.330021] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:44:25.333586] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:44:25.337507] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:44:25.341875] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:44:25.345793] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:44:25.345878] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:44:28.350339] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:44:28.353663] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:44:28.356990] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:44:28.360780] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:44:28.363923] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:44:28.363988] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:44:31.368741] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:44:31.372365] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:44:31.376154] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:44:31.379995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:44:31.383602] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:44:31.383710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:44:34.389062] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:44:34.394472] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:44:34.398823] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:44:34.402616] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:44:34.406363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:44:34.406442] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:44:37.411900] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:44:37.415262] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:44:37.418464] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:44:37.421653] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:44:37.424852] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:44:37.424915] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:44:40.432741] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:44:40.436942] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:44:40.440877] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:44:40.444758] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:44:40.448704] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:44:40.448804] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:44:43.453461] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:44:43.456751] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:44:43.460537] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:44:43.464089] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:44:43.467246] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:44:43.467311] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:44:46.472164] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:44:46.475722] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:44:46.479073] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:44:46.482593] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:44:46.485772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:44:46.485844] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:44:49.490404] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:44:49.493940] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:44:49.497269] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:44:49.500591] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:44:49.503782] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:44:49.503853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:44:52.508258] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:44:52.512190] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:44:52.516219] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:44:52.520117] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:44:52.524538] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:44:52.524657] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:44:55.529262] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:44:55.533170] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:44:55.537887] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:44:55.542873] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:44:55.547627] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:44:55.547730] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:44:58.552379] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:44:58.555904] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:44:58.559434] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-02T20:44:58.562910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:44:58.566397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:44:58.566483] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-02T20:45:01.571676] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-02T20:45:01.575340] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:45:01.579454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-02T20:45:01.584252] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service.
[2025-12-02T20:45:01.589031] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-02T20:45:01.593822] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-02T20:45:01.594143] [WARN ] [STATE     ] State set to: RUNNING
[2025-12-02T20:45:01.594235] [INFO ] [MODE      ] Using multithreaded
[2025-12-02T20:45:01.594299] [DEBUG] [REMOTE    ] Fetching available forecast dates from 'https://sig.silogroup.org/forecasts/full'.
[2025-12-02T20:45:01.601386] [DEBUG] [REMOTE    ] Found 36 available forecast dates.
[2025-12-02T20:45:01.601705] [DEBUG] [REMOTE    ] Fetching signal forecasts from 'https://sig.silogroup.org/forecasts/full/2025-12-03.txt'.
[2025-12-02T20:45:01.611110] [DEBUG] [REMOTE    ] Fetched 3544 signal forecasts for 2025-12-03.
[2025-12-02T20:45:01.642665] [INFO ] [main      ] Starting parallel forecast configuration with 4 worker processes for 2 symbols
[2025-12-02T20:45:01.675085] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:45:01.676979] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:45:01.696776] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:45:01.697382] [INFO ] [main      ] IOVA: Testing with 53 available features
[2025-12-02T20:45:01.697443] [INFO ] [main      ] IOVA: Establishing baseline with no features...
[2025-12-02T20:45:01.697487] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:45:01.704330] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:45:01.705127] [INFO ] [main      ] MMLP: Testing with 53 available features
[2025-12-02T20:45:01.705217] [INFO ] [main      ] MMLP: Establishing baseline with no features...
[2025-12-02T20:45:01.705278] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:45:01.711543] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:45:01.711874] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:45:01.713567] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-02T20:45:01.723180] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:45:01.723748] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:45:01.725998] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-02T20:45:02.065239] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:45:02.103788] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:45:02.236669] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:45:02.284472] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:45:02.311666] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: 2.70%
[2025-12-02T20:45:02.311813] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:45:02.312784] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-02T20:45:02.349724] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.00%
[2025-12-02T20:45:02.349874] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:45:02.350745] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-02T20:45:02.660263] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:45:02.707411] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:45:02.827981] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:45:02.873351] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:45:02.888798] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: 2.74%
[2025-12-02T20:45:02.888936] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:45:02.889687] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-02T20:45:02.922126] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: 0.24%
[2025-12-02T20:45:02.922273] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:45:02.923022] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-02T20:45:03.220295] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:45:03.266184] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:45:03.392632] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:45:03.428608] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:45:03.454666] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -11.13%
[2025-12-02T20:45:03.454792] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:45:03.455563] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-02T20:45:03.477288] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.53%
[2025-12-02T20:45:03.477428] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:45:03.478522] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-02T20:45:03.797203] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:45:03.812030] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:45:03.962820] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:45:03.976081] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:45:04.024172] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: 0.12%
[2025-12-02T20:45:04.024318] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:45:04.024757] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 15.60%
[2025-12-02T20:45:04.024895] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:45:04.025070] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-02T20:45:04.025689] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-02T20:45:04.363782] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:45:04.368681] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:45:04.537429] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:45:04.557992] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:45:04.598841] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 17.22%
[2025-12-02T20:45:04.598985] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:45:04.599738] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-02T20:45:04.612356] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.41%
[2025-12-02T20:45:04.612490] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:45:04.613289] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-02T20:45:04.939914] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:45:04.957942] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:45:05.108208] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:45:05.122211] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:45:05.169227] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: 2.92%
[2025-12-02T20:45:05.169374] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:45:05.169925] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.00%
[2025-12-02T20:45:05.170059] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:45:05.170154] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-02T20:45:05.170821] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-02T20:45:05.508861] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:45:05.520444] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:45:05.676650] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:45:05.693181] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:45:05.736409] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: -5.60%
[2025-12-02T20:45:05.736565] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:45:05.737309] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-02T20:45:05.741290] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -0.70%
[2025-12-02T20:45:05.741429] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:45:05.742173] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-02T20:45:06.072349] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:45:06.073998] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:45:06.237878] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:45:06.242130] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:45:06.285893] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.47%
[2025-12-02T20:45:06.286026] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:45:06.286767] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-02T20:45:06.302792] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: 0.57%
[2025-12-02T20:45:06.302925] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:45:06.303684] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-02T20:45:06.636821] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:45:06.644115] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:45:06.801649] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:45:06.814831] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:45:06.861681] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 13.93%
[2025-12-02T20:45:06.861811] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:45:06.862538] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-02T20:45:06.863068] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: -0.14%
[2025-12-02T20:45:06.863205] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:45:06.863976] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-02T20:45:07.194461] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:45:07.200639] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:45:07.359934] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:45:07.368784] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:45:07.417017] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: 0.00%
[2025-12-02T20:45:07.420264] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -3.67%
[2025-12-02T20:45:07.588474] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.00%, Actual: 0.88%
[2025-12-02T20:45:07.588894] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: 2.70%, Actual: 4.22%
[2025-12-02T20:45:07.754019] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: 2.74%, Actual: 6.87%
[2025-12-02T20:45:07.756231] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: 0.24%, Actual: 3.03%
[2025-12-02T20:45:07.919527] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -11.13%, Actual: 0.49%
[2025-12-02T20:45:07.922135] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.53%, Actual: 2.47%
[2025-12-02T20:45:08.084834] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 15.60%, Actual: 0.37%
[2025-12-02T20:45:08.085648] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: 0.12%, Actual: 0.75%
[2025-12-02T20:45:08.251612] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.41%, Actual: 0.19%
[2025-12-02T20:45:08.260595] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 17.22%, Actual: 0.83%
[2025-12-02T20:45:08.419189] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.95%
[2025-12-02T20:45:08.439662] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: 2.92%, Actual: 17.98%
[2025-12-02T20:45:08.589300] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -0.70%, Actual: 0.95%
[2025-12-02T20:45:08.614533] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: -5.60%, Actual: 7.38%
[2025-12-02T20:45:08.758949] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.47%, Actual: 0.95%
[2025-12-02T20:45:08.791340] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: 0.57%, Actual: 2.21%
[2025-12-02T20:45:08.925265] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: -0.14%, Actual: 1.69%
[2025-12-02T20:45:08.960741] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 13.93%, Actual: 2.91%
[2025-12-02T20:45:09.102132] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.43%
[2025-12-02T20:45:09.102356] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 25.0183%
[2025-12-02T20:45:09.102409] [INFO ] [main      ] MMLP: Baseline score (no features): 25.0183%
[2025-12-02T20:45:09.102453] [INFO ] [main      ] MMLP: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:09.102484] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-12-02T20:45:09.102517] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:45:09.114211] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:45:09.114586] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:45:09.115386] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:45:09.115467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:09.120694] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:09.125314] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -3.67%, Actual: 1.60%
[2025-12-02T20:45:09.125539] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 30.5973%
[2025-12-02T20:45:09.125609] [INFO ] [main      ] IOVA: Baseline score (no features): 30.5973%
[2025-12-02T20:45:09.125656] [INFO ] [main      ] IOVA: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:09.125687] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-12-02T20:45:09.125720] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:45:09.137808] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:45:09.138245] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:45:09.139132] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:45:09.139224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:09.144291] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:09.453018] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:45:09.474149] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:45:09.621065] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:45:09.637641] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:45:09.674269] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 4m 56s | Global ETA: N/A
[2025-12-02T20:45:09.674375] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:45:09.675127] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:45:09.675183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:09.679847] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:09.703755] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: -5.17% | Symbol ETA: 4m 59s | Global ETA: N/A
[2025-12-02T20:45:09.703872] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:45:09.704673] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:45:09.704732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:09.709665] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:10.011638] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:45:10.044014] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:45:10.175215] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:45:10.208057] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:45:10.227869] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: 0.22% | Symbol ETA: 4m 54s | Global ETA: N/A
[2025-12-02T20:45:10.228012] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:45:10.228777] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:45:10.228833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:10.233456] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:10.271990] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: -4.06% | Symbol ETA: 4m 59s | Global ETA: N/A
[2025-12-02T20:45:10.272114] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:45:10.272883] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:45:10.272941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:10.277664] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:10.576860] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:45:10.659524] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:45:10.753110] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:45:10.805694] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.43% | Symbol ETA: 4m 57s | Global ETA: N/A
[2025-12-02T20:45:10.805818] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:45:10.806553] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:45:10.806634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:10.811368] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:10.825062] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:45:10.889057] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -3.77% | Symbol ETA: 5m 7s | Global ETA: N/A
[2025-12-02T20:45:10.889180] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:45:10.889982] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:45:10.890037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:10.894716] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:11.147733] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:45:11.224680] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:45:11.311438] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:45:11.363158] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: -0.30% | Symbol ETA: 4m 56s | Global ETA: N/A
[2025-12-02T20:45:11.363277] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:45:11.364030] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:45:11.364086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:11.368734] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:11.388915] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:45:11.451622] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 10.27% | Symbol ETA: 5m 4s | Global ETA: N/A
[2025-12-02T20:45:11.451740] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:45:11.452472] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:45:11.452528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:11.457233] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:11.704537] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:45:11.831067] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:45:11.870299] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:45:11.923706] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 1.00% | Symbol ETA: 4m 55s | Global ETA: N/A
[2025-12-02T20:45:11.923825] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:45:11.924666] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:45:11.924722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:11.929858] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:12.004207] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:45:12.072054] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 14.48% | Symbol ETA: 5m 8s | Global ETA: N/A
[2025-12-02T20:45:12.072176] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:45:12.072983] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:45:12.073041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:12.078137] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:12.282845] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:45:12.426692] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:45:12.460073] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:45:12.515510] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 4m 57s | Global ETA: N/A
[2025-12-02T20:45:12.515666] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:45:12.516480] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:45:12.516536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:12.521649] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:12.603471] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:45:12.668858] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: 4.21% | Symbol ETA: 5m 8s | Global ETA: N/A
[2025-12-02T20:45:12.668980] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:45:12.669782] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:45:12.669876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:12.674906] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:12.888381] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:45:13.030327] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:45:13.075840] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:45:13.126957] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -0.07% | Symbol ETA: 4m 60s | Global ETA: N/A
[2025-12-02T20:45:13.127081] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:45:13.127848] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:45:13.127925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:13.132654] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:13.202519] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:45:13.266498] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: -6.04% | Symbol ETA: 5m 8s | Global ETA: N/A
[2025-12-02T20:45:13.266642] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:45:13.267391] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:45:13.267446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:13.272246] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:13.465147] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:45:13.624221] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:45:13.631841] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:45:13.684608] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 1.06% | Symbol ETA: 4m 58s | Global ETA: N/A
[2025-12-02T20:45:13.684731] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:45:13.685484] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:45:13.685542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:13.690301] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:13.799968] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:45:13.865395] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: -2.25% | Symbol ETA: 5m 8s | Global ETA: N/A
[2025-12-02T20:45:13.865518] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:45:13.866291] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:45:13.866347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:13.871174] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:14.027352] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:45:14.193852] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:45:14.214035] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:45:14.245781] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: -0.83% | Symbol ETA: 4m 57s | Global ETA: N/A
[2025-12-02T20:45:14.246096] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:45:14.247074] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:45:14.247131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:14.252389] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:14.391801] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:45:14.457764] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: -0.29% | Symbol ETA: 5m 8s | Global ETA: N/A
[2025-12-02T20:45:14.457885] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:45:14.458702] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:45:14.458761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:14.463686] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:14.600209] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:45:14.770081] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:45:14.812487] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:45:14.822885] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 4m 57s | Global ETA: N/A
[2025-12-02T20:45:14.987408] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:45:14.991321] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.00%, Actual: 0.88%
[2025-12-02T20:45:15.052554] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -4.74% | Symbol ETA: 5m 8s | Global ETA: N/A
[2025-12-02T20:45:15.156490] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: 0.22%, Actual: 3.03%
[2025-12-02T20:45:15.225027] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: -5.17%, Actual: 4.22%
[2025-12-02T20:45:15.326311] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.43%, Actual: 2.47%
[2025-12-02T20:45:15.396316] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: -4.06%, Actual: 6.87%
[2025-12-02T20:45:15.496978] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -0.30%, Actual: 0.75%
[2025-12-02T20:45:15.570622] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -3.77%, Actual: 0.49%
[2025-12-02T20:45:15.674741] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 1.00%, Actual: 0.19%
[2025-12-02T20:45:15.747808] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 10.27%, Actual: 0.37%
[2025-12-02T20:45:15.849150] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.95%
[2025-12-02T20:45:15.916648] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 14.48%, Actual: 0.83%
[2025-12-02T20:45:16.015879] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -0.07%, Actual: 0.95%
[2025-12-02T20:45:16.082291] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: 4.21%, Actual: 17.98%
[2025-12-02T20:45:16.179305] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 1.06%, Actual: 0.95%
[2025-12-02T20:45:16.251735] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: -6.04%, Actual: 7.38%
[2025-12-02T20:45:16.342730] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: -0.83%, Actual: 1.69%
[2025-12-02T20:45:16.418447] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: -2.25%, Actual: 2.21%
[2025-12-02T20:45:16.520029] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.43%
[2025-12-02T20:45:16.520224] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 24.9764%
[2025-12-02T20:45:16.520296] [INFO ] [main      ] MMLP: DISCARDED add_afternoon_v_morning_volatility_mix (score: 24.98%)
[2025-12-02T20:45:16.520336] [INFO ] [main      ] MMLP: Testing feature 2/53: add_atr
[2025-12-02T20:45:16.520365] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr']
[2025-12-02T20:45:16.520398] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:45:16.532767] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:45:16.533184] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:45:16.534140] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:45:16.534197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:16.536076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:45:16.536848] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:16.584198] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: -0.29%, Actual: 2.91%
[2025-12-02T20:45:16.750058] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -4.74%, Actual: 1.60%
[2025-12-02T20:45:16.750273] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 36.8245%
[2025-12-02T20:45:16.750329] [INFO ] [main      ] IOVA: KEPT add_afternoon_v_morning_volatility_mix (score: 36.82%)
[2025-12-02T20:45:16.750366] [INFO ] [main      ] IOVA: Testing feature 2/53: add_atr
[2025-12-02T20:45:16.750397] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr']
[2025-12-02T20:45:16.750429] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:45:16.764017] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:45:16.764409] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:45:16.765255] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:45:16.765317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:16.769958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:16.771781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:45:16.772424] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:16.865698] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:45:17.055909] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:45:17.107895] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 6m 23s | Global ETA: N/A
[2025-12-02T20:45:17.108042] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:45:17.108101] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:45:17.108840] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:45:17.108896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:17.110523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:45:17.111069] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:17.270424] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:45:17.336529] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: -3.43% | Symbol ETA: 6m 34s | Global ETA: N/A
[2025-12-02T20:45:17.336665] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:45:17.337401] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:45:17.337458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:17.342101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:17.343822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:45:17.344336] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:17.535446] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:45:17.702687] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:45:17.754496] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 6m 23s | Global ETA: N/A
[2025-12-02T20:45:17.754634] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:45:17.755374] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:45:17.755429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:17.757068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:45:17.757564] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:17.767423] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:45:17.935176] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:45:17.999112] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: 0.33% | Symbol ETA: 6m 34s | Global ETA: N/A
[2025-12-02T20:45:17.999230] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:45:18.000072] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:45:18.000131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:18.004876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:18.006639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:45:18.007123] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:18.109874] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:45:18.277082] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:45:18.331678] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.65% | Symbol ETA: 6m 23s | Global ETA: N/A
[2025-12-02T20:45:18.331806] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:45:18.332543] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:45:18.332623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:18.334192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:45:18.334695] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:18.344587] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:45:18.510499] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:45:18.574802] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -12.51% | Symbol ETA: 6m 33s | Global ETA: N/A
[2025-12-02T20:45:18.574917] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:45:18.575652] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:45:18.575709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:18.580402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:18.582113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:45:18.582567] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:18.669246] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:45:18.844763] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:45:18.896736] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 6m 22s | Global ETA: N/A
[2025-12-02T20:45:18.896900] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:45:18.898189] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:45:18.898247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:18.899980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:45:18.900508] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:18.913691] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:45:19.081116] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:45:19.145999] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 19.93% | Symbol ETA: 6m 32s | Global ETA: N/A
[2025-12-02T20:45:19.146115] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:45:19.146863] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:45:19.146920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:19.151459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:19.153139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:45:19.153625] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:19.244612] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:45:19.413648] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:45:19.463586] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 6m 21s | Global ETA: N/A
[2025-12-02T20:45:19.463702] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:45:19.464434] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:45:19.464488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:19.466098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:45:19.466550] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:19.508279] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:45:19.678461] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:45:19.744685] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 12.33% | Symbol ETA: 6m 32s | Global ETA: N/A
[2025-12-02T20:45:19.744800] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:45:19.745519] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:45:19.745595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:19.750195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:19.751897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:45:19.752359] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:19.804454] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:45:19.972708] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:45:20.025351] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: -0.43% | Symbol ETA: 6m 21s | Global ETA: N/A
[2025-12-02T20:45:20.025470] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:45:20.026224] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:45:20.026278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:20.027872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:45:20.028380] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:20.082246] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:45:20.245173] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:45:20.309524] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -16.77% | Symbol ETA: 6m 31s | Global ETA: N/A
[2025-12-02T20:45:20.309666] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:45:20.310395] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:45:20.310451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:20.315047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:20.316753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:45:20.317198] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:20.367634] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:45:20.536590] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:45:20.587771] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 6m 20s | Global ETA: N/A
[2025-12-02T20:45:20.587887] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:45:20.588712] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:45:20.588767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:20.590459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:45:20.590959] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:20.648083] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:45:20.813285] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:45:20.876430] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: 5.98% | Symbol ETA: 6m 31s | Global ETA: N/A
[2025-12-02T20:45:20.876598] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:45:20.877316] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:45:20.877377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:20.881983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:20.883666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:45:20.884115] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:20.929614] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:45:21.113522] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:45:21.165350] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.62% | Symbol ETA: 6m 19s | Global ETA: N/A
[2025-12-02T20:45:21.165499] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:45:21.166304] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:45:21.166361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:21.168051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:45:21.168551] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:21.218250] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:45:21.383046] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:45:21.447007] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: 1.12% | Symbol ETA: 6m 30s | Global ETA: N/A
[2025-12-02T20:45:21.447123] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:45:21.447873] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:45:21.447955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:21.452644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:21.454312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:45:21.454778] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:21.513138] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:45:21.682258] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:45:21.733076] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: -0.14% | Symbol ETA: 6m 19s | Global ETA: N/A
[2025-12-02T20:45:21.733196] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:45:21.733953] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:45:21.734008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:21.735640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:45:21.736115] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:21.786806] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:45:21.952617] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:45:22.015417] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 9.39% | Symbol ETA: 6m 29s | Global ETA: N/A
[2025-12-02T20:45:22.015535] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:45:22.016277] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:45:22.016350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:22.020971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:22.022677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:45:22.023127] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:22.076117] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:45:22.245335] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:45:22.295502] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 6m 18s | Global ETA: N/A
[2025-12-02T20:45:22.356096] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:45:22.466349] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.00%, Actual: 0.88%
[2025-12-02T20:45:22.521671] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:45:22.586132] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -11.06% | Symbol ETA: 6m 29s | Global ETA: N/A
[2025-12-02T20:45:22.636753] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: 0.00%, Actual: 3.03%
[2025-12-02T20:45:22.752857] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: -3.43%, Actual: 4.22%
[2025-12-02T20:45:22.806414] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.65%, Actual: 2.47%
[2025-12-02T20:45:22.917741] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: 0.33%, Actual: 6.87%
[2025-12-02T20:45:22.973373] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: 0.00%, Actual: 0.75%
[2025-12-02T20:45:23.089769] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -12.51%, Actual: 0.49%
[2025-12-02T20:45:23.141930] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.00%, Actual: 0.19%
[2025-12-02T20:45:23.255899] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 19.93%, Actual: 0.37%
[2025-12-02T20:45:23.310594] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: -0.43%, Actual: 0.95%
[2025-12-02T20:45:23.423041] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 12.33%, Actual: 0.83%
[2025-12-02T20:45:23.484307] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.95%
[2025-12-02T20:45:23.591802] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -16.77%, Actual: 17.98%
[2025-12-02T20:45:23.661284] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.62%, Actual: 0.95%
[2025-12-02T20:45:23.760469] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: 5.98%, Actual: 7.38%
[2025-12-02T20:45:23.841463] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: -0.14%, Actual: 1.69%
[2025-12-02T20:45:23.925214] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: 1.12%, Actual: 2.21%
[2025-12-02T20:45:24.009414] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.43%
[2025-12-02T20:45:24.009631] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 20.1294%
[2025-12-02T20:45:24.009724] [INFO ] [main      ] MMLP: DISCARDED add_atr (score: 20.13%)
[2025-12-02T20:45:24.009773] [INFO ] [main      ] MMLP: Testing feature 3/53: add_atr_10
[2025-12-02T20:45:24.009805] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr_10']
[2025-12-02T20:45:24.009838] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:45:24.059650] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:45:24.060050] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:45:24.060955] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:45:24.061014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:24.062753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:24.063280] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:24.089717] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 9.39%, Actual: 2.91%
[2025-12-02T20:45:24.255738] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -11.06%, Actual: 1.60%
[2025-12-02T20:45:24.255936] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 33.1926%
[2025-12-02T20:45:24.255990] [INFO ] [main      ] IOVA: DISCARDED add_atr (score: 33.19%)
[2025-12-02T20:45:24.256027] [INFO ] [main      ] IOVA: Testing feature 3/53: add_atr_10
[2025-12-02T20:45:24.256058] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10']
[2025-12-02T20:45:24.256091] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:45:24.268847] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:45:24.269231] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:45:24.270083] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:45:24.270140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:24.274746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:24.276460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:24.276956] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:24.402595] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:45:24.568030] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:45:24.607242] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:45:24.619432] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 3m 12s | Global ETA: N/A
[2025-12-02T20:45:24.619564] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:45:24.620333] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:45:24.620389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:24.622034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:24.622500] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:24.771759] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:45:24.837219] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: -4.24% | Symbol ETA: 3m 13s | Global ETA: N/A
[2025-12-02T20:45:24.837345] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:45:24.838165] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:45:24.838223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:24.842950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:24.844719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:24.845181] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:24.952396] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:45:25.123071] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:45:25.173679] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 3m 12s | Global ETA: N/A
[2025-12-02T20:45:25.173804] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:45:25.174559] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:45:25.174637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:25.176275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:25.176760] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:25.178086] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:45:25.342649] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:45:25.418936] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: 0.70% | Symbol ETA: 3m 12s | Global ETA: N/A
[2025-12-02T20:45:25.419057] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:45:25.419881] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:45:25.419940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:25.424769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:25.426562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:25.427049] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:25.510716] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:45:25.680269] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:45:25.731229] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.75% | Symbol ETA: 3m 11s | Global ETA: N/A
[2025-12-02T20:45:25.731350] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:45:25.732099] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:45:25.732155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:25.733753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:25.734208] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:25.761036] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:45:25.926911] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:45:25.990829] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -12.57% | Symbol ETA: 3m 12s | Global ETA: N/A
[2025-12-02T20:45:25.990946] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:45:25.991696] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:45:25.991752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:25.996317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:25.998051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:25.998496] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:26.064205] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:45:26.228358] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:45:26.279241] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: 0.17% | Symbol ETA: 3m 11s | Global ETA: N/A
[2025-12-02T20:45:26.279362] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:45:26.280111] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:45:26.280167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:26.281777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:26.282232] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:26.330656] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:45:26.499694] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:45:26.565181] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 29.88% | Symbol ETA: 3m 11s | Global ETA: N/A
[2025-12-02T20:45:26.565299] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:45:26.566050] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:45:26.566110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:26.570855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:26.572544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:26.573026] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:26.615009] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:45:26.779063] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:45:26.829170] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: -0.12% | Symbol ETA: 3m 10s | Global ETA: N/A
[2025-12-02T20:45:26.829291] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:45:26.830047] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:45:26.830104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:26.831689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:26.832186] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:26.904490] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:45:27.069284] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:45:27.133355] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: -2.82% | Symbol ETA: 3m 11s | Global ETA: N/A
[2025-12-02T20:45:27.133477] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:45:27.134220] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:45:27.134277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:27.138893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:27.140546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:27.141006] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:27.167333] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:45:27.332475] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:45:27.381992] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 3m 9s | Global ETA: N/A
[2025-12-02T20:45:27.382110] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:45:27.382861] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:45:27.382917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:27.384476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:27.384958] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:27.472275] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:45:27.640702] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:45:27.706789] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -15.24% | Symbol ETA: 3m 10s | Global ETA: N/A
[2025-12-02T20:45:27.706905] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:45:27.707656] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:45:27.707712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:27.712321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:27.714026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:27.714468] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:27.718454] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:45:27.885289] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:45:27.935089] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 3m 9s | Global ETA: N/A
[2025-12-02T20:45:27.935203] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:45:27.935939] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:45:27.935995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:27.937561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:27.938075] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:28.049487] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:45:28.213988] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:45:28.265886] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:45:28.280041] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: 8.50% | Symbol ETA: 3m 9s | Global ETA: N/A
[2025-12-02T20:45:28.280168] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:45:28.280953] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:45:28.281011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:28.285888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:28.287695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:28.288197] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:28.428111] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:45:28.477411] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.61% | Symbol ETA: 3m 8s | Global ETA: N/A
[2025-12-02T20:45:28.477531] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:45:28.478303] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:45:28.478359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:28.479983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:28.480435] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:28.630313] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:45:28.799008] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:45:28.812756] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:45:28.863206] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: -2.41% | Symbol ETA: 3m 9s | Global ETA: N/A
[2025-12-02T20:45:28.863327] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:45:28.864084] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:45:28.864141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:28.868972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:28.870728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:28.871178] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:28.976909] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:45:29.026781] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: -0.17% | Symbol ETA: 3m 8s | Global ETA: N/A
[2025-12-02T20:45:29.026899] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:45:29.027647] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:45:29.027703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:29.029321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:29.029794] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:29.209715] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:45:29.375263] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:45:29.376971] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:45:29.441471] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 8.06% | Symbol ETA: 3m 8s | Global ETA: N/A
[2025-12-02T20:45:29.441622] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:45:29.442393] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:45:29.442470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:29.447184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:29.448971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:29.449433] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:29.548542] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:45:29.600815] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 3m 7s | Global ETA: N/A
[2025-12-02T20:45:29.811045] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:45:29.843955] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.00%, Actual: 0.88%
[2025-12-02T20:45:29.999112] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:45:30.065473] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: 0.00%, Actual: 3.03%
[2025-12-02T20:45:30.076623] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -3.03% | Symbol ETA: 3m 8s | Global ETA: N/A
[2025-12-02T20:45:30.271925] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: -4.24%, Actual: 4.22%
[2025-12-02T20:45:30.273525] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.75%, Actual: 2.47%
[2025-12-02T20:45:30.466469] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: 0.17%, Actual: 0.75%
[2025-12-02T20:45:30.510065] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: 0.70%, Actual: 6.87%
[2025-12-02T20:45:30.664386] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: -0.12%, Actual: 0.19%
[2025-12-02T20:45:30.689881] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -12.57%, Actual: 0.49%
[2025-12-02T20:45:30.907181] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 29.88%, Actual: 0.37%
[2025-12-02T20:45:30.923739] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.95%
[2025-12-02T20:45:31.079256] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: -2.82%, Actual: 0.83%
[2025-12-02T20:45:31.096297] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.95%
[2025-12-02T20:45:31.267970] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.61%, Actual: 0.95%
[2025-12-02T20:45:31.321718] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -15.24%, Actual: 17.98%
[2025-12-02T20:45:31.438085] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: -0.17%, Actual: 1.69%
[2025-12-02T20:45:31.490921] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: 8.50%, Actual: 7.38%
[2025-12-02T20:45:31.603499] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.43%
[2025-12-02T20:45:31.603710] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 22.6359%
[2025-12-02T20:45:31.603790] [INFO ] [main      ] MMLP: DISCARDED add_atr_10 (score: 22.64%)
[2025-12-02T20:45:31.603830] [INFO ] [main      ] MMLP: Testing feature 4/53: add_atr_5
[2025-12-02T20:45:31.603862] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr_5']
[2025-12-02T20:45:31.603896] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:45:31.615834] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:45:31.616205] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:45:31.617023] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:45:31.617082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:31.618762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:45:31.619250] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:31.655677] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: -2.41%, Actual: 2.21%
[2025-12-02T20:45:31.827626] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 8.06%, Actual: 2.91%
[2025-12-02T20:45:31.967597] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:45:31.991177] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -3.03%, Actual: 1.60%
[2025-12-02T20:45:31.991329] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 42.8539%
[2025-12-02T20:45:31.991432] [INFO ] [main      ] IOVA: KEPT add_atr_10 (score: 42.85%)
[2025-12-02T20:45:31.991473] [INFO ] [main      ] IOVA: Testing feature 4/53: add_atr_5
[2025-12-02T20:45:31.991504] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_atr_5']
[2025-12-02T20:45:31.991536] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:45:32.004440] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:45:32.004833] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:45:32.005672] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:45:32.005730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:32.010366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:32.012086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:32.012543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:45:32.013000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:32.141303] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:45:32.194623] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 2m 9s | Global ETA: N/A
[2025-12-02T20:45:32.194745] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:45:32.195535] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:45:32.195638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:32.197324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:45:32.197836] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:32.341216] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:45:32.505405] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:45:32.549191] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:45:32.570818] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: -3.63% | Symbol ETA: 2m 11s | Global ETA: N/A
[2025-12-02T20:45:32.570938] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:45:32.571706] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:45:32.571769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:32.576410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:32.578223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:32.578744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:45:32.579175] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:32.726241] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:45:32.781967] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 2m 9s | Global ETA: N/A
[2025-12-02T20:45:32.782100] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:45:32.782969] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:45:32.783028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:32.784830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:45:32.785385] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:32.909193] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:45:33.072746] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:45:33.135041] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:45:33.136840] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: -6.40% | Symbol ETA: 2m 11s | Global ETA: N/A
[2025-12-02T20:45:33.136957] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:45:33.137692] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:45:33.137748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:33.142282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:33.143987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:33.144430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:45:33.144879] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:33.305492] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:45:33.355760] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.65% | Symbol ETA: 2m 8s | Global ETA: N/A
[2025-12-02T20:45:33.355881] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:45:33.356639] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:45:33.356696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:33.358298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:45:33.358774] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:33.479801] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:45:33.644884] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:45:33.703049] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:45:33.710897] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -12.44% | Symbol ETA: 2m 10s | Global ETA: N/A
[2025-12-02T20:45:33.711015] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:45:33.711778] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:45:33.711835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:33.716384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:33.718108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:33.718560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:45:33.718995] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:33.875209] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:45:33.926031] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 2m 8s | Global ETA: N/A
[2025-12-02T20:45:33.926117] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:45:33.926879] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:45:33.926934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:33.928630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:45:33.929100] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:34.055684] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:45:34.221184] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:45:34.264884] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:45:34.286653] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 20.48% | Symbol ETA: 2m 10s | Global ETA: N/A
[2025-12-02T20:45:34.286769] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:45:34.287484] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:45:34.287559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:34.292152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:34.293839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:34.294286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:45:34.294731] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:34.433720] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:45:34.485642] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 2m 7s | Global ETA: N/A
[2025-12-02T20:45:34.485770] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:45:34.486541] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:45:34.486624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:34.488284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:45:34.488799] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:34.631711] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:45:34.795855] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:45:34.837272] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:45:34.861137] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 2.21% | Symbol ETA: 2m 9s | Global ETA: N/A
[2025-12-02T20:45:34.861254] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:45:34.862035] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:45:34.862093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:34.866696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:34.868391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:34.868885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:45:34.869294] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:35.005158] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:45:35.056083] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: -0.43% | Symbol ETA: 2m 6s | Global ETA: N/A
[2025-12-02T20:45:35.056206] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:45:35.056960] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:45:35.057016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:35.058723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:45:35.059214] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:35.195980] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:45:35.359688] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:45:35.394714] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:45:35.424590] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -15.55% | Symbol ETA: 2m 9s | Global ETA: N/A
[2025-12-02T20:45:35.424715] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:45:35.425458] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:45:35.425515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:35.430239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:35.431992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:35.432442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:45:35.432876] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:35.564773] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:45:35.615611] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: 0.00% | Symbol ETA: 2m 6s | Global ETA: N/A
[2025-12-02T20:45:35.615733] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:45:35.616459] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:45:35.616514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:35.618155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:45:35.618629] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:35.765650] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:45:35.934714] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:45:35.953469] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:45:35.998235] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: -0.38% | Symbol ETA: 2m 8s | Global ETA: N/A
[2025-12-02T20:45:35.998354] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:45:35.999108] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:45:35.999166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:36.003770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:36.005507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:36.006002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:45:36.006449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:36.115101] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:45:36.164525] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.62% | Symbol ETA: 2m 5s | Global ETA: N/A
[2025-12-02T20:45:36.164670] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:45:36.165411] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:45:36.165467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:36.167050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:45:36.167507] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:36.339852] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:45:36.495313] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:45:36.505924] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:45:36.571372] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: 0.18% | Symbol ETA: 2m 7s | Global ETA: N/A
[2025-12-02T20:45:36.571490] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:45:36.572230] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:45:36.572287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:36.576861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:36.578538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:36.578996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:45:36.579405] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:36.659694] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:45:36.709308] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: -0.14% | Symbol ETA: 2m 5s | Global ETA: N/A
[2025-12-02T20:45:36.709427] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:45:36.710174] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:45:36.710230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:36.711797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:45:36.712280] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:36.912914] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:45:37.040815] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:45:37.079610] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:45:37.144507] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 5.56% | Symbol ETA: 2m 7s | Global ETA: N/A
[2025-12-02T20:45:37.144657] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:45:37.145398] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:45:37.145455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:37.150120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:37.151897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:37.152349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:45:37.152784] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:37.205022] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:45:37.254945] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 2m 4s | Global ETA: N/A
[2025-12-02T20:45:37.419358] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.00%, Actual: 0.88%
[2025-12-02T20:45:37.488527] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:45:37.584008] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: 0.00%, Actual: 3.03%
[2025-12-02T20:45:37.655317] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:45:37.720004] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -5.28% | Symbol ETA: 2m 6s | Global ETA: N/A
[2025-12-02T20:45:37.748005] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.65%, Actual: 2.47%
[2025-12-02T20:45:37.886637] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: -3.63%, Actual: 4.22%
[2025-12-02T20:45:37.913114] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: 0.00%, Actual: 0.75%
[2025-12-02T20:45:38.053211] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: -6.40%, Actual: 6.87%
[2025-12-02T20:45:38.078604] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.00%, Actual: 0.19%
[2025-12-02T20:45:38.219938] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -12.44%, Actual: 0.49%
[2025-12-02T20:45:38.244353] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: -0.43%, Actual: 0.95%
[2025-12-02T20:45:38.391247] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 20.48%, Actual: 0.37%
[2025-12-02T20:45:38.412809] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: 0.00%, Actual: 0.95%
[2025-12-02T20:45:38.565061] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 2.21%, Actual: 0.83%
[2025-12-02T20:45:38.581791] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.62%, Actual: 0.95%
[2025-12-02T20:45:38.732727] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -15.55%, Actual: 17.98%
[2025-12-02T20:45:38.747899] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: -0.14%, Actual: 1.69%
[2025-12-02T20:45:38.900914] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: -0.38%, Actual: 7.38%
[2025-12-02T20:45:38.913106] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.43%
[2025-12-02T20:45:38.913273] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 20.1294%
[2025-12-02T20:45:38.913346] [INFO ] [main      ] MMLP: DISCARDED add_atr_5 (score: 20.13%)
[2025-12-02T20:45:38.913385] [INFO ] [main      ] MMLP: Testing feature 5/53: add_close_to_open_alignment
[2025-12-02T20:45:38.913414] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment']
[2025-12-02T20:45:38.913446] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:45:38.928819] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:45:38.929300] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:45:38.930200] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:45:38.930284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:45:38.931074] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:39.068287] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: 0.18%, Actual: 2.21%
[2025-12-02T20:45:39.235362] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 5.56%, Actual: 2.91%
[2025-12-02T20:45:39.265416] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:45:39.400426] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -5.28%, Actual: 1.60%
[2025-12-02T20:45:39.400620] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 35.8901%
[2025-12-02T20:45:39.400670] [INFO ] [main      ] IOVA: DISCARDED add_atr_5 (score: 35.89%)
[2025-12-02T20:45:39.400707] [INFO ] [main      ] IOVA: Testing feature 5/53: add_close_to_open_alignment
[2025-12-02T20:45:39.400736] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_close_to_open_alignment']
[2025-12-02T20:45:39.400771] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:45:39.413931] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:45:39.414323] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:45:39.415167] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:45:39.415225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:39.419925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:39.421740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:39.422205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:45:39.422987] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:39.431460] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:45:39.481275] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 1m 33s | Global ETA: N/A
[2025-12-02T20:45:39.481403] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:45:39.482176] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:45:39.482232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:45:39.482916] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:39.755130] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:45:39.819268] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:45:39.923088] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:45:39.984169] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:45:39.990239] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: -4.78% | Symbol ETA: 1m 34s | Global ETA: N/A
[2025-12-02T20:45:39.990366] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:45:39.991151] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:45:39.991212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:39.995936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:39.997723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:39.998203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:45:39.998948] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:40.033495] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 1m 32s | Global ETA: N/A
[2025-12-02T20:45:40.033633] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:45:40.034551] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:45:40.034623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:45:40.035268] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:40.335854] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:45:40.368409] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:45:40.499746] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:45:40.537026] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:45:40.568994] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: -0.03% | Symbol ETA: 1m 34s | Global ETA: N/A
[2025-12-02T20:45:40.569113] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:45:40.569916] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:45:40.569976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:40.574782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:40.576520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:40.577014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:45:40.577767] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:40.587158] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.62% | Symbol ETA: 1m 32s | Global ETA: N/A
[2025-12-02T20:45:40.587275] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:45:40.588067] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:45:40.588124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:45:40.588799] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:40.917524] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:45:40.928089] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:45:41.085965] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:45:41.093594] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:45:41.142921] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 1m 31s | Global ETA: N/A
[2025-12-02T20:45:41.143038] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:45:41.143785] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:45:41.143845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:45:41.144493] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:41.152238] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -14.98% | Symbol ETA: 1m 33s | Global ETA: N/A
[2025-12-02T20:45:41.152352] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:45:41.153136] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:45:41.153196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:41.157936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:41.159750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:41.160209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:45:41.160951] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:41.479338] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:45:41.488533] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:45:41.645275] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:45:41.653673] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:45:41.694678] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 1m 30s | Global ETA: N/A
[2025-12-02T20:45:41.694797] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:45:41.695525] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:45:41.695600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:45:41.696253] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:41.722534] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 15.81% | Symbol ETA: 1m 32s | Global ETA: N/A
[2025-12-02T20:45:41.722693] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:45:41.723688] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:45:41.723757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:41.730047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:41.732143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:41.732770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:45:41.733667] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:42.038220] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:45:42.071901] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:45:42.203024] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:45:42.236499] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:45:42.251560] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 1m 30s | Global ETA: N/A
[2025-12-02T20:45:42.251701] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:45:42.252428] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:45:42.252484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:45:42.253152] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:42.300685] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 15.55% | Symbol ETA: 1m 32s | Global ETA: N/A
[2025-12-02T20:45:42.300798] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:45:42.301533] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:45:42.301612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:42.306215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:42.307955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:42.308401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:45:42.309128] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:42.589009] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:45:42.639914] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:45:42.754980] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:45:42.805276] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:45:42.810468] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: 0.32% | Symbol ETA: 1m 29s | Global ETA: N/A
[2025-12-02T20:45:42.810619] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:45:42.811510] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:45:42.811614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:45:42.812426] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:42.870235] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -9.84% | Symbol ETA: 1m 31s | Global ETA: N/A
[2025-12-02T20:45:42.870349] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:45:42.871134] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:45:42.871191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:42.875812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:42.877569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:42.878052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:45:42.878778] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:43.153250] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:45:43.211043] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:45:43.318276] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:45:43.366353] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.76% | Symbol ETA: 1m 29s | Global ETA: N/A
[2025-12-02T20:45:43.366473] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:45:43.367216] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:45:43.367272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:45:43.367966] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:43.374140] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:45:43.438898] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: 6.20% | Symbol ETA: 1m 31s | Global ETA: N/A
[2025-12-02T20:45:43.439008] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:45:43.439777] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:45:43.439835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:43.444430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:43.446128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:43.446592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:45:43.447303] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:43.701515] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:45:43.796995] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:45:43.869429] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:45:43.917808] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: -0.14% | Symbol ETA: 1m 28s | Global ETA: N/A
[2025-12-02T20:45:43.917943] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:45:43.918720] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:45:43.918775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:45:43.919452] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:43.969150] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:45:44.035690] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: -1.93% | Symbol ETA: 1m 30s | Global ETA: N/A
[2025-12-02T20:45:44.035807] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:45:44.036556] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:45:44.036635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:44.041613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:44.043358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:44.043833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:45:44.044563] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:44.253538] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:45:44.404170] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:45:44.421074] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:45:44.469551] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 1m 28s | Global ETA: N/A
[2025-12-02T20:45:44.582982] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:45:44.643374] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.00%, Actual: 0.88%
[2025-12-02T20:45:44.648183] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 7.59% | Symbol ETA: 1m 29s | Global ETA: N/A
[2025-12-02T20:45:44.648303] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:45:44.649094] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:45:44.649152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:44.654045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:44.655807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:44.656270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:45:44.657028] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:44.810560] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: 0.00%, Actual: 3.03%
[2025-12-02T20:45:44.975310] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.62%, Actual: 2.47%
[2025-12-02T20:45:45.013265] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:45:45.142899] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: 0.00%, Actual: 0.75%
[2025-12-02T20:45:45.191134] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:45:45.256829] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -5.86% | Symbol ETA: 1m 29s | Global ETA: N/A
[2025-12-02T20:45:45.309816] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.00%, Actual: 0.19%
[2025-12-02T20:45:45.433458] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: -4.78%, Actual: 4.22%
[2025-12-02T20:45:45.475616] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.95%
[2025-12-02T20:45:45.608512] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: -0.03%, Actual: 6.87%
[2025-12-02T20:45:45.640498] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: 0.32%, Actual: 0.95%
[2025-12-02T20:45:45.776430] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -14.98%, Actual: 0.49%
[2025-12-02T20:45:45.807189] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.76%, Actual: 0.95%
[2025-12-02T20:45:45.950190] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 15.81%, Actual: 0.37%
[2025-12-02T20:45:45.977844] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: -0.14%, Actual: 1.69%
[2025-12-02T20:45:46.117894] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 15.55%, Actual: 0.83%
[2025-12-02T20:45:46.146381] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.43%
[2025-12-02T20:45:46.146594] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 19.9714%
[2025-12-02T20:45:46.146678] [INFO ] [main      ] MMLP: DISCARDED add_close_to_open_alignment (score: 19.97%)
[2025-12-02T20:45:46.146719] [INFO ] [main      ] MMLP: Testing feature 6/53: add_composite_volatility_context
[2025-12-02T20:45:46.146751] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context']
[2025-12-02T20:45:46.146803] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:45:46.158700] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:45:46.159077] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:45:46.159937] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:45:46.159993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:45:46.160946] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:46.282631] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -9.84%, Actual: 17.98%
[2025-12-02T20:45:46.458589] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: 6.20%, Actual: 7.38%
[2025-12-02T20:45:46.496374] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:45:46.634363] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: -1.93%, Actual: 2.21%
[2025-12-02T20:45:46.663770] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:45:46.714941] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.33% | Symbol ETA: 1m 13s | Global ETA: N/A
[2025-12-02T20:45:46.715049] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:45:46.715797] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:45:46.715852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:45:46.716676] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:46.800612] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 7.59%, Actual: 2.91%
[2025-12-02T20:45:46.965983] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -5.86%, Actual: 1.60%
[2025-12-02T20:45:46.966185] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 34.5980%
[2025-12-02T20:45:46.966271] [INFO ] [main      ] IOVA: DISCARDED add_close_to_open_alignment (score: 34.60%)
[2025-12-02T20:45:46.966314] [INFO ] [main      ] IOVA: Testing feature 6/53: add_composite_volatility_context
[2025-12-02T20:45:46.966348] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_composite_volatility_context']
[2025-12-02T20:45:46.966381] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:45:46.979797] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:45:46.980167] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:45:46.981012] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:45:46.981072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:46.985923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:46.987695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:46.988185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:45:46.989200] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:47.045450] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:45:47.211632] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:45:47.262537] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: 0.07% | Symbol ETA: 1m 12s | Global ETA: N/A
[2025-12-02T20:45:47.262675] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:45:47.263406] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:45:47.263461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:45:47.264275] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:47.345723] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:45:47.522830] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:45:47.590139] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: 0.70% | Symbol ETA: 1m 17s | Global ETA: N/A
[2025-12-02T20:45:47.590258] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:45:47.591064] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:45:47.591122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:47.595941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:47.597369] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:45:47.597728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:47.598222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:45:47.599101] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:47.763186] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:45:47.813668] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.87% | Symbol ETA: 1m 12s | Global ETA: N/A
[2025-12-02T20:45:47.813786] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:45:47.814507] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:45:47.814562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:45:47.815395] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:47.957029] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:45:48.129994] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:45:48.144051] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:45:48.196286] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: 3.38% | Symbol ETA: 1m 16s | Global ETA: N/A
[2025-12-02T20:45:48.196403] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:45:48.197155] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:45:48.197213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:48.201816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:48.203505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:48.203969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:45:48.204828] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:48.308653] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:45:48.358413] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: -0.65% | Symbol ETA: 1m 11s | Global ETA: N/A
[2025-12-02T20:45:48.358529] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:45:48.359270] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:45:48.359326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:45:48.360143] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:48.552401] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:45:48.693773] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:45:48.726982] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:45:48.794144] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -10.11% | Symbol ETA: 1m 15s | Global ETA: N/A
[2025-12-02T20:45:48.794264] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:45:48.795068] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:45:48.795127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:48.799892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:48.801662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:48.802125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:45:48.802994] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:48.857401] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:45:48.907867] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.37% | Symbol ETA: 1m 11s | Global ETA: N/A
[2025-12-02T20:45:48.908005] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:45:48.908760] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:45:48.908815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:45:48.909631] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:49.133693] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:45:49.244306] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:45:49.296906] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:45:49.363276] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 22.31% | Symbol ETA: 1m 15s | Global ETA: N/A
[2025-12-02T20:45:49.363393] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:45:49.364144] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:45:49.364202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:49.368804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:49.370473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:49.370944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:45:49.371798] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:49.413123] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:45:49.462885] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 1m 10s | Global ETA: N/A
[2025-12-02T20:45:49.463002] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:45:49.463774] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:45:49.463830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:45:49.464671] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:49.701074] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:45:49.803346] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:45:49.866074] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:45:49.931740] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 6.07% | Symbol ETA: 1m 14s | Global ETA: N/A
[2025-12-02T20:45:49.931856] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:45:49.932626] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:45:49.932683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:49.937346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:49.939066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:49.939516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:45:49.940371] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:49.972046] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:45:50.021702] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -0.78% | Symbol ETA: 1m 10s | Global ETA: N/A
[2025-12-02T20:45:50.021837] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:45:50.022593] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:45:50.022649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:45:50.023447] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:50.267625] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:45:50.359492] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:45:50.433844] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:45:50.499891] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -3.20% | Symbol ETA: 1m 13s | Global ETA: N/A
[2025-12-02T20:45:50.500008] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:45:50.500770] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:45:50.500827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:50.505511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:50.507218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:50.507685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:45:50.508606] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:50.526203] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:45:50.575813] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.60% | Symbol ETA: 1m 9s | Global ETA: N/A
[2025-12-02T20:45:50.575931] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:45:50.576680] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:45:50.576735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:45:50.577587] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:50.842701] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:45:50.911790] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:45:51.007629] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:45:51.074158] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: -0.93% | Symbol ETA: 1m 13s | Global ETA: N/A
[2025-12-02T20:45:51.074286] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:45:51.075081] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:45:51.075137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:51.079660] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:45:51.079799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:51.081505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:51.081978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:45:51.082843] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:51.129457] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: 0.74% | Symbol ETA: 1m 9s | Global ETA: N/A
[2025-12-02T20:45:51.129601] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:45:51.130357] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:45:51.130414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:45:51.131254] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:51.421412] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:45:51.466551] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:45:51.599194] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:45:51.636845] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:45:51.664854] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: -1.79% | Symbol ETA: 1m 12s | Global ETA: N/A
[2025-12-02T20:45:51.664972] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:45:51.665721] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:45:51.665779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:51.670440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:51.672154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:51.672616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:45:51.673486] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:51.687924] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -1.04% | Symbol ETA: 1m 8s | Global ETA: N/A
[2025-12-02T20:45:51.858724] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.33%, Actual: 0.88%
[2025-12-02T20:45:52.017372] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:45:52.026866] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: 0.07%, Actual: 3.03%
[2025-12-02T20:45:52.183865] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:45:52.189667] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.87%, Actual: 2.47%
[2025-12-02T20:45:52.248351] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 13.23% | Symbol ETA: 1m 12s | Global ETA: N/A
[2025-12-02T20:45:52.248468] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:45:52.249210] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:45:52.249268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:52.253901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:52.255586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:52.256038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:45:52.256897] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:52.356781] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -0.65%, Actual: 0.75%
[2025-12-02T20:45:52.521716] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.37%, Actual: 0.19%
[2025-12-02T20:45:52.595443] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:45:52.686142] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.95%
[2025-12-02T20:45:52.764646] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:45:52.830087] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: 0.04% | Symbol ETA: 1m 11s | Global ETA: N/A
[2025-12-02T20:45:52.850551] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -0.78%, Actual: 0.95%
[2025-12-02T20:45:53.003551] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: 0.70%, Actual: 4.22%
[2025-12-02T20:45:53.017647] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.60%, Actual: 0.95%
[2025-12-02T20:45:53.170261] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: 3.38%, Actual: 6.87%
[2025-12-02T20:45:53.180950] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: 0.74%, Actual: 1.69%
[2025-12-02T20:45:53.335734] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -10.11%, Actual: 0.49%
[2025-12-02T20:45:53.343566] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -1.04%, Actual: 1.43%
[2025-12-02T20:45:53.343734] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 43.5507%
[2025-12-02T20:45:53.343811] [INFO ] [main      ] MMLP: KEPT add_composite_volatility_context (score: 43.55%)
[2025-12-02T20:45:53.343868] [INFO ] [main      ] MMLP: Testing feature 7/53: add_day_shape_ratios
[2025-12-02T20:45:53.343898] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_day_shape_ratios']
[2025-12-02T20:45:53.343929] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:45:53.355785] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:45:53.356145] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:45:53.356995] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:45:53.357057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:45:53.357900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:45:53.360353] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:53.501723] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 22.31%, Actual: 0.37%
[2025-12-02T20:45:53.688329] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 6.07%, Actual: 0.83%
[2025-12-02T20:45:53.693476] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:45:53.859042] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:45:53.866750] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -3.20%, Actual: 17.98%
[2025-12-02T20:45:53.912304] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.31% | Symbol ETA: 1m 0s | Global ETA: N/A
[2025-12-02T20:45:53.912383] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:45:53.913130] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:45:53.913188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:45:53.914011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:45:53.916451] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:54.035168] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: -0.93%, Actual: 7.38%
[2025-12-02T20:45:54.203753] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: -1.79%, Actual: 2.21%
[2025-12-02T20:45:54.246210] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:45:54.370072] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 13.23%, Actual: 2.91%
[2025-12-02T20:45:54.414874] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:45:54.469012] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: -0.63% | Symbol ETA: 59.6s | Global ETA: N/A
[2025-12-02T20:45:54.469127] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:45:54.469892] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:45:54.469949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:45:54.470768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:45:54.473147] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:54.537056] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: 0.04%, Actual: 1.60%
[2025-12-02T20:45:54.537244] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 25.3619%
[2025-12-02T20:45:54.537322] [INFO ] [main      ] IOVA: DISCARDED add_composite_volatility_context (score: 25.36%)
[2025-12-02T20:45:54.537361] [INFO ] [main      ] IOVA: Testing feature 7/53: add_day_shape_ratios
[2025-12-02T20:45:54.537393] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_day_shape_ratios']
[2025-12-02T20:45:54.537425] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:45:54.551949] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:45:54.552340] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:45:54.553209] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:45:54.553267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:54.557937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:54.559712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:54.560182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:45:54.562485] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:54.806897] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:45:54.893937] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:45:54.970956] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:45:55.026301] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.87% | Symbol ETA: 59.1s | Global ETA: N/A
[2025-12-02T20:45:55.026422] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:45:55.027168] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:45:55.027225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:45:55.028054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:45:55.030449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:55.058899] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:45:55.128544] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: 3.51% | Symbol ETA: 1m 3s | Global ETA: N/A
[2025-12-02T20:45:55.128682] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:45:55.129452] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:45:55.129512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:55.134425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:55.136327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:55.136842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:45:55.139358] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:55.363985] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:45:55.508109] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:45:55.529235] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:45:55.582219] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: -0.84% | Symbol ETA: 58.5s | Global ETA: N/A
[2025-12-02T20:45:55.582343] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:45:55.583096] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:45:55.583153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:45:55.583961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:45:55.586438] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:55.693116] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:45:55.763702] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: -0.13% | Symbol ETA: 1m 3s | Global ETA: N/A
[2025-12-02T20:45:55.763826] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:45:55.764658] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:45:55.764715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:55.769997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:55.771993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:55.772503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:45:55.774937] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:55.921505] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:45:56.118958] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:45:56.139512] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:45:56.192311] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.60% | Symbol ETA: 58.0s | Global ETA: N/A
[2025-12-02T20:45:56.192430] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:45:56.193181] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:45:56.193238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:45:56.194059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:45:56.196502] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:56.291297] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:45:56.359513] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -11.04% | Symbol ETA: 1m 2s | Global ETA: N/A
[2025-12-02T20:45:56.359650] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:45:56.360387] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:45:56.360444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:56.365039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:56.366767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:56.367214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:45:56.369554] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:56.532060] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:45:56.695961] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:45:56.707342] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:45:56.747513] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.20% | Symbol ETA: 57.4s | Global ETA: N/A
[2025-12-02T20:45:56.747650] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:45:56.748425] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:45:56.748482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:45:56.749334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:45:56.751757] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:56.872328] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:45:56.939590] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 17.88% | Symbol ETA: 1m 2s | Global ETA: N/A
[2025-12-02T20:45:56.939709] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:45:56.940432] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:45:56.940488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:56.945166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:56.946866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:56.947307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:45:56.949620] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:57.085916] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:45:57.255541] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:45:57.285818] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:45:57.309010] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -0.87% | Symbol ETA: 56.9s | Global ETA: N/A
[2025-12-02T20:45:57.309127] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:45:57.309878] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:45:57.309934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:45:57.310854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:45:57.313381] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:57.509344] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:45:57.578664] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 1.61% | Symbol ETA: 1m 1s | Global ETA: N/A
[2025-12-02T20:45:57.578784] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:45:57.579552] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:45:57.579630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:57.584283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:57.585999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:57.586479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:45:57.588927] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:57.647067] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:45:57.814480] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:45:57.866369] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.20% | Symbol ETA: 56.3s | Global ETA: N/A
[2025-12-02T20:45:57.866496] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:45:57.867258] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:45:57.867316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:45:57.868168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:45:57.870538] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:57.939405] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:45:58.108318] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:45:58.174078] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -9.22% | Symbol ETA: 1m 0s | Global ETA: N/A
[2025-12-02T20:45:58.174198] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:45:58.174954] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:45:58.175011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:58.179553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:58.181230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:58.181692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:45:58.183928] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:58.197075] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:45:58.359258] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:45:58.414679] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: 0.26% | Symbol ETA: 55.7s | Global ETA: N/A
[2025-12-02T20:45:58.414813] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:45:58.415536] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:45:58.415614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:45:58.416429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:45:58.418854] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:58.525858] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:45:58.701802] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:45:58.747955] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:45:58.770412] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: -3.84% | Symbol ETA: 59.9s | Global ETA: N/A
[2025-12-02T20:45:58.770537] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:45:58.771319] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:45:58.771377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:58.775988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:58.777762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:58.778275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:45:58.780625] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:58.911855] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:45:58.963167] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: 1.12% | Symbol ETA: 55.2s | Global ETA: N/A
[2025-12-02T20:45:59.127781] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.31%, Actual: 0.88%
[2025-12-02T20:45:59.131832] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:45:59.291699] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: -0.63%, Actual: 3.03%
[2025-12-02T20:45:59.301334] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:45:59.370124] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: -2.94% | Symbol ETA: 59.2s | Global ETA: N/A
[2025-12-02T20:45:59.370255] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:45:59.371039] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:45:59.371097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:59.375865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:59.377632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:59.378110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:45:59.380446] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:45:59.454449] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.87%, Actual: 2.47%
[2025-12-02T20:45:59.618231] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -0.84%, Actual: 0.75%
[2025-12-02T20:45:59.748766] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:45:59.782421] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.60%, Actual: 0.19%
[2025-12-02T20:45:59.924708] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:45:59.947068] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.20%, Actual: 0.95%
[2025-12-02T20:45:59.991613] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 19.07% | Symbol ETA: 58.6s | Global ETA: N/A
[2025-12-02T20:45:59.991737] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:45:59.992493] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:45:59.992552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:45:59.997352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:45:59.999184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:45:59.999750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:46:00.002508] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:00.111366] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -0.87%, Actual: 0.95%
[2025-12-02T20:46:00.276396] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.20%, Actual: 0.95%
[2025-12-02T20:46:00.345449] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:46:00.441664] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: 0.26%, Actual: 1.69%
[2025-12-02T20:46:00.515549] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:46:00.582894] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -9.69% | Symbol ETA: 58.0s | Global ETA: N/A
[2025-12-02T20:46:00.606661] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: 1.12%, Actual: 1.43%
[2025-12-02T20:46:00.606852] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 41.5564%
[2025-12-02T20:46:00.606901] [INFO ] [main      ] MMLP: DISCARDED add_day_shape_ratios (score: 41.56%)
[2025-12-02T20:46:00.606937] [INFO ] [main      ] MMLP: Testing feature 8/53: add_directional_consistency
[2025-12-02T20:46:00.606966] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_directional_consistency']
[2025-12-02T20:46:00.606999] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:46:00.618824] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:46:00.619209] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:46:00.620051] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:00.620108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:00.620963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:46:00.726235] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:00.751841] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: 3.51%, Actual: 4.22%
[2025-12-02T20:46:00.917675] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: -0.13%, Actual: 6.87%
[2025-12-02T20:46:01.060766] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:46:01.083632] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -11.04%, Actual: 0.49%
[2025-12-02T20:46:01.223241] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:46:01.248657] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 17.88%, Actual: 0.37%
[2025-12-02T20:46:01.274497] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.14% | Symbol ETA: 52.6s | Global ETA: N/A
[2025-12-02T20:46:01.274636] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:46:01.275380] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:01.275438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:01.276261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:46:01.380961] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:01.413641] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 1.61%, Actual: 0.83%
[2025-12-02T20:46:01.577882] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -9.22%, Actual: 17.98%
[2025-12-02T20:46:01.708119] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:46:01.746781] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: -3.84%, Actual: 7.38%
[2025-12-02T20:46:01.875247] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:46:01.926644] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: -0.22% | Symbol ETA: 51.9s | Global ETA: N/A
[2025-12-02T20:46:01.926763] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:46:01.927492] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:01.927551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:01.927957] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: -2.94%, Actual: 2.21%
[2025-12-02T20:46:01.928435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:46:02.033334] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:02.125344] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 19.07%, Actual: 2.91%
[2025-12-02T20:46:02.298782] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -9.69%, Actual: 1.60%
[2025-12-02T20:46:02.298991] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 33.4262%
[2025-12-02T20:46:02.299079] [INFO ] [main      ] IOVA: DISCARDED add_day_shape_ratios (score: 33.43%)
[2025-12-02T20:46:02.299119] [INFO ] [main      ] IOVA: Testing feature 8/53: add_directional_consistency
[2025-12-02T20:46:02.299152] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_directional_consistency']
[2025-12-02T20:46:02.299186] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:46:02.312315] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:46:02.312710] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:46:02.313535] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:02.313612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:02.318452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:02.320234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:02.320718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:46:02.364662] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:46:02.428700] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:02.544726] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:46:02.598633] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.88% | Symbol ETA: 51.3s | Global ETA: N/A
[2025-12-02T20:46:02.598760] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:46:02.599558] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:02.599682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:02.600643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:46:02.716085] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:02.773805] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:46:02.944738] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:46:03.010412] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: 7.22% | Symbol ETA: 56.2s | Global ETA: N/A
[2025-12-02T20:46:03.010534] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:46:03.011295] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:03.011353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:03.015955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:03.017676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:03.018156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:46:03.052494] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:46:03.126624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:03.229211] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:46:03.281263] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: -0.66% | Symbol ETA: 50.7s | Global ETA: N/A
[2025-12-02T20:46:03.281401] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:46:03.282223] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:03.282282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:03.283181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:46:03.395954] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:03.456076] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:46:03.624324] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:46:03.690945] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: 0.13% | Symbol ETA: 55.4s | Global ETA: N/A
[2025-12-02T20:46:03.691068] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:46:03.691835] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:03.691892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:03.696541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:03.698277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:03.698753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:46:03.752053] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:46:03.811496] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:03.931312] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:46:03.982170] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.24% | Symbol ETA: 50.1s | Global ETA: N/A
[2025-12-02T20:46:03.982291] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:46:03.983067] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:03.983124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:03.983960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:46:04.096881] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:04.149859] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:46:04.315012] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:46:04.383596] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -10.77% | Symbol ETA: 54.7s | Global ETA: N/A
[2025-12-02T20:46:04.383716] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:46:04.384503] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:04.384562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:04.389222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:04.390932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:04.391410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:46:04.429792] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:46:04.503820] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:04.596190] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:46:04.646514] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.39% | Symbol ETA: 49.4s | Global ETA: N/A
[2025-12-02T20:46:04.646656] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:46:04.647389] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:04.647447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:04.648478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:46:04.752691] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:04.853315] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:46:05.027483] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:46:05.087189] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:46:05.092630] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 16.40% | Symbol ETA: 54.1s | Global ETA: N/A
[2025-12-02T20:46:05.092752] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:46:05.093498] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:05.093558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:05.098303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:05.100033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:05.100494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:46:05.221285] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:05.256559] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:46:05.307669] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -0.35% | Symbol ETA: 48.7s | Global ETA: N/A
[2025-12-02T20:46:05.307788] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:46:05.308560] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:05.308640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:05.309488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:46:05.416498] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:05.553387] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:46:05.724216] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:46:05.750983] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:46:05.789768] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 3.73% | Symbol ETA: 53.4s | Global ETA: N/A
[2025-12-02T20:46:05.789894] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:46:05.790661] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:05.790738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:05.795369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:05.797093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:05.797542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:46:05.905132] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:05.917213] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:46:05.967192] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.33% | Symbol ETA: 48.0s | Global ETA: N/A
[2025-12-02T20:46:05.967309] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:46:05.968082] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:05.968139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:05.968959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:46:06.073162] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:06.250408] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:46:06.401952] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:46:06.421311] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:46:06.486144] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -5.32% | Symbol ETA: 52.7s | Global ETA: N/A
[2025-12-02T20:46:06.486280] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:46:06.487234] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:06.487291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:06.492424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:06.494135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:06.494606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:46:06.565756] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:46:06.599600] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:06.615514] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: 1.00% | Symbol ETA: 47.4s | Global ETA: N/A
[2025-12-02T20:46:06.615651] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:46:06.616379] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:06.616436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:06.617247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:46:06.720440] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:06.930197] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:46:07.059290] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:46:07.098182] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:46:07.162838] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: 8.24% | Symbol ETA: 52.0s | Global ETA: N/A
[2025-12-02T20:46:07.162955] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:46:07.163709] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:07.163768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:07.168413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:07.170131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:07.170662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:46:07.226690] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:46:07.275186] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:07.278674] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -0.66% | Symbol ETA: 46.7s | Global ETA: N/A
[2025-12-02T20:46:07.446984] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.14%, Actual: 0.88%
[2025-12-02T20:46:07.616338] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:46:07.617211] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: -0.22%, Actual: 3.03%
[2025-12-02T20:46:07.793745] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.88%, Actual: 2.47%
[2025-12-02T20:46:07.799045] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:46:07.865160] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: -0.43% | Symbol ETA: 51.3s | Global ETA: N/A
[2025-12-02T20:46:07.865290] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:46:07.866177] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:07.866246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:07.871547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:07.873787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:07.874323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:46:07.967036] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -0.66%, Actual: 0.75%
[2025-12-02T20:46:07.983747] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:08.132356] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.24%, Actual: 0.19%
[2025-12-02T20:46:08.300875] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.39%, Actual: 0.95%
[2025-12-02T20:46:08.324669] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:46:08.472110] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -0.35%, Actual: 0.95%
[2025-12-02T20:46:08.494218] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:46:08.558613] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 4.20% | Symbol ETA: 50.6s | Global ETA: N/A
[2025-12-02T20:46:08.558733] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:46:08.559462] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:08.559532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:08.564288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:08.566167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:08.566649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:46:08.640061] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.33%, Actual: 0.95%
[2025-12-02T20:46:08.670989] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:08.805492] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: 1.00%, Actual: 1.69%
[2025-12-02T20:46:08.970557] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.66%, Actual: 1.43%
[2025-12-02T20:46:08.970775] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 42.8880%
[2025-12-02T20:46:08.970872] [INFO ] [main      ] MMLP: DISCARDED add_directional_consistency (score: 42.89%)
[2025-12-02T20:46:08.970913] [INFO ] [main      ] MMLP: Testing feature 9/53: add_fullday_parkinson_range
[2025-12-02T20:46:08.970942] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_fullday_parkinson_range']
[2025-12-02T20:46:08.970974] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:46:08.983090] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:46:08.983460] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:46:08.984276] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:08.984362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:08.985212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:46:08.986918] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:09.011116] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:46:09.181462] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:46:09.244960] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -2.92% | Symbol ETA: 49.9s | Global ETA: N/A
[2025-12-02T20:46:09.316870] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:46:09.414371] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: 7.22%, Actual: 4.22%
[2025-12-02T20:46:09.480603] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:46:09.532149] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.35% | Symbol ETA: 50.9s | Global ETA: N/A
[2025-12-02T20:46:09.532271] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:46:09.533018] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:09.533076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:09.533890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:46:09.535533] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:09.584031] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: 0.13%, Actual: 6.87%
[2025-12-02T20:46:09.760922] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -10.77%, Actual: 0.49%
[2025-12-02T20:46:09.866328] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:46:09.934152] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 16.40%, Actual: 0.37%
[2025-12-02T20:46:10.032901] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:46:10.084265] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: 0.24% | Symbol ETA: 50.4s | Global ETA: N/A
[2025-12-02T20:46:10.084387] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:46:10.085159] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:10.085220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:10.086076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:46:10.087703] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:10.102449] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 3.73%, Actual: 0.83%
[2025-12-02T20:46:10.273935] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -5.32%, Actual: 17.98%
[2025-12-02T20:46:10.418649] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:46:10.447281] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: 8.24%, Actual: 7.38%
[2025-12-02T20:46:10.587016] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:46:10.612460] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: -0.43%, Actual: 2.21%
[2025-12-02T20:46:10.638531] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.92% | Symbol ETA: 49.9s | Global ETA: N/A
[2025-12-02T20:46:10.638674] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:46:10.639411] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:10.639466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:10.640308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:46:10.641948] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:10.783331] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 4.20%, Actual: 2.91%
[2025-12-02T20:46:10.949662] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -2.92%, Actual: 1.60%
[2025-12-02T20:46:10.949849] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 33.4534%
[2025-12-02T20:46:10.949922] [INFO ] [main      ] IOVA: DISCARDED add_directional_consistency (score: 33.45%)
[2025-12-02T20:46:10.949963] [INFO ] [main      ] IOVA: Testing feature 9/53: add_fullday_parkinson_range
[2025-12-02T20:46:10.949993] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_fullday_parkinson_range']
[2025-12-02T20:46:10.950025] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:46:10.967633] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:46:10.968175] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:46:10.969096] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:10.969155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:10.973858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:10.975619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:10.975888] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:46:10.976075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:46:10.977733] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:11.145713] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:46:11.199630] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: 0.15% | Symbol ETA: 49.3s | Global ETA: N/A
[2025-12-02T20:46:11.199753] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:46:11.200542] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:11.200617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:11.201495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:46:11.203227] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:11.321454] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:46:11.486039] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:46:11.549218] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:46:11.554079] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: 5.66% | Symbol ETA: 52.8s | Global ETA: N/A
[2025-12-02T20:46:11.554198] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:46:11.554983] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:11.555040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:11.559795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:11.561506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:11.561985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:46:11.563589] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:11.725734] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:46:11.778337] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.64% | Symbol ETA: 48.8s | Global ETA: N/A
[2025-12-02T20:46:11.778476] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:46:11.779301] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:11.779360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:11.780269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:46:11.781980] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:11.902724] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:46:12.068459] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:46:12.132162] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:46:12.134104] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: 0.86% | Symbol ETA: 52.2s | Global ETA: N/A
[2025-12-02T20:46:12.134222] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:46:12.134981] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:12.135037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:12.139704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:12.141360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:12.141831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:46:12.143351] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:12.304460] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:46:12.356848] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.29% | Symbol ETA: 48.3s | Global ETA: N/A
[2025-12-02T20:46:12.356974] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:46:12.357773] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:12.357832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:12.358716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:46:12.360380] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:12.516712] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:46:12.687073] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:46:12.720885] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:46:12.753304] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -15.62% | Symbol ETA: 51.7s | Global ETA: N/A
[2025-12-02T20:46:12.753433] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:46:12.754228] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:12.754286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:12.758928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:12.760618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:12.761067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:46:12.762600] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:12.886818] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:46:12.937255] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -0.51% | Symbol ETA: 47.7s | Global ETA: N/A
[2025-12-02T20:46:12.937378] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:46:12.938161] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:12.938218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:12.939052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:46:12.940724] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:13.093862] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:46:13.256909] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:46:13.271416] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:46:13.321719] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 19.05% | Symbol ETA: 51.1s | Global ETA: N/A
[2025-12-02T20:46:13.321838] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:46:13.322596] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:13.322655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:13.327292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:13.329052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:13.329512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:46:13.331074] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:13.434601] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:46:13.484745] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.69% | Symbol ETA: 47.1s | Global ETA: N/A
[2025-12-02T20:46:13.484870] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:46:13.485623] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:13.485680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:13.486483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:46:13.488157] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:13.659262] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:46:13.821970] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:46:13.833942] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:46:13.902026] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 11.54% | Symbol ETA: 50.5s | Global ETA: N/A
[2025-12-02T20:46:13.902150] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:46:13.902969] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:13.903028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:13.908065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:13.909988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:13.910463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:46:13.912135] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:13.985648] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:46:14.036215] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: 0.46% | Symbol ETA: 46.6s | Global ETA: N/A
[2025-12-02T20:46:14.036329] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:46:14.037093] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:14.037149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:14.038018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:46:14.039709] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:14.266685] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:46:14.373380] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:46:14.447946] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:46:14.515895] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -14.09% | Symbol ETA: 49.9s | Global ETA: N/A
[2025-12-02T20:46:14.516013] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:46:14.516771] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:14.516828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:14.521632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:14.523409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:14.524089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:46:14.525700] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:14.547124] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:46:14.597993] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -0.57% | Symbol ETA: 46.0s | Global ETA: N/A
[2025-12-02T20:46:14.771331] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.35%, Actual: 0.88%
[2025-12-02T20:46:14.878126] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:46:14.940403] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: 0.24%, Actual: 3.03%
[2025-12-02T20:46:15.053151] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:46:15.111727] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.92%, Actual: 2.47%
[2025-12-02T20:46:15.119503] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: 6.02% | Symbol ETA: 49.4s | Global ETA: N/A
[2025-12-02T20:46:15.119649] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:46:15.120406] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:15.120464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:15.125235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:15.126993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:15.127457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:46:15.129107] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:15.280842] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: 0.15%, Actual: 0.75%
[2025-12-02T20:46:15.452901] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.64%, Actual: 0.19%
[2025-12-02T20:46:15.475137] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:46:15.622906] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.29%, Actual: 0.95%
[2025-12-02T20:46:15.652338] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:46:15.718074] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: -3.80% | Symbol ETA: 48.8s | Global ETA: N/A
[2025-12-02T20:46:15.718193] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:46:15.718959] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:15.719016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:15.723686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:15.725353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:15.725818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:46:15.727352] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:15.797534] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -0.51%, Actual: 0.95%
[2025-12-02T20:46:15.964913] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.69%, Actual: 0.95%
[2025-12-02T20:46:16.061672] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:46:16.135905] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: 0.46%, Actual: 1.69%
[2025-12-02T20:46:16.226263] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:46:16.291278] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 6.12% | Symbol ETA: 48.2s | Global ETA: N/A
[2025-12-02T20:46:16.291395] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:46:16.292178] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:16.292236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:16.296907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:16.298727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:16.299193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:46:16.300792] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:16.301480] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.57%, Actual: 1.43%
[2025-12-02T20:46:16.301686] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 37.2026%
[2025-12-02T20:46:16.301762] [INFO ] [main      ] MMLP: DISCARDED add_fullday_parkinson_range (score: 37.20%)
[2025-12-02T20:46:16.301824] [INFO ] [main      ] MMLP: Testing feature 10/53: add_gap_fill_state
[2025-12-02T20:46:16.301856] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_gap_fill_state']
[2025-12-02T20:46:16.301895] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:46:16.313928] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:46:16.314297] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:46:16.315133] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:16.315189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:16.316059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:46:16.353892] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:16.646387] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:46:16.691229] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:46:16.814353] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:46:16.858362] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:46:16.880111] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -5.11% | Symbol ETA: 47.6s | Global ETA: N/A
[2025-12-02T20:46:16.911419] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.33% | Symbol ETA: 40.4s | Global ETA: N/A
[2025-12-02T20:46:16.911535] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:46:16.912281] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:16.912337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:16.913150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:46:16.950513] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:17.047245] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: 5.66%, Actual: 4.22%
[2025-12-02T20:46:17.215501] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: 0.86%, Actual: 6.87%
[2025-12-02T20:46:17.298719] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:46:17.379767] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -15.62%, Actual: 0.49%
[2025-12-02T20:46:17.471390] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:46:17.525626] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: -0.12% | Symbol ETA: 39.9s | Global ETA: N/A
[2025-12-02T20:46:17.525748] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:46:17.526512] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:17.526593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:17.527447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:46:17.544309] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 19.05%, Actual: 0.37%
[2025-12-02T20:46:17.566128] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:17.708169] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 11.54%, Actual: 0.83%
[2025-12-02T20:46:17.872822] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -14.09%, Actual: 17.98%
[2025-12-02T20:46:17.901753] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:46:18.042173] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: 6.02%, Actual: 7.38%
[2025-12-02T20:46:18.071425] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:46:18.127428] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -1.71% | Symbol ETA: 39.3s | Global ETA: N/A
[2025-12-02T20:46:18.127555] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:46:18.128469] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:18.128528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:18.129383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:46:18.169186] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:18.212160] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: -3.80%, Actual: 2.21%
[2025-12-02T20:46:18.384328] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 6.12%, Actual: 2.91%
[2025-12-02T20:46:18.546605] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:46:18.588812] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -5.11%, Actual: 1.60%
[2025-12-02T20:46:18.589062] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 36.3769%
[2025-12-02T20:46:18.589184] [INFO ] [main      ] IOVA: DISCARDED add_fullday_parkinson_range (score: 36.38%)
[2025-12-02T20:46:18.589242] [INFO ] [main      ] IOVA: Testing feature 10/53: add_gap_fill_state
[2025-12-02T20:46:18.589295] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_fill_state']
[2025-12-02T20:46:18.589360] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:46:18.606264] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:46:18.606757] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:46:18.607874] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:18.607967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:18.614237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:18.616515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:18.617087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:46:18.659338] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:18.721479] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:46:18.778062] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: -0.36% | Symbol ETA: 38.7s | Global ETA: N/A
[2025-12-02T20:46:18.778191] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:46:18.779027] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:18.779088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:18.779973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:46:18.820542] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:19.058632] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:46:19.204094] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:46:19.255286] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:46:19.328542] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: 5.22% | Symbol ETA: 43.0s | Global ETA: N/A
[2025-12-02T20:46:19.328694] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:46:19.329492] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:19.329555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:19.334611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:19.336411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:19.336972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:46:19.379104] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:46:19.384210] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:19.433736] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 1.06% | Symbol ETA: 38.1s | Global ETA: N/A
[2025-12-02T20:46:19.433861] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:46:19.435097] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:19.435157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:19.436041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:46:19.487508] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:19.741493] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:46:19.858307] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:46:19.907858] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:46:19.974853] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: 2.86% | Symbol ETA: 42.0s | Global ETA: N/A
[2025-12-02T20:46:19.974968] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:46:19.975721] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:19.975796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:19.980421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:19.982112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:19.982567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:46:20.019198] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:20.035705] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:46:20.098087] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.13% | Symbol ETA: 37.5s | Global ETA: N/A
[2025-12-02T20:46:20.098209] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:46:20.098986] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:20.099045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:20.099884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:46:20.137141] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:20.352827] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:46:20.478681] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:46:20.520065] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:46:20.587393] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -6.15% | Symbol ETA: 41.1s | Global ETA: N/A
[2025-12-02T20:46:20.587511] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:46:20.588279] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:20.588337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:20.592991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:20.594668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:20.595119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:46:20.632323] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:20.645078] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:46:20.696982] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -0.79% | Symbol ETA: 36.9s | Global ETA: N/A
[2025-12-02T20:46:20.697101] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:46:20.697856] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:20.697913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:20.698778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:46:20.735392] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:20.975785] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:46:21.071667] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:46:21.152983] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:46:21.221833] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 18.00% | Symbol ETA: 40.4s | Global ETA: N/A
[2025-12-02T20:46:21.221952] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:46:21.222732] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:21.222789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:21.227408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:21.229158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:21.229636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:46:21.237153] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:46:21.266236] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:21.288930] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.48% | Symbol ETA: 36.3s | Global ETA: N/A
[2025-12-02T20:46:21.289047] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:46:21.289793] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:21.289850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:21.290654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:46:21.328306] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:21.610738] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:46:21.663321] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:46:21.784775] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:46:21.831981] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:46:21.863466] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 6.37% | Symbol ETA: 39.8s | Global ETA: N/A
[2025-12-02T20:46:21.863606] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:46:21.864359] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:21.864416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:21.869137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:21.870822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:21.871455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:46:21.886596] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: 0.21% | Symbol ETA: 35.6s | Global ETA: N/A
[2025-12-02T20:46:21.886716] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:46:21.887452] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:21.887508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:21.888387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:46:21.909601] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:21.927433] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:22.253679] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:46:22.268376] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:46:22.419939] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:46:22.434527] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:46:22.487144] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -0.75% | Symbol ETA: 35.0s | Global ETA: N/A
[2025-12-02T20:46:22.487905] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -3.71% | Symbol ETA: 39.1s | Global ETA: N/A
[2025-12-02T20:46:22.488054] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:46:22.488837] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:22.488915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:22.493540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:22.495278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:22.495748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:46:22.534726] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:22.676110] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.33%, Actual: 0.88%
[2025-12-02T20:46:22.844491] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: -0.12%, Actual: 3.03%
[2025-12-02T20:46:22.877465] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:46:23.015708] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -1.71%, Actual: 2.47%
[2025-12-02T20:46:23.044261] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:46:23.110326] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: -8.54% | Symbol ETA: 38.4s | Global ETA: N/A
[2025-12-02T20:46:23.110448] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:46:23.111208] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:23.111266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:23.115893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:23.117568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:23.118086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:46:23.155173] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:23.179179] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -0.36%, Actual: 0.75%
[2025-12-02T20:46:23.344866] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 1.06%, Actual: 0.19%
[2025-12-02T20:46:23.487677] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:46:23.511653] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.13%, Actual: 0.95%
[2025-12-02T20:46:23.661964] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:46:23.684198] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -0.79%, Actual: 0.95%
[2025-12-02T20:46:23.731655] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: 3.00% | Symbol ETA: 37.8s | Global ETA: N/A
[2025-12-02T20:46:23.731779] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:46:23.732524] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:23.732612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:23.737380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:23.739166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:23.739643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:46:23.777616] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:23.854203] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.48%, Actual: 0.95%
[2025-12-02T20:46:24.030597] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: 0.21%, Actual: 1.69%
[2025-12-02T20:46:24.115961] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:46:24.202974] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.75%, Actual: 1.43%
[2025-12-02T20:46:24.203157] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 37.6862%
[2025-12-02T20:46:24.203238] [INFO ] [main      ] MMLP: DISCARDED add_gap_fill_state (score: 37.69%)
[2025-12-02T20:46:24.203278] [INFO ] [main      ] MMLP: Testing feature 11/53: add_gap_morning_composite
[2025-12-02T20:46:24.203310] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_gap_morning_composite']
[2025-12-02T20:46:24.203343] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:46:24.215243] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:46:24.215647] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:46:24.216489] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:24.216548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:24.217450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:46:24.218521] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:24.287527] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:46:24.355755] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 14.78% | Symbol ETA: 37.1s | Global ETA: N/A
[2025-12-02T20:46:24.355859] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:46:24.356633] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:24.356690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:24.361761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:24.364062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:24.364531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:46:24.406003] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:24.575480] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:46:24.747297] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:46:24.753807] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:46:24.800401] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.41% | Symbol ETA: 38.4s | Global ETA: N/A
[2025-12-02T20:46:24.800516] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:46:24.801320] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:24.801378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:24.802228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:46:24.803246] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:24.929188] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:46:25.000702] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -11.67% | Symbol ETA: 36.5s | Global ETA: N/A
[2025-12-02T20:46:25.150680] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:46:25.191242] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: 5.22%, Actual: 4.22%
[2025-12-02T20:46:25.320226] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:46:25.361021] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: 2.86%, Actual: 6.87%
[2025-12-02T20:46:25.374517] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: 0.05% | Symbol ETA: 37.8s | Global ETA: N/A
[2025-12-02T20:46:25.374653] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:46:25.375438] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:25.375497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:25.376368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:46:25.377516] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:25.535303] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -6.15%, Actual: 0.49%
[2025-12-02T20:46:25.709866] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 18.00%, Actual: 0.37%
[2025-12-02T20:46:25.727755] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:46:25.883889] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 6.37%, Actual: 0.83%
[2025-12-02T20:46:25.899660] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:46:25.951298] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.13% | Symbol ETA: 37.2s | Global ETA: N/A
[2025-12-02T20:46:25.951393] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:46:25.952137] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:25.952193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:25.953038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:46:25.954056] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:26.055822] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -3.71%, Actual: 17.98%
[2025-12-02T20:46:26.226160] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: -8.54%, Actual: 7.38%
[2025-12-02T20:46:26.292631] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:46:26.400551] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: 3.00%, Actual: 2.21%
[2025-12-02T20:46:26.471058] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:46:26.523328] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: -0.16% | Symbol ETA: 36.6s | Global ETA: N/A
[2025-12-02T20:46:26.523451] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:46:26.524221] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:26.524279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:26.525110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:46:26.526084] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:26.580344] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 14.78%, Actual: 2.91%
[2025-12-02T20:46:26.750850] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -11.67%, Actual: 1.60%
[2025-12-02T20:46:26.751040] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 33.8771%
[2025-12-02T20:46:26.751121] [INFO ] [main      ] IOVA: DISCARDED add_gap_fill_state (score: 33.88%)
[2025-12-02T20:46:26.751161] [INFO ] [main      ] IOVA: Testing feature 11/53: add_gap_morning_composite
[2025-12-02T20:46:26.751192] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_morning_composite']
[2025-12-02T20:46:26.751225] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:46:26.870315] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:46:26.963346] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:46:26.963740] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:46:26.964728] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:26.964787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:26.969642] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:26.971534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:26.972122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:46:26.973061] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:27.036095] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:46:27.087794] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.78% | Symbol ETA: 36.1s | Global ETA: N/A
[2025-12-02T20:46:27.087909] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:46:27.088732] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:27.088798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:27.089651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:46:27.090623] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:27.334309] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:46:27.435553] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:46:27.502749] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:46:27.571145] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: -0.51% | Symbol ETA: 39.7s | Global ETA: N/A
[2025-12-02T20:46:27.571263] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:46:27.572036] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:27.572095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:27.576795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:27.578546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:27.579055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:46:27.579976] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:27.604549] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:46:27.656960] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.34% | Symbol ETA: 35.5s | Global ETA: N/A
[2025-12-02T20:46:27.657085] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:46:27.657871] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:27.657948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:27.658781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:46:27.659775] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:27.918632] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:46:28.003935] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:46:28.084693] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:46:28.151562] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: 6.87% | Symbol ETA: 39.0s | Global ETA: N/A
[2025-12-02T20:46:28.151701] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:46:28.152425] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:28.152484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:28.157291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:28.159079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:28.159523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:46:28.160667] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:28.172309] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:46:28.226770] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -0.78% | Symbol ETA: 34.9s | Global ETA: N/A
[2025-12-02T20:46:28.226863] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:46:28.227615] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:28.227671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:28.228486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:46:28.229625] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:28.492070] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:46:28.565136] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:46:28.659756] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:46:28.725487] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -15.96% | Symbol ETA: 38.4s | Global ETA: N/A
[2025-12-02T20:46:28.725625] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:46:28.726354] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:28.726413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:28.731075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:28.732498] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:46:28.732773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:28.733221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:46:28.734137] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:28.782991] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.75% | Symbol ETA: 34.3s | Global ETA: N/A
[2025-12-02T20:46:28.783106] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:46:28.783850] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:28.783906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:28.784718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:46:28.785661] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:29.066698] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:46:29.122135] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:46:29.236242] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:46:29.289214] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:46:29.307538] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 20.17% | Symbol ETA: 37.8s | Global ETA: N/A
[2025-12-02T20:46:29.307677] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:46:29.308456] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:29.308516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:29.313475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:29.315299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:29.315779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:46:29.316698] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:29.339732] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: 0.41% | Symbol ETA: 33.8s | Global ETA: N/A
[2025-12-02T20:46:29.339847] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:46:29.340592] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:29.340650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:29.341438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:46:29.342376] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:29.672660] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:46:29.682400] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:46:29.842315] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:46:29.853570] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:46:29.907593] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -1.04% | Symbol ETA: 33.2s | Global ETA: N/A
[2025-12-02T20:46:29.911247] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 14.04% | Symbol ETA: 37.2s | Global ETA: N/A
[2025-12-02T20:46:29.911384] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:46:29.912165] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:29.912225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:29.917354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:29.919071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:29.919517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:46:29.920630] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:30.085627] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.41%, Actual: 0.88%
[2025-12-02T20:46:30.256860] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: 0.05%, Actual: 3.03%
[2025-12-02T20:46:30.272724] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:46:30.425788] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.13%, Actual: 2.47%
[2025-12-02T20:46:30.455352] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:46:30.531613] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -13.60% | Symbol ETA: 36.7s | Global ETA: N/A
[2025-12-02T20:46:30.531736] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:46:30.532500] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:30.532560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:30.537530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:30.539458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:30.539965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:46:30.540945] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:30.595754] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -0.16%, Actual: 0.75%
[2025-12-02T20:46:30.768469] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.78%, Actual: 0.19%
[2025-12-02T20:46:30.891420] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:46:30.954531] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.34%, Actual: 0.95%
[2025-12-02T20:46:31.066867] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:46:31.124022] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -0.78%, Actual: 0.95%
[2025-12-02T20:46:31.137121] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: 8.33% | Symbol ETA: 36.1s | Global ETA: N/A
[2025-12-02T20:46:31.137242] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:46:31.138074] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:31.138133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:31.143612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:31.145375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:31.145855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:46:31.146826] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:31.293499] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.75%, Actual: 0.95%
[2025-12-02T20:46:31.464676] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: 0.41%, Actual: 1.69%
[2025-12-02T20:46:31.506214] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:46:31.637115] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -1.04%, Actual: 1.43%
[2025-12-02T20:46:31.637311] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 37.1937%
[2025-12-02T20:46:31.637403] [INFO ] [main      ] MMLP: DISCARDED add_gap_morning_composite (score: 37.19%)
[2025-12-02T20:46:31.637468] [INFO ] [main      ] MMLP: Testing feature 12/53: add_gap_resolution_state
[2025-12-02T20:46:31.637515] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_gap_resolution_state']
[2025-12-02T20:46:31.637555] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:46:31.649987] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:46:31.650357] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:46:31.651199] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:31.651256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:31.652096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:46:31.684103] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:46:31.697021] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:31.756631] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: -10.32% | Symbol ETA: 35.5s | Global ETA: N/A
[2025-12-02T20:46:31.756789] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:46:31.757553] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:31.757632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:31.763617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:31.765450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:31.765985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:46:31.766979] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:32.040889] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:46:32.125450] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:46:32.221131] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:46:32.278188] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.36% | Symbol ETA: 33.4s | Global ETA: N/A
[2025-12-02T20:46:32.278312] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:46:32.279100] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:32.279158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:32.280015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:46:32.301995] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:46:32.323842] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:32.376205] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 7.45% | Symbol ETA: 34.9s | Global ETA: N/A
[2025-12-02T20:46:32.376355] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:46:32.377492] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:32.377592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:32.383270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:32.385125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:32.385613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:46:32.386554] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:32.657960] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:46:32.732664] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:46:32.825378] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:46:32.878551] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: -0.63% | Symbol ETA: 32.6s | Global ETA: N/A
[2025-12-02T20:46:32.878711] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:46:32.879439] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:32.879497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:32.880378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:46:32.904260] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:46:32.923548] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:32.973029] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -2.58% | Symbol ETA: 34.3s | Global ETA: N/A
[2025-12-02T20:46:33.154522] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: -0.51%, Actual: 4.22%
[2025-12-02T20:46:33.268457] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:46:33.329401] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: 6.87%, Actual: 6.87%
[2025-12-02T20:46:33.443537] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:46:33.498126] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.23% | Symbol ETA: 32.0s | Global ETA: N/A
[2025-12-02T20:46:33.498440] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:46:33.499208] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:33.499265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:33.500272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:46:33.509055] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -15.96%, Actual: 0.49%
[2025-12-02T20:46:33.543885] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:33.692761] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 20.17%, Actual: 0.37%
[2025-12-02T20:46:33.868125] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 14.04%, Actual: 0.83%
[2025-12-02T20:46:33.898683] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:46:34.044419] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -13.60%, Actual: 17.98%
[2025-12-02T20:46:34.065823] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:46:34.119329] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: -0.83% | Symbol ETA: 31.4s | Global ETA: N/A
[2025-12-02T20:46:34.119454] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:46:34.120277] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:34.120353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:34.121551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:46:34.173002] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:34.224514] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: 8.33%, Actual: 7.38%
[2025-12-02T20:46:34.393641] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: -10.32%, Actual: 2.21%
[2025-12-02T20:46:34.521439] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:46:34.563201] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 7.45%, Actual: 2.91%
[2025-12-02T20:46:34.695537] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:46:34.732718] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -2.58%, Actual: 1.60%
[2025-12-02T20:46:34.732904] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 36.0912%
[2025-12-02T20:46:34.733005] [INFO ] [main      ] IOVA: DISCARDED add_gap_morning_composite (score: 36.09%)
[2025-12-02T20:46:34.733053] [INFO ] [main      ] IOVA: Testing feature 12/53: add_gap_resolution_state
[2025-12-02T20:46:34.733091] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gap_resolution_state']
[2025-12-02T20:46:34.733150] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:46:34.746281] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:46:34.746685] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:46:34.747242] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.58% | Symbol ETA: 30.8s | Global ETA: N/A
[2025-12-02T20:46:34.747359] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:46:34.747504] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:34.747562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:34.748161] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:34.748223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:34.749028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:46:34.752246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:34.753991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:34.754486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:46:34.794130] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:34.803633] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:35.139414] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:46:35.139768] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:46:35.311355] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:46:35.315354] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:46:35.367055] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.21% | Symbol ETA: 30.2s | Global ETA: N/A
[2025-12-02T20:46:35.367191] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:46:35.367987] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:35.368067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:35.368921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:46:35.381824] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: 6.49% | Symbol ETA: 35.5s | Global ETA: N/A
[2025-12-02T20:46:35.381947] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:46:35.382943] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:35.383004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:35.388969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:35.391332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:35.391858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:46:35.414210] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:35.443903] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:35.757551] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:46:35.803957] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:46:35.929764] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:46:35.982520] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -0.73% | Symbol ETA: 29.6s | Global ETA: N/A
[2025-12-02T20:46:35.982661] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:46:35.983378] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:35.983434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:35.984261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:46:35.991390] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:46:36.026738] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:36.057037] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: 4.49% | Symbol ETA: 35.0s | Global ETA: N/A
[2025-12-02T20:46:36.057168] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:46:36.057962] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:36.058022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:36.063273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:36.065269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:36.065953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:46:36.114976] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:36.392626] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:46:36.455859] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:46:36.560482] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:46:36.612248] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.20% | Symbol ETA: 28.9s | Global ETA: N/A
[2025-12-02T20:46:36.612562] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:46:36.613319] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:36.613376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:36.614216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:46:36.628728] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:46:36.657663] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:36.697940] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -17.28% | Symbol ETA: 34.3s | Global ETA: N/A
[2025-12-02T20:46:36.698065] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:46:36.698830] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:36.698889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:36.704242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:36.706128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:36.706599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:46:36.755261] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:36.997304] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:46:37.085617] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:46:37.166700] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:46:37.219245] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: 0.49% | Symbol ETA: 28.3s | Global ETA: N/A
[2025-12-02T20:46:37.219365] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:46:37.220115] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:37.220174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:37.221022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:46:37.253643] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:46:37.264884] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:37.326225] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 15.95% | Symbol ETA: 33.6s | Global ETA: N/A
[2025-12-02T20:46:37.326358] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:46:37.327159] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:37.327217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:37.332275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:37.333969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:37.334425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:46:37.382405] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:37.602936] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:46:37.727322] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:46:37.773398] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:46:37.823706] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -0.77% | Symbol ETA: 27.7s | Global ETA: N/A
[2025-12-02T20:46:37.896048] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:46:37.962650] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 8.71% | Symbol ETA: 33.0s | Global ETA: N/A
[2025-12-02T20:46:37.962770] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:46:37.963551] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:37.963635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:37.968969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:37.971085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:37.971553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:46:37.989866] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.36%, Actual: 0.88%
[2025-12-02T20:46:38.019806] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:38.154730] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: -0.63%, Actual: 3.03%
[2025-12-02T20:46:38.321660] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.23%, Actual: 2.47%
[2025-12-02T20:46:38.367239] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:46:38.488149] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -0.83%, Actual: 0.75%
[2025-12-02T20:46:38.540957] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:46:38.606298] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -12.31% | Symbol ETA: 32.3s | Global ETA: N/A
[2025-12-02T20:46:38.606416] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:46:38.607184] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:38.607242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:38.612353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:38.614096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:38.614570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:46:38.655820] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.58%, Actual: 0.19%
[2025-12-02T20:46:38.663003] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:38.820647] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.21%, Actual: 0.95%
[2025-12-02T20:46:38.987431] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -0.73%, Actual: 0.95%
[2025-12-02T20:46:39.005048] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:46:39.176063] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:46:39.213850] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.20%, Actual: 0.95%
[2025-12-02T20:46:39.242855] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: -4.18% | Symbol ETA: 31.7s | Global ETA: N/A
[2025-12-02T20:46:39.242976] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:46:39.243754] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:39.243821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:39.248978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:39.250748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:39.251211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:46:39.300092] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:39.380814] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: 0.49%, Actual: 1.69%
[2025-12-02T20:46:39.547910] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.77%, Actual: 1.43%
[2025-12-02T20:46:39.548117] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 38.8159%
[2025-12-02T20:46:39.548204] [INFO ] [main      ] MMLP: DISCARDED add_gap_resolution_state (score: 38.82%)
[2025-12-02T20:46:39.548244] [INFO ] [main      ] MMLP: Testing feature 13/53: add_gaps
[2025-12-02T20:46:39.548273] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_gaps']
[2025-12-02T20:46:39.548306] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:46:39.560269] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:46:39.560663] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:46:39.561493] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:39.561551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:39.562400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:46:39.563224] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:39.640068] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:46:39.816741] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:46:39.883317] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: 0.71% | Symbol ETA: 31.0s | Global ETA: N/A
[2025-12-02T20:46:39.883435] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:46:39.884210] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:39.884270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:39.889059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:39.890796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:39.891256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:46:39.899633] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:46:39.938699] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:40.064592] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:46:40.117798] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.37% | Symbol ETA: 31.4s | Global ETA: N/A
[2025-12-02T20:46:40.117914] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:46:40.118686] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:40.118741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:40.119735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:46:40.120689] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:40.303303] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:46:40.455966] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:46:40.474137] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:46:40.538647] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 13.97% | Symbol ETA: 30.4s | Global ETA: N/A
[2025-12-02T20:46:40.538771] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:46:40.539527] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:40.539605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:40.544407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:40.546204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:40.546694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:46:40.594223] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:40.621129] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:46:40.673383] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: 0.05% | Symbol ETA: 30.8s | Global ETA: N/A
[2025-12-02T20:46:40.673500] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:46:40.674254] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:40.674310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:40.675123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:46:40.675895] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:40.939800] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:46:41.011970] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:46:41.109025] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:46:41.172738] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -8.17% | Symbol ETA: 29.8s | Global ETA: N/A
[2025-12-02T20:46:41.175994] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:46:41.227525] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.81% | Symbol ETA: 30.3s | Global ETA: N/A
[2025-12-02T20:46:41.227664] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:46:41.228415] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:41.228471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:41.229280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:46:41.230044] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:41.338456] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: 6.49%, Actual: 4.22%
[2025-12-02T20:46:41.505725] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: 4.49%, Actual: 6.87%
[2025-12-02T20:46:41.562447] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:46:41.674064] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -17.28%, Actual: 0.49%
[2025-12-02T20:46:41.734972] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:46:41.787210] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: -0.32% | Symbol ETA: 29.7s | Global ETA: N/A
[2025-12-02T20:46:41.787335] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:46:41.788105] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:41.788161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:41.788971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:46:41.789766] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:41.845035] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 15.95%, Actual: 0.37%
[2025-12-02T20:46:42.018700] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 8.71%, Actual: 0.83%
[2025-12-02T20:46:42.119846] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:46:42.181379] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -12.31%, Actual: 17.98%
[2025-12-02T20:46:42.283971] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:46:42.334997] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.01% | Symbol ETA: 29.1s | Global ETA: N/A
[2025-12-02T20:46:42.335124] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:46:42.335929] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:42.336003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:42.336802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:46:42.337541] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:42.343942] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: -4.18%, Actual: 7.38%
[2025-12-02T20:46:42.564318] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: 0.71%, Actual: 2.21%
[2025-12-02T20:46:42.667342] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:46:42.734883] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 13.97%, Actual: 2.91%
[2025-12-02T20:46:42.832227] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:46:42.883714] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.53% | Symbol ETA: 28.6s | Global ETA: N/A
[2025-12-02T20:46:42.883845] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:46:42.884591] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:42.884648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:42.885438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:46:42.886195] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:42.905680] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -8.17%, Actual: 1.60%
[2025-12-02T20:46:42.905879] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 33.6073%
[2025-12-02T20:46:42.905967] [INFO ] [main      ] IOVA: DISCARDED add_gap_resolution_state (score: 33.61%)
[2025-12-02T20:46:42.906041] [INFO ] [main      ] IOVA: Testing feature 13/53: add_gaps
[2025-12-02T20:46:42.906074] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_gaps']
[2025-12-02T20:46:42.906109] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:46:42.919682] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:46:42.920070] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:46:42.920958] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:42.921018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:42.926453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:42.928325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:42.928817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:46:42.929697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:43.223227] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:46:43.288420] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:46:43.388672] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:46:43.439897] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -0.54% | Symbol ETA: 28.0s | Global ETA: N/A
[2025-12-02T20:46:43.440019] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:46:43.440769] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:43.440864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:43.441678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:46:43.442421] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:43.459816] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:46:43.529151] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: -1.15% | Symbol ETA: 32.7s | Global ETA: N/A
[2025-12-02T20:46:43.529270] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:46:43.530050] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:43.530110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:43.535033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:43.537185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:43.537866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:46:43.538649] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:43.777733] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:46:43.875949] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:46:43.943091] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:46:43.993844] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.44% | Symbol ETA: 27.5s | Global ETA: N/A
[2025-12-02T20:46:43.993962] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:46:43.994714] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:43.994771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:43.995553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:46:43.996313] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:44.041324] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:46:44.107790] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: 3.67% | Symbol ETA: 32.0s | Global ETA: N/A
[2025-12-02T20:46:44.107912] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:46:44.108708] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:44.108765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:44.113645] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:44.115389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:44.115875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:46:44.116617] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:44.330886] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:46:44.462799] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:46:44.503322] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:46:44.554883] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: 0.99% | Symbol ETA: 26.9s | Global ETA: N/A
[2025-12-02T20:46:44.555001] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:46:44.555751] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:44.555807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:44.556634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:46:44.557455] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:44.632733] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:46:44.700557] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -11.85% | Symbol ETA: 31.4s | Global ETA: N/A
[2025-12-02T20:46:44.700712] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:46:44.701449] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:44.701506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:44.706215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:44.708037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:44.708524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:46:44.709269] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:44.893254] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:46:45.054522] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:46:45.062620] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:46:45.113323] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -0.76% | Symbol ETA: 26.4s | Global ETA: N/A
[2025-12-02T20:46:45.224517] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:46:45.279320] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.37%, Actual: 0.88%
[2025-12-02T20:46:45.293696] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 23.28% | Symbol ETA: 30.8s | Global ETA: N/A
[2025-12-02T20:46:45.293818] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:46:45.294569] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:45.294646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:45.299442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:45.301209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:45.301744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:46:45.302487] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:45.446117] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: 0.05%, Actual: 3.03%
[2025-12-02T20:46:45.616569] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.81%, Actual: 2.47%
[2025-12-02T20:46:45.645451] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:46:45.786963] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -0.32%, Actual: 0.75%
[2025-12-02T20:46:45.820501] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:46:45.888164] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 6.48% | Symbol ETA: 30.2s | Global ETA: N/A
[2025-12-02T20:46:45.888288] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:46:45.889073] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:45.889131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:45.893875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:45.895655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:45.896131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:46:45.896919] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:45.953233] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.01%, Actual: 0.19%
[2025-12-02T20:46:46.118770] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.53%, Actual: 0.95%
[2025-12-02T20:46:46.238802] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:46:46.284868] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -0.54%, Actual: 0.95%
[2025-12-02T20:46:46.419497] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:46:46.451686] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.44%, Actual: 0.95%
[2025-12-02T20:46:46.486647] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -10.22% | Symbol ETA: 29.6s | Global ETA: N/A
[2025-12-02T20:46:46.486763] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:46:46.487499] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:46.487556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:46.492522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:46.494374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:46.494862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:46:46.495624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:46.621420] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: 0.99%, Actual: 1.69%
[2025-12-02T20:46:46.788052] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.76%, Actual: 1.43%
[2025-12-02T20:46:46.788241] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 39.2336%
[2025-12-02T20:46:46.788321] [INFO ] [main      ] MMLP: DISCARDED add_gaps (score: 39.23%)
[2025-12-02T20:46:46.788360] [INFO ] [main      ] MMLP: Testing feature 14/53: add_intraday_skewness_proxies
[2025-12-02T20:46:46.788391] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies']
[2025-12-02T20:46:46.788424] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:46:46.800268] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:46:46.800663] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:46:46.801468] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:46.801524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:46.802350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:46:46.803567] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:46.838445] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:46:47.008973] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:46:47.076977] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: 8.71% | Symbol ETA: 29.0s | Global ETA: N/A
[2025-12-02T20:46:47.077104] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:46:47.078009] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:47.078104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:47.083142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:47.085026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:47.085514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:46:47.086293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:47.141464] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:46:47.307321] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:46:47.360158] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.61% | Symbol ETA: 26.8s | Global ETA: N/A
[2025-12-02T20:46:47.360279] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:46:47.361041] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:47.361097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:47.361901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:46:47.363108] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:47.433734] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:46:47.601669] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:46:47.668109] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: 8.05% | Symbol ETA: 28.4s | Global ETA: N/A
[2025-12-02T20:46:47.668229] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:46:47.669041] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:47.669101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:47.673844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:47.675613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:47.676081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:46:47.676846] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:47.699462] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:46:47.865816] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:46:47.919748] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: -0.21% | Symbol ETA: 26.2s | Global ETA: N/A
[2025-12-02T20:46:47.919880] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:46:47.920944] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:47.921013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:47.922091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:46:47.923797] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:48.019372] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:46:48.182615] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:46:48.248777] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 9.81% | Symbol ETA: 27.8s | Global ETA: N/A
[2025-12-02T20:46:48.248909] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:46:48.249689] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:48.249747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:48.254917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:48.256640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:48.257089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:46:48.257859] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:48.272067] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:46:48.441959] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:46:48.494666] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.88% | Symbol ETA: 25.7s | Global ETA: N/A
[2025-12-02T20:46:48.494783] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:46:48.495510] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:48.495566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:48.496384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:46:48.497671] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:48.596283] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:46:48.766707] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:46:48.831412] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -4.88% | Symbol ETA: 27.2s | Global ETA: N/A
[2025-12-02T20:46:48.841407] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:46:49.000244] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: -1.15%, Actual: 4.22%
[2025-12-02T20:46:49.012990] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:46:49.067594] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: -0.72% | Symbol ETA: 25.1s | Global ETA: N/A
[2025-12-02T20:46:49.067727] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:46:49.068592] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:49.068651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:49.069509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:46:49.070855] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:49.170938] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: 3.67%, Actual: 6.87%
[2025-12-02T20:46:49.343279] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -11.85%, Actual: 0.49%
[2025-12-02T20:46:49.420945] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:46:49.510227] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 23.28%, Actual: 0.37%
[2025-12-02T20:46:49.596300] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:46:49.651063] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.20% | Symbol ETA: 24.6s | Global ETA: N/A
[2025-12-02T20:46:49.651184] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:46:49.651963] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:49.652022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:49.652855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:46:49.654096] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:49.678628] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 6.48%, Actual: 0.83%
[2025-12-02T20:46:49.849397] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -10.22%, Actual: 17.98%
[2025-12-02T20:46:49.996480] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:46:50.019980] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: 8.71%, Actual: 7.38%
[2025-12-02T20:46:50.160311] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:46:50.185608] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: 8.05%, Actual: 2.21%
[2025-12-02T20:46:50.211883] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.59% | Symbol ETA: 24.0s | Global ETA: N/A
[2025-12-02T20:46:50.212010] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:46:50.212793] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:50.212851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:50.213682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:46:50.214928] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:50.352223] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 9.81%, Actual: 2.91%
[2025-12-02T20:46:50.521515] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -4.88%, Actual: 1.60%
[2025-12-02T20:46:50.521742] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 33.2045%
[2025-12-02T20:46:50.521837] [INFO ] [main      ] IOVA: DISCARDED add_gaps (score: 33.20%)
[2025-12-02T20:46:50.521883] [INFO ] [main      ] IOVA: Testing feature 14/53: add_intraday_skewness_proxies
[2025-12-02T20:46:50.521925] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_intraday_skewness_proxies']
[2025-12-02T20:46:50.521962] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:46:50.535398] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:46:50.535817] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:46:50.536689] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:50.536747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:50.542240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:50.544482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:50.545060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:46:50.546542] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:50.550863] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:46:50.718245] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:46:50.770856] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -0.36% | Symbol ETA: 23.4s | Global ETA: N/A
[2025-12-02T20:46:50.770985] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:46:50.771760] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:50.771818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:50.772651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:46:50.773896] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:50.904407] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:46:51.085994] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:46:51.111047] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:46:51.153976] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: 1.31% | Symbol ETA: 28.4s | Global ETA: N/A
[2025-12-02T20:46:51.154099] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:46:51.154873] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:51.154931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:51.159565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:51.161345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:51.161858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:46:51.163022] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:51.275594] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:46:51.326967] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.57% | Symbol ETA: 22.9s | Global ETA: N/A
[2025-12-02T20:46:51.327086] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:46:51.327852] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:51.327909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:51.328753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:46:51.329967] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:51.497079] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:46:51.663133] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:46:51.664755] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:46:51.731445] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: -0.18% | Symbol ETA: 27.6s | Global ETA: N/A
[2025-12-02T20:46:51.731562] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:46:51.732310] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:51.732367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:51.737068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:51.738840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:51.739286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:46:51.740463] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:51.830957] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:46:51.882985] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: 0.87% | Symbol ETA: 22.3s | Global ETA: N/A
[2025-12-02T20:46:51.883108] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:46:51.883856] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:46:51.883912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:51.884728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:46:51.885928] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:52.075473] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:46:52.233996] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:46:52.242251] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:46:52.307881] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -13.53% | Symbol ETA: 27.0s | Global ETA: N/A
[2025-12-02T20:46:52.308041] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:46:52.308793] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:52.308850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:52.313445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:52.315150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:52.315619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:46:52.316765] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:52.403233] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:46:52.457199] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -0.66% | Symbol ETA: 21.7s | Global ETA: N/A
[2025-12-02T20:46:52.625061] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.61%, Actual: 0.88%
[2025-12-02T20:46:52.653378] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:46:52.796550] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: -0.21%, Actual: 3.03%
[2025-12-02T20:46:52.819595] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:46:52.887039] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 25.66% | Symbol ETA: 26.4s | Global ETA: N/A
[2025-12-02T20:46:52.887157] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:46:52.887909] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:52.887986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:52.892776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:52.894471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:52.894976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:46:52.896161] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:52.965423] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.88%, Actual: 2.47%
[2025-12-02T20:46:53.138549] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -0.72%, Actual: 0.75%
[2025-12-02T20:46:53.231082] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:46:53.305521] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.20%, Actual: 0.19%
[2025-12-02T20:46:53.395157] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:46:53.463544] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 7.85% | Symbol ETA: 25.8s | Global ETA: N/A
[2025-12-02T20:46:53.463712] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:46:53.464457] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:53.464514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:53.469098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:53.470820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:53.471274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:46:53.472414] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:53.480211] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.59%, Actual: 0.95%
[2025-12-02T20:46:53.647514] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -0.36%, Actual: 0.95%
[2025-12-02T20:46:53.810500] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:46:53.819111] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.57%, Actual: 0.95%
[2025-12-02T20:46:53.978970] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:46:53.984904] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: 0.87%, Actual: 1.69%
[2025-12-02T20:46:54.045277] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -6.46% | Symbol ETA: 25.2s | Global ETA: N/A
[2025-12-02T20:46:54.045397] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:46:54.046177] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:54.046237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:54.051102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:54.052865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:54.053329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:46:54.054477] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:54.150693] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.66%, Actual: 1.43%
[2025-12-02T20:46:54.150873] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 52.7941%
[2025-12-02T20:46:54.150982] [INFO ] [main      ] MMLP: KEPT add_intraday_skewness_proxies (score: 52.79%)
[2025-12-02T20:46:54.151034] [INFO ] [main      ] MMLP: Testing feature 15/53: add_intraday_volatility_percentile
[2025-12-02T20:46:54.151070] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies', 'add_intraday_volatility_percentile']
[2025-12-02T20:46:54.151110] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:46:54.163983] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:46:54.164359] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:46:54.165231] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:46:54.165290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:54.166123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:46:54.167365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:46:54.242705] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:54.394678] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:46:54.562114] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:46:54.580197] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:46:54.628676] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: 4.91% | Symbol ETA: 24.6s | Global ETA: N/A
[2025-12-02T20:46:54.628817] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:46:54.629549] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:54.629626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:54.634277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:54.635969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:54.636420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:46:54.637890] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:54.747904] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:46:54.801371] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.15% | Symbol ETA: 25.7s | Global ETA: N/A
[2025-12-02T20:46:54.801490] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:46:54.802252] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:46:54.802340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:54.803176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:46:54.804436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:46:54.878211] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:54.969543] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:46:55.137739] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:46:55.203481] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: -1.96% | Symbol ETA: 24.0s | Global ETA: N/A
[2025-12-02T20:46:55.203624] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:46:55.204348] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:55.204406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:55.209058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:55.210831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:55.211293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:46:55.212464] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:55.217745] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:46:55.385201] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:46:55.438687] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: 0.07% | Symbol ETA: 25.1s | Global ETA: N/A
[2025-12-02T20:46:55.438809] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:46:55.439544] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:46:55.439664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:55.440463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:46:55.441685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:46:55.517129] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:55.544617] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:46:55.710832] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:46:55.776772] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 11.15% | Symbol ETA: 23.4s | Global ETA: N/A
[2025-12-02T20:46:55.776892] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:46:55.777630] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:55.777688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:55.782379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:55.784128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:55.784591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:46:55.785732] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:55.858325] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:46:56.024638] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:46:56.077083] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.99% | Symbol ETA: 24.4s | Global ETA: N/A
[2025-12-02T20:46:56.077210] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:46:56.077998] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:46:56.078055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:56.078882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:46:56.080080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:46:56.117950] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:46:56.154414] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:56.287673] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:46:56.357059] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -0.11% | Symbol ETA: 22.8s | Global ETA: N/A
[2025-12-02T20:46:56.494785] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:46:56.526633] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: 1.31%, Actual: 4.22%
[2025-12-02T20:46:56.664375] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:46:56.695559] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: -0.18%, Actual: 6.87%
[2025-12-02T20:46:56.718457] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: -0.16% | Symbol ETA: 23.8s | Global ETA: N/A
[2025-12-02T20:46:56.718601] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:46:56.719341] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:46:56.719400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:56.720233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:46:56.721464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:46:56.797221] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:56.863428] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -13.53%, Actual: 0.49%
[2025-12-02T20:46:57.032148] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 25.66%, Actual: 0.37%
[2025-12-02T20:46:57.137115] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:46:57.202797] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 7.85%, Actual: 0.83%
[2025-12-02T20:46:57.305105] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:46:57.357414] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.77% | Symbol ETA: 23.2s | Global ETA: N/A
[2025-12-02T20:46:57.357531] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:46:57.358343] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:46:57.358404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:57.359236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:46:57.360476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:46:57.373262] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -6.46%, Actual: 17.98%
[2025-12-02T20:46:57.436051] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:57.541224] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: 4.91%, Actual: 7.38%
[2025-12-02T20:46:57.708666] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: -1.96%, Actual: 2.21%
[2025-12-02T20:46:57.770378] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:46:57.878362] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 11.15%, Actual: 2.91%
[2025-12-02T20:46:57.941946] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:46:57.994075] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 22.5s | Global ETA: N/A
[2025-12-02T20:46:57.994195] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:46:57.994962] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:46:57.995041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:57.995867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:46:57.997050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:46:58.043616] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -0.11%, Actual: 1.60%
[2025-12-02T20:46:58.043818] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 27.9428%
[2025-12-02T20:46:58.043895] [INFO ] [main      ] IOVA: DISCARDED add_intraday_skewness_proxies (score: 27.94%)
[2025-12-02T20:46:58.043935] [INFO ] [main      ] IOVA: Testing feature 15/53: add_intraday_volatility_percentile
[2025-12-02T20:46:58.043966] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_intraday_volatility_percentile']
[2025-12-02T20:46:58.043998] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:46:58.057755] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:46:58.058170] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:46:58.059011] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:58.059072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:58.063734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:58.065467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:58.065952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:46:58.068974] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:58.138988] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:58.406702] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:46:58.473565] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:46:58.570640] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:46:58.621618] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -0.24% | Symbol ETA: 21.9s | Global ETA: N/A
[2025-12-02T20:46:58.621747] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:46:58.622496] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:46:58.622554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:58.623371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:46:58.624561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:46:58.639132] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:46:58.695050] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:58.704612] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: -3.37% | Symbol ETA: 26.2s | Global ETA: N/A
[2025-12-02T20:46:58.704747] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:46:58.705492] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:58.705549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:58.710277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:58.712109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:58.712589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:46:58.786194] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:59.021718] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:46:59.132801] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:46:59.188116] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:46:59.239444] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.56% | Symbol ETA: 21.3s | Global ETA: N/A
[2025-12-02T20:46:59.239566] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:46:59.240322] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:46:59.240379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:59.241219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:46:59.242427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:46:59.305473] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:46:59.313697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:59.371669] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: 1.35% | Symbol ETA: 25.7s | Global ETA: N/A
[2025-12-02T20:46:59.371791] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:46:59.372549] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:46:59.372632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:46:59.377393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:46:59.379183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:46:59.379702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:46:59.455229] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:59.644817] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:46:59.808946] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:46:59.809724] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:46:59.861537] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: 0.43% | Symbol ETA: 20.6s | Global ETA: N/A
[2025-12-02T20:46:59.861675] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:46:59.862397] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:46:59.862454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:46:59.863296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:46:59.864496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:46:59.935362] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:46:59.984934] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:47:00.053264] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -11.07% | Symbol ETA: 25.1s | Global ETA: N/A
[2025-12-02T20:47:00.053390] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:47:00.054211] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:00.054288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:00.059918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:00.061978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:00.062483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:47:00.149908] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:00.265261] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:47:00.430523] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:47:00.482293] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -0.66% | Symbol ETA: 20.0s | Global ETA: N/A
[2025-12-02T20:47:00.501461] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:47:00.654218] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.15%, Actual: 0.88%
[2025-12-02T20:47:00.684688] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:47:00.751055] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 22.26% | Symbol ETA: 24.5s | Global ETA: N/A
[2025-12-02T20:47:00.751178] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:47:00.751959] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:00.752017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:00.756736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:00.758470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:00.758944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:47:00.819421] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: 0.07%, Actual: 3.03%
[2025-12-02T20:47:00.832121] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:00.984218] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.99%, Actual: 2.47%
[2025-12-02T20:47:01.148982] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -0.16%, Actual: 0.75%
[2025-12-02T20:47:01.165930] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:47:01.314657] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.77%, Actual: 0.19%
[2025-12-02T20:47:01.332173] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:47:01.397789] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 3.67% | Symbol ETA: 23.8s | Global ETA: N/A
[2025-12-02T20:47:01.397913] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:47:01.398689] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:01.398746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:01.403365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:01.405053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:01.405498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:47:01.479803] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:01.479871] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.95%
[2025-12-02T20:47:01.647242] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -0.24%, Actual: 0.95%
[2025-12-02T20:47:01.815995] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:47:01.825439] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.56%, Actual: 0.95%
[2025-12-02T20:47:01.984607] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:47:01.996765] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: 0.43%, Actual: 1.69%
[2025-12-02T20:47:02.052026] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -8.59% | Symbol ETA: 23.1s | Global ETA: N/A
[2025-12-02T20:47:02.052159] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:47:02.052954] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:02.053013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:02.057799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:02.059597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:02.060103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:47:02.134636] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:02.163560] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.66%, Actual: 1.43%
[2025-12-02T20:47:02.163788] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 29.1549%
[2025-12-02T20:47:02.163848] [INFO ] [main      ] MMLP: DISCARDED add_intraday_volatility_percentile (score: 29.15%)
[2025-12-02T20:47:02.163906] [INFO ] [main      ] MMLP: Testing feature 16/53: add_last_hour_momentum_mag
[2025-12-02T20:47:02.163938] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies', 'add_last_hour_momentum_mag']
[2025-12-02T20:47:02.163972] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:47:02.176544] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:47:02.176936] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:47:02.177772] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:02.177829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:02.178712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:02.179939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:47:02.180543] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:02.491616] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:47:02.518595] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:47:02.665621] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:47:02.686085] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:47:02.733487] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: -0.45% | Symbol ETA: 22.4s | Global ETA: N/A
[2025-12-02T20:47:02.733637] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:47:02.734418] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:02.734478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:02.739426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:02.740377] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.17% | Symbol ETA: 24.8s | Global ETA: N/A
[2025-12-02T20:47:02.740502] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:47:02.741451] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:02.741480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:02.741510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:02.742151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:47:02.742494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:02.743909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:47:02.744524] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:02.815890] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:03.075188] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:47:03.168053] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:47:03.242835] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:47:03.295298] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: -0.61% | Symbol ETA: 24.2s | Global ETA: N/A
[2025-12-02T20:47:03.295418] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:47:03.296176] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:03.296233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:03.297052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:03.298292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:47:03.298922] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:03.342944] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:47:03.407173] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: 3.33% | Symbol ETA: 21.8s | Global ETA: N/A
[2025-12-02T20:47:03.407295] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:47:03.408113] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:03.408173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:03.412860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:03.414545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:03.415017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:47:03.486692] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:03.634932] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:47:03.803224] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:47:03.837116] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:47:03.856500] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.86% | Symbol ETA: 23.7s | Global ETA: N/A
[2025-12-02T20:47:03.856642] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:47:03.857365] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:03.857421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:03.858241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:03.859442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:47:03.860097] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:04.014318] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:47:04.081373] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 6.97% | Symbol ETA: 21.1s | Global ETA: N/A
[2025-12-02T20:47:04.081494] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:47:04.082288] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:04.082348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:04.087177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:04.089041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:04.089506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:47:04.165201] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:04.194679] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:47:04.362750] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:47:04.415355] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: -0.65% | Symbol ETA: 23.1s | Global ETA: N/A
[2025-12-02T20:47:04.415471] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:47:04.416230] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:04.416295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:04.417111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:04.418336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:47:04.418970] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:04.536557] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:47:04.705122] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:47:04.760392] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:47:04.769339] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -8.48% | Symbol ETA: 20.4s | Global ETA: N/A
[2025-12-02T20:47:04.927350] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:47:04.934179] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: -3.37%, Actual: 4.22%
[2025-12-02T20:47:04.980159] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.44% | Symbol ETA: 22.6s | Global ETA: N/A
[2025-12-02T20:47:04.980278] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:47:04.981024] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:04.981081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:04.981894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:04.983096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:47:04.983750] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:05.097518] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: 1.35%, Actual: 6.87%
[2025-12-02T20:47:05.259821] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -11.07%, Actual: 0.49%
[2025-12-02T20:47:05.315389] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:47:05.425042] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 22.26%, Actual: 0.37%
[2025-12-02T20:47:05.481824] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:47:05.534097] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: -0.21% | Symbol ETA: 22.0s | Global ETA: N/A
[2025-12-02T20:47:05.534219] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:47:05.534970] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:05.535027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:05.535840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:05.537092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:47:05.537714] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:05.590547] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 3.67%, Actual: 0.83%
[2025-12-02T20:47:05.755751] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -8.59%, Actual: 17.98%
[2025-12-02T20:47:05.876031] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:47:05.919953] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: -0.45%, Actual: 7.38%
[2025-12-02T20:47:06.043590] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:47:06.084147] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: 3.33%, Actual: 2.21%
[2025-12-02T20:47:06.095736] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -0.73% | Symbol ETA: 21.4s | Global ETA: N/A
[2025-12-02T20:47:06.095897] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:47:06.096643] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:06.096700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:06.097514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:06.098777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:47:06.099388] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:06.248050] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 6.97%, Actual: 2.91%
[2025-12-02T20:47:06.413051] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -8.48%, Actual: 1.60%
[2025-12-02T20:47:06.413198] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 31.1573%
[2025-12-02T20:47:06.413270] [INFO ] [main      ] IOVA: DISCARDED add_intraday_volatility_percentile (score: 31.16%)
[2025-12-02T20:47:06.413310] [INFO ] [main      ] IOVA: Testing feature 16/53: add_last_hour_momentum_mag
[2025-12-02T20:47:06.413340] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_last_hour_momentum_mag']
[2025-12-02T20:47:06.413370] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:47:06.426887] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:47:06.427447] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:47:06.428278] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:06.428336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:06.432989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:06.434705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:06.435148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:47:06.435686] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:47:06.435767] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:06.605856] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:47:06.657087] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.40% | Symbol ETA: 20.9s | Global ETA: N/A
[2025-12-02T20:47:06.657206] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:47:06.658007] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:06.658064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:06.658901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:06.660123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:47:06.660751] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:06.768822] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:47:06.933429] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:47:06.993941] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:47:06.999024] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: -0.35% | Symbol ETA: 25.8s | Global ETA: N/A
[2025-12-02T20:47:06.999140] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:47:06.999918] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:06.999981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:07.004614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:07.006332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:07.006810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:47:07.007401] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:07.161525] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:47:07.213559] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: 0.49% | Symbol ETA: 20.3s | Global ETA: N/A
[2025-12-02T20:47:07.213704] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:47:07.214472] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:07.214536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:07.215343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:07.216540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:47:07.217166] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:07.339227] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:47:07.503126] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:47:07.549458] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:47:07.568694] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: 2.79% | Symbol ETA: 25.2s | Global ETA: N/A
[2025-12-02T20:47:07.568842] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:47:07.569618] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:07.569676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:07.574365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:07.576091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:07.576543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:47:07.577155] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:07.716650] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:47:07.769110] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -0.68% | Symbol ETA: 19.8s | Global ETA: N/A
[2025-12-02T20:47:07.908470] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:47:07.935989] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.17%, Actual: 0.88%
[2025-12-02T20:47:08.071933] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:47:08.101361] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: -0.61%, Actual: 3.03%
[2025-12-02T20:47:08.136868] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -12.78% | Symbol ETA: 24.6s | Global ETA: N/A
[2025-12-02T20:47:08.136985] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:47:08.137736] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:08.137794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:08.142412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:08.144103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:08.144544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:47:08.145154] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:08.267557] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.86%, Actual: 2.47%
[2025-12-02T20:47:08.434223] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -0.65%, Actual: 0.75%
[2025-12-02T20:47:08.478952] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:47:08.607110] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.44%, Actual: 0.19%
[2025-12-02T20:47:08.645381] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:47:08.709724] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 17.16% | Symbol ETA: 24.1s | Global ETA: N/A
[2025-12-02T20:47:08.709847] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:47:08.710589] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:08.710646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:08.715261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:08.716983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:08.717424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:47:08.718053] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:08.782685] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: -0.21%, Actual: 0.95%
[2025-12-02T20:47:08.949180] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -0.73%, Actual: 0.95%
[2025-12-02T20:47:09.049034] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:47:09.126856] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.40%, Actual: 0.95%
[2025-12-02T20:47:09.213923] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:47:09.278534] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 10.19% | Symbol ETA: 23.5s | Global ETA: N/A
[2025-12-02T20:47:09.278675] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:47:09.279395] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:09.279452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:09.284140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:09.285840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:09.286288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:47:09.286902] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:09.292003] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: 0.49%, Actual: 1.69%
[2025-12-02T20:47:09.460032] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.68%, Actual: 1.43%
[2025-12-02T20:47:09.460226] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 41.6832%
[2025-12-02T20:47:09.460311] [INFO ] [main      ] MMLP: DISCARDED add_last_hour_momentum_mag (score: 41.68%)
[2025-12-02T20:47:09.460350] [INFO ] [main      ] MMLP: Testing feature 17/53: add_late_day_volatility
[2025-12-02T20:47:09.460380] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies', 'add_late_day_volatility']
[2025-12-02T20:47:09.460414] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:47:09.472467] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:47:09.472847] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:47:09.473686] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:09.473742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:09.474564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:09.475798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:47:09.477615] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:09.619656] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:47:09.786569] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:47:09.809705] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:47:09.851033] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -7.05% | Symbol ETA: 22.9s | Global ETA: N/A
[2025-12-02T20:47:09.851181] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:47:09.851993] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:09.852050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:09.856751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:09.858524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:09.859012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:47:09.859625] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:09.975846] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:47:10.028852] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.17% | Symbol ETA: 21.4s | Global ETA: N/A
[2025-12-02T20:47:10.028977] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:47:10.029737] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:10.029794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:10.030601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:10.031818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:47:10.033595] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:10.190964] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:47:10.356082] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:47:10.370436] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:47:10.420925] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: 0.48% | Symbol ETA: 22.4s | Global ETA: N/A
[2025-12-02T20:47:10.421049] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:47:10.421810] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:10.421866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:10.426441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:10.428147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:10.428621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:47:10.429224] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:10.536630] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:47:10.590177] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 20.9s | Global ETA: N/A
[2025-12-02T20:47:10.590304] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:47:10.591089] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:10.591147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:10.591982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:10.593250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:47:10.595225] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:10.761326] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:47:10.924194] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:47:10.926272] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:47:10.991069] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: -0.29% | Symbol ETA: 21.8s | Global ETA: N/A
[2025-12-02T20:47:10.991189] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:47:10.991942] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:10.992001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:10.996625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:10.998331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:10.998797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:47:10.999396] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:11.086434] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:47:11.138282] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.21% | Symbol ETA: 20.3s | Global ETA: N/A
[2025-12-02T20:47:11.138404] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:47:11.139162] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:11.139220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:11.140037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:11.141246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:47:11.143000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:11.330405] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:47:11.472313] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:47:11.496207] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:47:11.560202] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 2.97% | Symbol ETA: 21.2s | Global ETA: N/A
[2025-12-02T20:47:11.560319] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:47:11.561079] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:11.561135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:11.565772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:11.567460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:11.567920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:47:11.568588] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:11.634774] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:47:11.686823] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: -0.92% | Symbol ETA: 19.7s | Global ETA: N/A
[2025-12-02T20:47:11.686943] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:47:11.687695] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:11.687752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:11.688583] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:11.689788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:47:11.691532] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:11.901500] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:47:12.020972] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:47:12.068557] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:47:12.133136] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -6.98% | Symbol ETA: 20.6s | Global ETA: N/A
[2025-12-02T20:47:12.185619] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:47:12.237880] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.64% | Symbol ETA: 19.2s | Global ETA: N/A
[2025-12-02T20:47:12.238022] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:47:12.238781] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:12.238838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:12.239665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:12.240864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:47:12.242602] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:12.303030] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: -0.35%, Actual: 4.22%
[2025-12-02T20:47:12.473541] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: 2.79%, Actual: 6.87%
[2025-12-02T20:47:12.587728] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:47:12.647624] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -12.78%, Actual: 0.49%
[2025-12-02T20:47:12.768847] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:47:12.821780] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 17.16%, Actual: 0.37%
[2025-12-02T20:47:12.821913] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.96% | Symbol ETA: 18.6s | Global ETA: N/A
[2025-12-02T20:47:12.822040] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:47:12.822824] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:12.822882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:12.823729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:12.824965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:47:12.826737] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:12.997176] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 10.19%, Actual: 0.83%
[2025-12-02T20:47:13.188052] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:47:13.261827] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -7.05%, Actual: 17.98%
[2025-12-02T20:47:13.363654] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:47:13.416920] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -0.46% | Symbol ETA: 18.1s | Global ETA: N/A
[2025-12-02T20:47:13.417056] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:47:13.417862] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:13.417920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:13.418946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:13.420249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:47:13.422129] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:13.494545] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: 0.48%, Actual: 7.38%
[2025-12-02T20:47:13.719530] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: -0.29%, Actual: 2.21%
[2025-12-02T20:47:13.783949] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:47:13.932231] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 2.97%, Actual: 2.91%
[2025-12-02T20:47:13.963453] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:47:14.019839] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 1.16% | Symbol ETA: 17.6s | Global ETA: N/A
[2025-12-02T20:47:14.019962] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:47:14.020976] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:14.021039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:14.022143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:14.023738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:47:14.025559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:14.111177] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -6.98%, Actual: 1.60%
[2025-12-02T20:47:14.111378] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 26.0706%
[2025-12-02T20:47:14.111475] [INFO ] [main      ] IOVA: DISCARDED add_last_hour_momentum_mag (score: 26.07%)
[2025-12-02T20:47:14.111518] [INFO ] [main      ] IOVA: Testing feature 17/53: add_late_day_volatility
[2025-12-02T20:47:14.111553] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_day_volatility']
[2025-12-02T20:47:14.111605] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:47:14.125876] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:47:14.126300] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:47:14.127344] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:14.127412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:14.132556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:14.134643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:14.135163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:47:14.137090] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:14.375454] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:47:14.504523] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:47:14.543475] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:47:14.596149] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: -0.07% | Symbol ETA: 17.0s | Global ETA: N/A
[2025-12-02T20:47:14.596274] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:47:14.597032] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:14.597089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:14.597902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:14.599126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:47:14.600965] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:14.684717] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:47:14.752902] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: -3.20% | Symbol ETA: 23.0s | Global ETA: N/A
[2025-12-02T20:47:14.753035] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:47:14.753839] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:14.753898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:14.758800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:14.760622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:14.761091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:47:14.762898] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:14.937121] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:47:15.102451] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:47:15.123454] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:47:15.177303] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -0.61% | Symbol ETA: 16.4s | Global ETA: N/A
[2025-12-02T20:47:15.270729] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:47:15.336900] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: -2.40% | Symbol ETA: 22.2s | Global ETA: N/A
[2025-12-02T20:47:15.337036] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:47:15.337807] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:15.337865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:15.342868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:15.344649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:15.345113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:47:15.346858] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:15.357062] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.17%, Actual: 0.88%
[2025-12-02T20:47:15.533751] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: 0.00%, Actual: 3.03%
[2025-12-02T20:47:15.692164] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:47:15.710636] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.21%, Actual: 2.47%
[2025-12-02T20:47:15.863071] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:47:15.880989] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -0.92%, Actual: 0.75%
[2025-12-02T20:47:15.934121] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -16.11% | Symbol ETA: 21.5s | Global ETA: N/A
[2025-12-02T20:47:15.934249] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:47:15.935049] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:15.935108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:15.939921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:15.941731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:15.942212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:47:15.943971] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:16.049966] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.64%, Actual: 0.19%
[2025-12-02T20:47:16.225526] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.96%, Actual: 0.95%
[2025-12-02T20:47:16.283262] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:47:16.404238] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -0.46%, Actual: 0.95%
[2025-12-02T20:47:16.453694] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:47:16.521529] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 22.30% | Symbol ETA: 20.9s | Global ETA: N/A
[2025-12-02T20:47:16.521669] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:47:16.522427] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:16.522487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:16.527236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:16.529005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:16.529473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:47:16.531269] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:16.578115] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 1.16%, Actual: 0.95%
[2025-12-02T20:47:16.753873] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: -0.07%, Actual: 1.69%
[2025-12-02T20:47:16.861511] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:47:16.925670] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.61%, Actual: 1.43%
[2025-12-02T20:47:16.925875] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 37.2319%
[2025-12-02T20:47:16.925974] [INFO ] [main      ] MMLP: DISCARDED add_late_day_volatility (score: 37.23%)
[2025-12-02T20:47:16.926041] [INFO ] [main      ] MMLP: Testing feature 18/53: add_late_hour_microstructure
[2025-12-02T20:47:16.926074] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies', 'add_late_hour_microstructure']
[2025-12-02T20:47:16.926107] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:47:16.938199] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:47:16.938637] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:47:16.939510] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:16.939569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:16.940428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:16.941777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:47:16.944521] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:17.027263] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:47:17.092689] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 11.26% | Symbol ETA: 20.3s | Global ETA: N/A
[2025-12-02T20:47:17.092807] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:47:17.093535] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:17.093614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:17.098252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:17.100277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:17.100762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:47:17.102535] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:17.294469] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:47:17.450751] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:47:17.470437] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:47:17.527662] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.35% | Symbol ETA: 20.7s | Global ETA: N/A
[2025-12-02T20:47:17.527789] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:47:17.528613] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:17.528672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:17.529505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:17.530774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:47:17.533422] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:17.617242] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:47:17.682000] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -7.61% | Symbol ETA: 19.7s | Global ETA: N/A
[2025-12-02T20:47:17.682119] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:47:17.682874] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:17.682931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:17.687528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:17.689299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:17.689763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:47:17.691534] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:17.895838] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:47:18.028462] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:47:18.068288] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:47:18.122553] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: -0.80% | Symbol ETA: 20.1s | Global ETA: N/A
[2025-12-02T20:47:18.122708] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:47:18.123454] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:18.123511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:18.124331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:18.125556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:47:18.128191] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:18.194777] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:47:18.263377] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: -2.73% | Symbol ETA: 19.1s | Global ETA: N/A
[2025-12-02T20:47:18.263498] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:47:18.264302] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:18.264360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:18.269096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:18.270894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:18.271351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:47:18.273081] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:18.464648] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:47:18.608741] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:47:18.634519] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:47:18.689987] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.03% | Symbol ETA: 19.5s | Global ETA: N/A
[2025-12-02T20:47:18.690114] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:47:18.690968] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:18.691028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:18.691873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:18.693085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:47:18.695840] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:18.775278] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:47:18.839518] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: 3.95% | Symbol ETA: 18.5s | Global ETA: N/A
[2025-12-02T20:47:18.839676] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:47:18.840400] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:18.840457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:18.845072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:18.846773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:18.847221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:47:18.849041] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:19.028309] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:47:19.177229] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:47:19.196995] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:47:19.253112] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: -0.05% | Symbol ETA: 18.8s | Global ETA: N/A
[2025-12-02T20:47:19.253251] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:47:19.254007] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:19.254064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:19.254947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:19.256211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:47:19.262604] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:19.340176] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:47:19.404146] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 3.17% | Symbol ETA: 17.9s | Global ETA: N/A
[2025-12-02T20:47:19.404260] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:47:19.405008] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:19.405066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:19.409717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:19.411388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:19.411857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:47:19.413568] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:19.619656] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:47:19.747803] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:47:19.798455] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:47:19.858099] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: -0.48% | Symbol ETA: 18.3s | Global ETA: N/A
[2025-12-02T20:47:19.858224] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:47:19.858968] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:19.859025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:19.859834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:19.861041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:47:19.863598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:19.915588] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:47:19.978463] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -3.17% | Symbol ETA: 17.3s | Global ETA: N/A
[2025-12-02T20:47:20.149517] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: -3.20%, Actual: 4.22%
[2025-12-02T20:47:20.193066] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:47:20.318793] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: -2.40%, Actual: 6.87%
[2025-12-02T20:47:20.358080] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:47:20.412368] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.17% | Symbol ETA: 17.7s | Global ETA: N/A
[2025-12-02T20:47:20.412487] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:47:20.413239] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:20.413321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:20.414133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:20.415345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:47:20.417958] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:20.484144] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -16.11%, Actual: 0.49%
[2025-12-02T20:47:20.647663] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 22.30%, Actual: 0.37%
[2025-12-02T20:47:20.748286] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:47:20.812475] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 11.26%, Actual: 0.83%
[2025-12-02T20:47:20.914271] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:47:20.968784] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: 0.92% | Symbol ETA: 17.1s | Global ETA: N/A
[2025-12-02T20:47:20.968903] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:47:20.969657] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:20.969716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:20.970530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:20.971753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:47:20.974325] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:20.978308] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -7.61%, Actual: 17.98%
[2025-12-02T20:47:21.143262] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: -2.73%, Actual: 7.38%
[2025-12-02T20:47:21.305311] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:47:21.306980] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: 3.95%, Actual: 2.21%
[2025-12-02T20:47:21.472511] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 3.17%, Actual: 2.91%
[2025-12-02T20:47:21.472536] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:47:21.525620] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.35% | Symbol ETA: 16.5s | Global ETA: N/A
[2025-12-02T20:47:21.525740] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:47:21.526468] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:21.526525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:21.527328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:21.528619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:47:21.531204] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:21.641637] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -3.17%, Actual: 1.60%
[2025-12-02T20:47:21.641807] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 37.4576%
[2025-12-02T20:47:21.641884] [INFO ] [main      ] IOVA: DISCARDED add_late_day_volatility (score: 37.46%)
[2025-12-02T20:47:21.641924] [INFO ] [main      ] IOVA: Testing feature 18/53: add_late_hour_microstructure
[2025-12-02T20:47:21.641953] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_hour_microstructure']
[2025-12-02T20:47:21.641986] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:47:21.655418] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:47:21.655804] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:47:21.656649] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:21.656707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:21.661549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:21.663397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:21.663877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:47:21.666551] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:21.866243] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:47:22.011123] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:47:22.039120] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:47:22.092603] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: -0.62% | Symbol ETA: 15.9s | Global ETA: N/A
[2025-12-02T20:47:22.092722] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:47:22.093445] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:22.093503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:22.094341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:22.095543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:47:22.098120] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:22.175638] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:47:22.243610] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: 6.50% | Symbol ETA: 20.8s | Global ETA: N/A
[2025-12-02T20:47:22.243725] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:47:22.244468] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:22.244526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:22.249123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:22.250809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:22.251255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:47:22.253820] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:22.429082] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:47:22.584946] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:47:22.603221] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:47:22.657854] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: 0.89% | Symbol ETA: 15.4s | Global ETA: N/A
[2025-12-02T20:47:22.750951] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:47:22.816601] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: 0.72% | Symbol ETA: 20.1s | Global ETA: N/A
[2025-12-02T20:47:22.816716] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:47:22.817435] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:22.817492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:22.822115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:22.823803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:22.824245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:47:22.826799] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:22.827875] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.35%, Actual: 0.88%
[2025-12-02T20:47:23.012197] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: -0.80%, Actual: 3.03%
[2025-12-02T20:47:23.157739] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:47:23.180773] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.03%, Actual: 2.47%
[2025-12-02T20:47:23.321224] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:47:23.347510] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -0.05%, Actual: 0.75%
[2025-12-02T20:47:23.388058] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -15.08% | Symbol ETA: 19.5s | Global ETA: N/A
[2025-12-02T20:47:23.388178] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:47:23.388933] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:23.389007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:23.393628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:23.395293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:23.395765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:47:23.398325] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:23.518780] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: -0.48%, Actual: 0.19%
[2025-12-02T20:47:23.694089] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.17%, Actual: 0.95%
[2025-12-02T20:47:23.732898] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:47:23.859903] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: 0.92%, Actual: 0.95%
[2025-12-02T20:47:23.897793] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:47:23.965866] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 14.13% | Symbol ETA: 19.0s | Global ETA: N/A
[2025-12-02T20:47:23.965985] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:47:23.966730] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:23.966787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:23.971527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:23.973237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:23.973726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:47:23.976265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:24.028957] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.35%, Actual: 0.95%
[2025-12-02T20:47:24.196880] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: -0.62%, Actual: 1.69%
[2025-12-02T20:47:24.315863] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:47:24.368977] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: 0.89%, Actual: 1.43%
[2025-12-02T20:47:24.369176] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 35.5777%
[2025-12-02T20:47:24.369267] [INFO ] [main      ] MMLP: DISCARDED add_late_hour_microstructure (score: 35.58%)
[2025-12-02T20:47:24.369318] [INFO ] [main      ] MMLP: Testing feature 19/53: add_late_session_pressure
[2025-12-02T20:47:24.369354] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies', 'add_late_session_pressure']
[2025-12-02T20:47:24.369391] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:47:24.380287] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:47:24.380650] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:47:24.381475] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:24.381535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:24.382398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:24.383689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:24.384770] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:24.494900] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:47:24.565139] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 9.52% | Symbol ETA: 18.4s | Global ETA: N/A
[2025-12-02T20:47:24.565266] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:47:24.566045] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:24.566103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:24.571134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:24.572970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:24.573436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:47:24.576506] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:24.734406] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:47:24.901049] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:47:24.937131] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:47:24.957127] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.00% | Symbol ETA: 19.2s | Global ETA: N/A
[2025-12-02T20:47:24.957246] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:47:24.958033] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:24.958091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:24.958939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:24.960189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:24.961202] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:25.121802] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:47:25.190538] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -10.68% | Symbol ETA: 17.9s | Global ETA: N/A
[2025-12-02T20:47:25.190679] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:47:25.191441] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:25.191501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:25.196461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:25.198497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:25.198985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:47:25.201700] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:25.292903] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:47:25.458138] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:47:25.512103] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: -0.30% | Symbol ETA: 18.6s | Global ETA: N/A
[2025-12-02T20:47:25.512226] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:47:25.512979] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:25.513035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:25.513846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:25.515120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:25.516134] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:25.544603] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:47:25.709591] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:47:25.775501] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: 4.76% | Symbol ETA: 17.3s | Global ETA: N/A
[2025-12-02T20:47:25.775640] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:47:25.776398] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:25.776455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:25.781144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:25.782860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:25.783322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:47:25.785913] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:25.851857] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:47:26.022985] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:47:26.075565] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.45% | Symbol ETA: 18.0s | Global ETA: N/A
[2025-12-02T20:47:26.075706] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:47:26.076433] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:26.076490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:26.077306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:26.078541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:26.079545] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:26.124214] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:47:26.291594] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:47:26.359873] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: 6.08% | Symbol ETA: 16.7s | Global ETA: N/A
[2025-12-02T20:47:26.359992] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:47:26.360817] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:26.360877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:26.365713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:26.367487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:26.368001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:47:26.370704] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:26.411320] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:47:26.578204] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:47:26.633260] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: 0.30% | Symbol ETA: 17.4s | Global ETA: N/A
[2025-12-02T20:47:26.633379] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:47:26.634172] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:26.634231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:26.635073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:26.636322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:26.637379] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:26.712361] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:47:26.881769] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:47:26.946790] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 11.95% | Symbol ETA: 16.1s | Global ETA: N/A
[2025-12-02T20:47:26.946907] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:47:26.947644] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:26.947702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:26.952403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:26.954157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:26.954645] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:47:26.957262] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:26.978860] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:47:27.146264] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:47:27.200827] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.02% | Symbol ETA: 16.9s | Global ETA: N/A
[2025-12-02T20:47:27.200957] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:47:27.201743] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:27.201801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:27.202630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:27.203832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:27.204822] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:27.302743] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:47:27.467145] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:47:27.532787] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -10.27% | Symbol ETA: 15.5s | Global ETA: N/A
[2025-12-02T20:47:27.539205] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:47:27.704127] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: 6.50%, Actual: 4.22%
[2025-12-02T20:47:27.705135] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:47:27.759180] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.84% | Symbol ETA: 16.3s | Global ETA: N/A
[2025-12-02T20:47:27.759300] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:47:27.760059] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:27.760117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:27.760927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:27.762130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:27.763133] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:27.872474] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: 0.72%, Actual: 6.87%
[2025-12-02T20:47:28.037935] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -15.08%, Actual: 0.49%
[2025-12-02T20:47:28.094699] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:47:28.204382] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 14.13%, Actual: 0.37%
[2025-12-02T20:47:28.281019] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:47:28.337616] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -1.61% | Symbol ETA: 15.8s | Global ETA: N/A
[2025-12-02T20:47:28.337741] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:47:28.338613] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:28.338673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:28.339511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:28.340955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:28.341969] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:28.370629] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 9.52%, Actual: 0.83%
[2025-12-02T20:47:28.536600] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -10.68%, Actual: 17.98%
[2025-12-02T20:47:28.682104] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:47:28.704021] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: 4.76%, Actual: 7.38%
[2025-12-02T20:47:28.848669] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:47:28.877058] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: 6.08%, Actual: 2.21%
[2025-12-02T20:47:28.901341] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.74% | Symbol ETA: 15.2s | Global ETA: N/A
[2025-12-02T20:47:28.901461] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:47:28.902214] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:28.902271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:28.903075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:28.904296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:28.905294] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:29.056795] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 11.95%, Actual: 2.91%
[2025-12-02T20:47:29.224049] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -10.27%, Actual: 1.60%
[2025-12-02T20:47:29.224230] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 29.9692%
[2025-12-02T20:47:29.224306] [INFO ] [main      ] IOVA: DISCARDED add_late_hour_microstructure (score: 29.97%)
[2025-12-02T20:47:29.224349] [INFO ] [main      ] IOVA: Testing feature 19/53: add_late_session_pressure
[2025-12-02T20:47:29.224380] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_session_pressure']
[2025-12-02T20:47:29.224414] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:47:29.239209] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:47:29.336273] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:47:29.336693] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:47:29.337538] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:29.337619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:29.342275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:29.343993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:29.344450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:29.345424] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:29.411036] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:47:29.464855] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: -0.40% | Symbol ETA: 14.6s | Global ETA: N/A
[2025-12-02T20:47:29.464974] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:47:29.465722] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:29.465779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:29.466617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:29.467811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:29.468877] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:29.703227] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:47:29.810982] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:47:29.879885] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:47:29.952539] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: 3.13% | Symbol ETA: 19.9s | Global ETA: N/A
[2025-12-02T20:47:29.952717] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:47:29.953761] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:29.953842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:29.958924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:29.961058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:29.961700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:29.962791] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:29.980527] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:47:30.032611] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -0.44% | Symbol ETA: 14.1s | Global ETA: N/A
[2025-12-02T20:47:30.199862] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.00%, Actual: 0.88%
[2025-12-02T20:47:30.319433] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:47:30.373148] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: -0.30%, Actual: 3.03%
[2025-12-02T20:47:30.488144] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:47:30.544311] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.45%, Actual: 2.47%
[2025-12-02T20:47:30.555394] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: 2.66% | Symbol ETA: 19.2s | Global ETA: N/A
[2025-12-02T20:47:30.555513] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:47:30.556272] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:30.556331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:30.561297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:30.563143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:30.563651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:30.564687] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:30.715368] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: 0.30%, Actual: 0.75%
[2025-12-02T20:47:30.883815] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.02%, Actual: 0.19%
[2025-12-02T20:47:30.910157] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:47:31.051262] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.84%, Actual: 0.95%
[2025-12-02T20:47:31.080760] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:47:31.148228] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -9.49% | Symbol ETA: 18.5s | Global ETA: N/A
[2025-12-02T20:47:31.148348] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:47:31.149127] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:31.149187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:31.154010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:31.155765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:31.156230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:31.157217] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:31.218700] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -1.61%, Actual: 0.95%
[2025-12-02T20:47:31.389253] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.74%, Actual: 0.95%
[2025-12-02T20:47:31.495651] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:47:31.556392] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: -0.40%, Actual: 1.69%
[2025-12-02T20:47:31.663108] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:47:31.723543] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.44%, Actual: 1.43%
[2025-12-02T20:47:31.723739] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 34.3844%
[2025-12-02T20:47:31.723812] [INFO ] [main      ] MMLP: DISCARDED add_late_session_pressure (score: 34.38%)
[2025-12-02T20:47:31.723852] [INFO ] [main      ] MMLP: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-12-02T20:47:31.723899] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies', 'add_micro_gap_fill_velocity']
[2025-12-02T20:47:31.723932] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:47:31.731212] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 18.57% | Symbol ETA: 17.9s | Global ETA: N/A
[2025-12-02T20:47:31.731327] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:47:31.732080] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:31.732138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:31.735002] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:47:31.735299] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:47:31.736115] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:31.736174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:31.736868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:31.737008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:31.738252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:47:31.738665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:31.739140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:31.740155] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:31.740206] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:32.075753] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:47:32.098485] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:47:32.242713] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:47:32.277439] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:47:32.302731] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.29% | Symbol ETA: 17.9s | Global ETA: N/A
[2025-12-02T20:47:32.302847] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:47:32.303781] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:32.303839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:32.304876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:32.306128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:47:32.308224] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:32.347201] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 2.00% | Symbol ETA: 17.3s | Global ETA: N/A
[2025-12-02T20:47:32.347326] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:47:32.348148] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:32.348208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:32.353096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:32.354917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:32.355395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:32.356393] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:32.653368] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:47:32.707922] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:47:32.820210] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:47:32.878010] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: -0.19% | Symbol ETA: 17.3s | Global ETA: N/A
[2025-12-02T20:47:32.878141] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:47:32.878892] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:32.878950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:32.879761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:32.880023] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:47:32.880985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:47:32.882951] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:32.945886] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -9.14% | Symbol ETA: 16.7s | Global ETA: N/A
[2025-12-02T20:47:32.946005] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:47:32.946782] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:32.946842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:32.951648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:32.953392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:32.953885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:32.954885] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:33.219238] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:47:33.293738] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:47:33.385044] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:47:33.443783] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.10% | Symbol ETA: 16.8s | Global ETA: N/A
[2025-12-02T20:47:33.443899] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:47:33.444643] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:33.444701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:33.445495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:33.446732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:47:33.448683] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:33.463913] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:47:33.531796] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: 5.36% | Symbol ETA: 16.1s | Global ETA: N/A
[2025-12-02T20:47:33.531920] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:47:33.532669] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:33.532726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:33.537356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:33.539105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:33.539632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:33.540565] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:33.786558] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:47:33.879416] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:47:33.952885] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:47:34.010009] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: 0.12% | Symbol ETA: 16.2s | Global ETA: N/A
[2025-12-02T20:47:34.010127] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:47:34.010906] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:34.010981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:34.011815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:34.013059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:47:34.015031] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:34.043024] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:47:34.109161] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: -3.31% | Symbol ETA: 15.5s | Global ETA: N/A
[2025-12-02T20:47:34.109279] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:47:34.110054] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:34.110113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:34.115011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:34.116887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:34.117360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:34.118396] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:34.355119] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:47:34.457192] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:47:34.523881] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:47:34.579983] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.28% | Symbol ETA: 15.6s | Global ETA: N/A
[2025-12-02T20:47:34.580106] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:47:34.580890] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:34.580947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:34.581759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:34.582966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:47:34.584890] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:34.620883] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:47:34.684846] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 4.39% | Symbol ETA: 14.9s | Global ETA: N/A
[2025-12-02T20:47:34.684963] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:47:34.685711] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:47:34.685769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:34.690381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:34.692087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:34.692539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:34.693501] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:34.920879] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:47:35.025566] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:47:35.089083] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:47:35.144405] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.15% | Symbol ETA: 15.0s | Global ETA: N/A
[2025-12-02T20:47:35.144524] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:47:35.145260] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:35.145317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:35.146118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:35.147330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:47:35.149284] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:35.189372] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:47:35.253694] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -2.05% | Symbol ETA: 14.3s | Global ETA: N/A
[2025-12-02T20:47:35.421096] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: 3.13%, Actual: 4.22%
[2025-12-02T20:47:35.545866] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:47:35.588975] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: 2.66%, Actual: 6.87%
[2025-12-02T20:47:35.710667] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:47:35.753694] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -9.49%, Actual: 0.49%
[2025-12-02T20:47:35.765848] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -0.57% | Symbol ETA: 14.5s | Global ETA: N/A
[2025-12-02T20:47:35.765968] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:47:35.766716] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:35.766775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:35.767608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:35.768835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:47:35.770757] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:35.918552] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 18.57%, Actual: 0.37%
[2025-12-02T20:47:36.082719] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 2.00%, Actual: 0.83%
[2025-12-02T20:47:36.104042] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:47:36.247523] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -9.14%, Actual: 17.98%
[2025-12-02T20:47:36.269465] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:47:36.324652] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.59% | Symbol ETA: 13.9s | Global ETA: N/A
[2025-12-02T20:47:36.324773] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:47:36.325502] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:36.325561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:36.326367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:36.327596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:47:36.329511] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:36.411186] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: 5.36%, Actual: 7.38%
[2025-12-02T20:47:36.576286] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: -3.31%, Actual: 2.21%
[2025-12-02T20:47:36.664111] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:47:36.741318] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 4.39%, Actual: 2.91%
[2025-12-02T20:47:36.827708] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:47:36.882924] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: 0.32% | Symbol ETA: 13.3s | Global ETA: N/A
[2025-12-02T20:47:36.883043] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:47:36.883802] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:36.883861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:36.884666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:36.885865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:47:36.887821] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:36.906300] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -2.05%, Actual: 1.60%
[2025-12-02T20:47:36.906466] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 46.0697%
[2025-12-02T20:47:36.906591] [INFO ] [main      ] IOVA: KEPT add_late_session_pressure (score: 46.07%)
[2025-12-02T20:47:36.906637] [INFO ] [main      ] IOVA: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-12-02T20:47:36.906668] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_session_pressure', 'add_micro_gap_fill_velocity']
[2025-12-02T20:47:36.906700] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:47:36.919713] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:47:36.920083] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:47:36.920910] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:47:36.920971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:36.925605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:36.927331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:36.927825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:36.928826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:47:36.930767] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:37.219866] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:47:37.261258] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:47:37.385995] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:47:37.426859] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:47:37.441144] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -0.77% | Symbol ETA: 12.8s | Global ETA: N/A
[2025-12-02T20:47:37.499056] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: 0.53% | Symbol ETA: 18.6s | Global ETA: N/A
[2025-12-02T20:47:37.499169] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:47:37.499922] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:47:37.499982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:37.504927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:37.506626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:37.507085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:37.508069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:47:37.510167] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:37.613429] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.29%, Actual: 0.88%
[2025-12-02T20:47:37.791590] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: -0.19%, Actual: 3.03%
[2025-12-02T20:47:37.843594] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:47:37.958539] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.10%, Actual: 2.47%
[2025-12-02T20:47:38.008855] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:47:38.080598] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: 0.78% | Symbol ETA: 18.0s | Global ETA: N/A
[2025-12-02T20:47:38.080714] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:47:38.081444] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:47:38.081503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:38.086127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:38.087816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:38.088294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:38.089256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:47:38.091183] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:38.129242] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: 0.12%, Actual: 0.75%
[2025-12-02T20:47:38.295981] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.28%, Actual: 0.19%
[2025-12-02T20:47:38.421900] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:47:38.462115] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.15%, Actual: 0.95%
[2025-12-02T20:47:38.586685] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:47:38.629781] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -0.57%, Actual: 0.95%
[2025-12-02T20:47:38.658752] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -9.35% | Symbol ETA: 17.4s | Global ETA: N/A
[2025-12-02T20:47:38.658868] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:47:38.659626] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:47:38.659698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:38.664270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:38.665967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:38.666422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:38.667417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:47:38.669362] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:38.798046] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.59%, Actual: 0.95%
[2025-12-02T20:47:38.963473] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: 0.32%, Actual: 1.69%
[2025-12-02T20:47:39.001042] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:47:39.128666] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.77%, Actual: 1.43%
[2025-12-02T20:47:39.128879] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 33.8450%
[2025-12-02T20:47:39.128963] [INFO ] [main      ] MMLP: DISCARDED add_micro_gap_fill_velocity (score: 33.84%)
[2025-12-02T20:47:39.129003] [INFO ] [main      ] MMLP: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-12-02T20:47:39.129034] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies', 'add_morning_followthrough_mag_T0']
[2025-12-02T20:47:39.129067] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:47:39.139947] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:47:39.140270] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:47:39.141086] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:39.141144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:39.141970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:39.143191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:47:39.143900] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:39.166751] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:47:39.239175] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 26.04% | Symbol ETA: 16.8s | Global ETA: N/A
[2025-12-02T20:47:39.239299] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:47:39.240111] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:47:39.240171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:39.244860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:39.246549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:39.247037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:39.248076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:47:39.250037] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:39.478763] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:47:39.584255] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:47:39.655747] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:47:39.710806] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.32% | Symbol ETA: 17.0s | Global ETA: N/A
[2025-12-02T20:47:39.710920] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:47:39.711660] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:39.711717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:39.712495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:39.713711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:47:39.714370] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:39.751181] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:47:39.820284] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 4.97% | Symbol ETA: 16.2s | Global ETA: N/A
[2025-12-02T20:47:39.820406] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:47:39.821195] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:47:39.821257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:39.826083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:39.827917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:39.828412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:39.829419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:47:39.831389] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:40.052385] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:47:40.165307] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:47:40.217668] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:47:40.270391] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: -0.43% | Symbol ETA: 16.4s | Global ETA: N/A
[2025-12-02T20:47:40.270513] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:47:40.271282] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:40.271341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:40.272198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:40.273450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:47:40.274175] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:40.333082] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:47:40.403207] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -11.71% | Symbol ETA: 15.7s | Global ETA: N/A
[2025-12-02T20:47:40.403326] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:47:40.404119] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:47:40.404180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:40.408975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:40.410752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:40.411232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:40.412229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:47:40.414227] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:40.611660] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:47:40.754977] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:47:40.791792] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:47:40.845295] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.88% | Symbol ETA: 15.8s | Global ETA: N/A
[2025-12-02T20:47:40.845412] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:47:40.846219] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:40.846287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:40.847180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:40.848462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:47:40.849175] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:40.922235] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:47:40.993463] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: 2.97% | Symbol ETA: 15.1s | Global ETA: N/A
[2025-12-02T20:47:40.993607] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:47:40.994335] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:47:40.994394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:40.999033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:41.000733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:41.001212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:41.002173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:47:41.004065] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:41.191565] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:47:41.333323] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:47:41.361893] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:47:41.414824] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: -0.38% | Symbol ETA: 15.3s | Global ETA: N/A
[2025-12-02T20:47:41.414947] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:47:41.415718] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:41.415777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:41.416607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:41.417833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:47:41.418530] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:41.498168] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:47:41.568491] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: -3.49% | Symbol ETA: 14.5s | Global ETA: N/A
[2025-12-02T20:47:41.568644] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:47:41.569427] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:47:41.569485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:41.574133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:41.575841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:41.576298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:41.577265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:47:41.579190] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:41.781492] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:47:41.949210] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:47:42.002015] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 14.7s | Global ETA: N/A
[2025-12-02T20:47:42.002133] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:47:42.002516] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:47:42.002884] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:42.002941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:42.003746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:42.004953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:47:42.005632] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:42.166311] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:47:42.236449] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 17.24% | Symbol ETA: 13.9s | Global ETA: N/A
[2025-12-02T20:47:42.236566] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:47:42.237321] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:47:42.237381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:42.241976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:42.243712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:42.244182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:42.245152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:47:42.247047] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:42.347425] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:47:42.512122] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:47:42.564209] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.34% | Symbol ETA: 14.1s | Global ETA: N/A
[2025-12-02T20:47:42.564330] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:47:42.565111] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:42.565168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:42.565977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:42.567219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:47:42.567903] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:42.599172] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:47:42.774703] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:47:42.849027] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -8.47% | Symbol ETA: 13.3s | Global ETA: N/A
[2025-12-02T20:47:42.902382] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:47:43.023528] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: 0.53%, Actual: 4.22%
[2025-12-02T20:47:43.069983] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:47:43.122844] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -0.93% | Symbol ETA: 13.6s | Global ETA: N/A
[2025-12-02T20:47:43.123162] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:47:43.124120] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:43.124177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:43.124988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:43.126186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:47:43.126872] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:43.200743] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: 0.78%, Actual: 6.87%
[2025-12-02T20:47:43.374368] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -9.35%, Actual: 0.49%
[2025-12-02T20:47:43.465626] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:47:43.552438] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 26.04%, Actual: 0.37%
[2025-12-02T20:47:43.631955] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:47:43.683962] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.33% | Symbol ETA: 13.0s | Global ETA: N/A
[2025-12-02T20:47:43.684078] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:47:43.684826] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:43.684883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:43.685700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:43.686907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:47:43.687566] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:43.727999] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 4.97%, Actual: 0.83%
[2025-12-02T20:47:43.900856] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -11.71%, Actual: 17.98%
[2025-12-02T20:47:44.021478] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:47:44.076912] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: 2.97%, Actual: 7.38%
[2025-12-02T20:47:44.186662] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:47:44.239930] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: 0.48% | Symbol ETA: 12.4s | Global ETA: N/A
[2025-12-02T20:47:44.240048] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:47:44.240803] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:44.240860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:44.241674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:44.243062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:47:44.243742] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:44.247927] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: -3.49%, Actual: 2.21%
[2025-12-02T20:47:44.412907] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 17.24%, Actual: 2.91%
[2025-12-02T20:47:44.578187] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -8.47%, Actual: 1.60%
[2025-12-02T20:47:44.578382] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 27.7251%
[2025-12-02T20:47:44.578435] [INFO ] [main      ] IOVA: DISCARDED add_micro_gap_fill_velocity (score: 27.73%)
[2025-12-02T20:47:44.578479] [INFO ] [main      ] IOVA: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-12-02T20:47:44.578526] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_session_pressure', 'add_morning_followthrough_mag_T0']
[2025-12-02T20:47:44.578560] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:47:44.587244] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:47:44.591395] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:47:44.591785] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:47:44.592807] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:47:44.592864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:44.597861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:44.600140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:44.600636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:44.601601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:47:44.602265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:44.760081] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:47:44.811814] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -0.69% | Symbol ETA: 11.8s | Global ETA: N/A
[2025-12-02T20:47:44.937426] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:47:44.985741] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.32%, Actual: 0.88%
[2025-12-02T20:47:45.105827] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:47:45.157844] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: -0.43%, Actual: 3.03%
[2025-12-02T20:47:45.174003] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: -1.85% | Symbol ETA: 17.5s | Global ETA: N/A
[2025-12-02T20:47:45.174125] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:47:45.174919] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:47:45.174988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:45.179872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:45.181646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:45.182164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:45.183163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:47:45.183858] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:45.331565] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.88%, Actual: 2.47%
[2025-12-02T20:47:45.499032] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -0.38%, Actual: 0.75%
[2025-12-02T20:47:45.521915] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:47:45.670894] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.00%, Actual: 0.19%
[2025-12-02T20:47:45.692897] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:47:45.760866] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: 4.33% | Symbol ETA: 16.9s | Global ETA: N/A
[2025-12-02T20:47:45.760984] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:47:45.761809] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:47:45.761895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:45.766534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:45.768292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:45.768814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:45.769804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:47:45.770454] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:45.842846] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.34%, Actual: 0.95%
[2025-12-02T20:47:46.013205] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -0.93%, Actual: 0.95%
[2025-12-02T20:47:46.112747] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:47:46.184316] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.33%, Actual: 0.95%
[2025-12-02T20:47:46.282347] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:47:46.351166] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: 0.48%, Actual: 1.69%
[2025-12-02T20:47:46.351465] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -12.40% | Symbol ETA: 16.4s | Global ETA: N/A
[2025-12-02T20:47:46.351612] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:47:46.352373] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:47:46.352431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:46.357187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:46.358932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:46.359429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:46.360382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:47:46.361041] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:46.517784] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.69%, Actual: 1.43%
[2025-12-02T20:47:46.518031] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 37.5590%
[2025-12-02T20:47:46.518110] [INFO ] [main      ] MMLP: DISCARDED add_morning_followthrough_mag_T0 (score: 37.56%)
[2025-12-02T20:47:46.518154] [INFO ] [main      ] MMLP: Testing feature 22/53: add_morning_range_expansion
[2025-12-02T20:47:46.518184] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies', 'add_morning_range_expansion']
[2025-12-02T20:47:46.518217] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:47:46.530300] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:47:46.530683] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:47:46.531513] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:46.531593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:46.532419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:46.533688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:47:46.537917] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:46.707411] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:47:46.870886] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:47:46.876414] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:47:46.948184] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 9.98% | Symbol ETA: 15.8s | Global ETA: N/A
[2025-12-02T20:47:46.948306] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:47:46.949168] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:47:46.949229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:46.954444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:46.956214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:46.956721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:46.957740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:47:46.958455] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:47.037195] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:47:47.092039] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.18% | Symbol ETA: 16.0s | Global ETA: N/A
[2025-12-02T20:47:47.092159] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:47:47.092944] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:47.093002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:47.093811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:47.095040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:47:47.099252] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:47.292535] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:47:47.432823] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:47:47.459839] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:47:47.526435] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 8.36% | Symbol ETA: 15.2s | Global ETA: N/A
[2025-12-02T20:47:47.526551] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:47:47.527304] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:47:47.527362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:47.532047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:47.533760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:47.534249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:47.535210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:47:47.535905] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:47.599603] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:47:47.654123] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: -0.07% | Symbol ETA: 15.4s | Global ETA: N/A
[2025-12-02T20:47:47.654246] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:47:47.655001] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:47.655060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:47.655909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:47.657118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:47:47.661318] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:47.874986] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:47:47.996266] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:47:48.041111] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:47:48.106304] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -9.68% | Symbol ETA: 14.6s | Global ETA: N/A
[2025-12-02T20:47:48.106420] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:47:48.107156] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:47:48.107214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:48.111824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:48.113503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:48.113971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:48.114953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:47:48.115617] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:48.164208] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:47:48.218540] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.36% | Symbol ETA: 14.8s | Global ETA: N/A
[2025-12-02T20:47:48.218681] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:47:48.219400] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:48.219457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:48.220266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:48.221625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:47:48.225891] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:48.455909] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:47:48.629627] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:47:48.646326] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:47:48.698290] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: 1.38% | Symbol ETA: 14.0s | Global ETA: N/A
[2025-12-02T20:47:48.698420] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:47:48.699212] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:47:48.699279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:48.703945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:48.705693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:48.706181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:48.707159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:47:48.707853] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:48.818842] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:47:48.874500] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: 0.02% | Symbol ETA: 14.4s | Global ETA: N/A
[2025-12-02T20:47:48.874637] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:47:48.875373] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:48.875430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:48.876244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:48.877500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:47:48.881720] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:49.047483] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:47:49.222748] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:47:49.233195] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:47:49.291878] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: 0.16% | Symbol ETA: 13.4s | Global ETA: N/A
[2025-12-02T20:47:49.292192] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:47:49.292955] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:47:49.293197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:49.297839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:49.299722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:49.300319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:49.301295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:47:49.301969] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:49.403631] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:47:49.459409] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.58% | Symbol ETA: 13.8s | Global ETA: N/A
[2025-12-02T20:47:49.459534] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:47:49.460328] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:49.460398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:49.461252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:49.462510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:47:49.466804] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:49.646625] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:47:49.812979] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:47:49.816262] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:47:49.882798] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 10.59% | Symbol ETA: 12.9s | Global ETA: N/A
[2025-12-02T20:47:49.882932] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:47:49.883686] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:47:49.883744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:49.888461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:49.890325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:49.890812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:49.891813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:47:49.892487] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:49.978119] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:47:50.032612] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.17% | Symbol ETA: 13.2s | Global ETA: N/A
[2025-12-02T20:47:50.032730] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:47:50.033449] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:50.033515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:50.034341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:50.035601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:47:50.039713] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:50.230217] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:47:50.375545] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:47:50.401165] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:47:50.469731] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -1.88% | Symbol ETA: 12.3s | Global ETA: N/A
[2025-12-02T20:47:50.542442] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:47:50.597114] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -1.13% | Symbol ETA: 12.7s | Global ETA: N/A
[2025-12-02T20:47:50.597237] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:47:50.598012] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:50.598070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:50.598897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:50.600392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:47:50.604811] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:50.642889] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: -1.85%, Actual: 4.22%
[2025-12-02T20:47:50.812991] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: 4.33%, Actual: 6.87%
[2025-12-02T20:47:50.940470] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:47:50.982855] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -12.40%, Actual: 0.49%
[2025-12-02T20:47:51.108871] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:47:51.161198] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 9.98%, Actual: 0.37%
[2025-12-02T20:47:51.163234] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.77% | Symbol ETA: 12.1s | Global ETA: N/A
[2025-12-02T20:47:51.163352] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:47:51.164109] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:51.164167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:51.164975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:51.166452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:47:51.170524] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:51.327438] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 8.36%, Actual: 0.83%
[2025-12-02T20:47:51.496404] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -9.68%, Actual: 17.98%
[2025-12-02T20:47:51.509743] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:47:51.668058] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: 1.38%, Actual: 7.38%
[2025-12-02T20:47:51.675418] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:47:51.730856] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: 0.45% | Symbol ETA: 11.5s | Global ETA: N/A
[2025-12-02T20:47:51.730981] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:47:51.731752] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:51.731811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:51.732624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:51.734037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:47:51.738522] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:51.840723] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: 0.16%, Actual: 2.21%
[2025-12-02T20:47:52.009184] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 10.59%, Actual: 2.91%
[2025-12-02T20:47:52.074752] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:47:52.176846] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -1.88%, Actual: 1.60%
[2025-12-02T20:47:52.177033] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 31.4249%
[2025-12-02T20:47:52.177112] [INFO ] [main      ] IOVA: DISCARDED add_morning_followthrough_mag_T0 (score: 31.42%)
[2025-12-02T20:47:52.177151] [INFO ] [main      ] IOVA: Testing feature 22/53: add_morning_range_expansion
[2025-12-02T20:47:52.177182] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_session_pressure', 'add_morning_range_expansion']
[2025-12-02T20:47:52.177216] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:47:52.189626] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:47:52.190013] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:47:52.190862] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:47:52.190922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:52.196039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:52.197793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:52.198282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:52.199257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:47:52.203342] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:52.241655] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:47:52.295612] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -0.45% | Symbol ETA: 10.9s | Global ETA: N/A
[2025-12-02T20:47:52.463624] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.18%, Actual: 0.88%
[2025-12-02T20:47:52.544992] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:47:52.632944] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: -0.07%, Actual: 3.03%
[2025-12-02T20:47:52.712753] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:47:52.780727] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: 1.88% | Symbol ETA: 16.5s | Global ETA: N/A
[2025-12-02T20:47:52.780847] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:47:52.781602] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:47:52.781663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:52.786303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:52.788027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:52.788484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:52.789444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:47:52.793526] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:52.799773] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.36%, Actual: 2.47%
[2025-12-02T20:47:52.964917] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: 0.02%, Actual: 0.75%
[2025-12-02T20:47:53.128241] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:47:53.133087] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.58%, Actual: 0.19%
[2025-12-02T20:47:53.294379] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:47:53.298270] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.17%, Actual: 0.95%
[2025-12-02T20:47:53.361561] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: 0.26% | Symbol ETA: 15.9s | Global ETA: N/A
[2025-12-02T20:47:53.361707] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:47:53.362642] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:47:53.362700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:53.367467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:53.369193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:53.369680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:53.370668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:47:53.374750] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:53.465369] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -1.13%, Actual: 0.95%
[2025-12-02T20:47:53.630399] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.77%, Actual: 0.95%
[2025-12-02T20:47:53.711712] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:47:53.796066] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: 0.45%, Actual: 1.69%
[2025-12-02T20:47:53.883635] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:47:53.954650] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -15.50% | Symbol ETA: 15.3s | Global ETA: N/A
[2025-12-02T20:47:53.954773] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:47:53.955517] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:47:53.955599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:53.960790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:53.962716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:53.963336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:53.963811] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.45%, Actual: 1.43%
[2025-12-02T20:47:53.963974] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 31.3530%
[2025-12-02T20:47:53.964061] [INFO ] [main      ] MMLP: DISCARDED add_morning_range_expansion (score: 31.35%)
[2025-12-02T20:47:53.964101] [INFO ] [main      ] MMLP: Testing feature 23/53: add_open_11_elasticity
[2025-12-02T20:47:53.964130] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies', 'add_open_11_elasticity']
[2025-12-02T20:47:53.964162] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:47:53.964479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:47:53.968985] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:53.977301] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:47:53.977678] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:47:53.978508] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:53.978565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:53.979423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:53.980651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:47:53.981975] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:54.308293] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:47:54.317820] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:47:54.475966] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:47:54.483996] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:47:54.537125] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.17% | Symbol ETA: 15.2s | Global ETA: N/A
[2025-12-02T20:47:54.537242] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:47:54.538012] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:54.538070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:54.538885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:54.540111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:47:54.541244] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:54.544368] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 15.27% | Symbol ETA: 14.7s | Global ETA: N/A
[2025-12-02T20:47:54.544483] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:47:54.545272] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:47:54.545332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:54.550482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:54.552182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:54.552658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:54.553647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:47:54.558183] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:54.878522] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:47:54.904455] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:47:55.046791] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:47:55.076355] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:47:55.101015] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: -0.36% | Symbol ETA: 14.6s | Global ETA: N/A
[2025-12-02T20:47:55.101133] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:47:55.101886] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:55.101943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:55.102956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:55.104197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:47:55.105319] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:55.147821] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 3.56% | Symbol ETA: 14.2s | Global ETA: N/A
[2025-12-02T20:47:55.147954] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:47:55.148701] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:47:55.148760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:55.153666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:55.155346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:55.155820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:55.156789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:47:55.160910] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:55.438671] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:47:55.567247] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:47:55.602795] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:47:55.655834] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.87% | Symbol ETA: 14.1s | Global ETA: N/A
[2025-12-02T20:47:55.655953] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:47:55.656699] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:55.656755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:55.657542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:55.658821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:47:55.660000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:55.740398] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:47:55.808486] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -11.07% | Symbol ETA: 13.6s | Global ETA: N/A
[2025-12-02T20:47:55.808630] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:47:55.809604] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:47:55.809664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:55.814752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:55.816471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:55.816980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:55.817994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:47:55.822244] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:55.994478] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:47:56.161404] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:47:56.164818] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:47:56.215047] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: -0.11% | Symbol ETA: 13.5s | Global ETA: N/A
[2025-12-02T20:47:56.215165] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:47:56.216112] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:56.216170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:56.216969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:56.218553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:47:56.219700] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:56.335697] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:47:56.406912] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: 1.99% | Symbol ETA: 13.0s | Global ETA: N/A
[2025-12-02T20:47:56.407045] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:47:56.407823] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:47:56.407883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:56.412643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:56.414541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:56.415026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:56.416229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:47:56.420764] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:56.556027] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:47:56.723865] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:47:56.763979] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:47:56.777326] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.30% | Symbol ETA: 13.0s | Global ETA: N/A
[2025-12-02T20:47:56.777446] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:47:56.778212] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:56.778269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:56.779094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:56.780298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:47:56.781429] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:56.933315] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:47:57.001533] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: -0.84% | Symbol ETA: 12.4s | Global ETA: N/A
[2025-12-02T20:47:57.001670] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:47:57.002393] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:47:57.002451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:57.007141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:57.008961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:57.009436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:57.010429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:47:57.014819] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:57.114310] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:47:57.277806] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:47:57.329894] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.21% | Symbol ETA: 12.4s | Global ETA: N/A
[2025-12-02T20:47:57.330012] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:47:57.330766] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:57.330823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:57.331832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:57.333012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:47:57.334131] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:57.358887] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:47:57.526502] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:47:57.593079] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 7.63% | Symbol ETA: 11.8s | Global ETA: N/A
[2025-12-02T20:47:57.593195] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:47:57.593947] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:47:57.594013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:57.598646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:57.600389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:57.600859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:57.601822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:47:57.605855] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:57.668632] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:47:57.835024] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:47:57.886909] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -0.73% | Symbol ETA: 11.8s | Global ETA: N/A
[2025-12-02T20:47:57.887024] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:47:57.887766] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:57.887823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:57.888692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:57.889876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:47:57.890996] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:57.950569] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:47:58.124987] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:47:58.192541] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -4.87% | Symbol ETA: 11.2s | Global ETA: N/A
[2025-12-02T20:47:58.225318] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:47:58.361537] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: 1.88%, Actual: 4.22%
[2025-12-02T20:47:58.389994] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:47:58.441067] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.20% | Symbol ETA: 11.3s | Global ETA: N/A
[2025-12-02T20:47:58.441205] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:47:58.441950] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:58.442009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:58.442809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:58.444000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:47:58.445121] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:58.535210] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: 0.26%, Actual: 6.87%
[2025-12-02T20:47:58.716616] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -15.50%, Actual: 0.49%
[2025-12-02T20:47:58.774710] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:47:58.889252] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 15.27%, Actual: 0.37%
[2025-12-02T20:47:58.941345] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:47:58.992672] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: 0.49% | Symbol ETA: 10.7s | Global ETA: N/A
[2025-12-02T20:47:58.992790] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:47:58.993730] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:47:58.993787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:47:58.994564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:47:58.995966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:47:58.997278] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:47:59.057805] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 3.56%, Actual: 0.83%
[2025-12-02T20:47:59.235967] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -11.07%, Actual: 17.98%
[2025-12-02T20:47:59.331169] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:47:59.427262] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: 1.99%, Actual: 7.38%
[2025-12-02T20:47:59.497690] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:47:59.549213] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -0.68% | Symbol ETA: 10.2s | Global ETA: N/A
[2025-12-02T20:47:59.610318] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: -0.84%, Actual: 2.21%
[2025-12-02T20:47:59.714224] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.17%, Actual: 0.88%
[2025-12-02T20:47:59.792609] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 7.63%, Actual: 2.91%
[2025-12-02T20:47:59.878978] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: -0.36%, Actual: 3.03%
[2025-12-02T20:47:59.971190] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -4.87%, Actual: 1.60%
[2025-12-02T20:47:59.971369] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 29.8893%
[2025-12-02T20:47:59.971449] [INFO ] [main      ] IOVA: DISCARDED add_morning_range_expansion (score: 29.89%)
[2025-12-02T20:47:59.971488] [INFO ] [main      ] IOVA: Testing feature 23/53: add_open_11_elasticity
[2025-12-02T20:47:59.971518] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_session_pressure', 'add_open_11_elasticity']
[2025-12-02T20:47:59.971551] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:47:59.984781] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:47:59.985140] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:47:59.985985] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:47:59.986044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:47:59.990726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:47:59.992457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:47:59.992930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:47:59.993889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:47:59.994974] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:00.043180] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.87%, Actual: 2.47%
[2025-12-02T20:48:00.207877] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -0.11%, Actual: 0.75%
[2025-12-02T20:48:00.341566] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:48:00.373095] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.30%, Actual: 0.19%
[2025-12-02T20:48:00.512405] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:48:00.536026] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.21%, Actual: 0.95%
[2025-12-02T20:48:00.578765] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: 0.16% | Symbol ETA: 16.0s | Global ETA: N/A
[2025-12-02T20:48:00.578892] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:48:00.579648] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:00.579706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:00.584664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:00.586352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:00.586823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:00.587982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:48:00.589257] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:00.699643] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -0.73%, Actual: 0.95%
[2025-12-02T20:48:00.864834] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.20%, Actual: 0.95%
[2025-12-02T20:48:00.938669] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:48:01.035248] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: 0.49%, Actual: 1.69%
[2025-12-02T20:48:01.113007] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:48:01.204153] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.68%, Actual: 1.43%
[2025-12-02T20:48:01.204359] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 35.0782%
[2025-12-02T20:48:01.204311] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: 0.65% | Symbol ETA: 15.5s | Global ETA: N/A
[2025-12-02T20:48:01.204424] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:48:01.204445] [INFO ] [main      ] MMLP: DISCARDED add_open_11_elasticity (score: 35.08%)
[2025-12-02T20:48:01.204487] [INFO ] [main      ] MMLP: Testing feature 24/53: add_open_reversal_intensity
[2025-12-02T20:48:01.204518] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies', 'add_open_reversal_intensity']
[2025-12-02T20:48:01.204551] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:48:01.205419] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:01.205498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:01.211396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:01.213505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:01.214111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:01.215158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:48:01.216450] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:01.220951] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:48:01.221359] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:48:01.222234] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:01.222294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:01.223172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:01.224604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:48:01.226436] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:01.633423] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:48:01.656652] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:48:01.883802] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:48:01.924150] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:48:01.981080] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -11.81% | Symbol ETA: 15.3s | Global ETA: N/A
[2025-12-02T20:48:01.981225] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:48:01.982219] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:01.982283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:01.989143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:01.991293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:01.991834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:01.992896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:48:01.994328] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:01.999122] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.18% | Symbol ETA: 16.1s | Global ETA: N/A
[2025-12-02T20:48:01.999283] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:48:02.000426] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:02.000519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:02.001631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:02.003218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:48:02.004970] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:02.365087] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:48:02.513179] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:48:02.546736] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:48:02.616722] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 19.74% | Symbol ETA: 14.6s | Global ETA: N/A
[2025-12-02T20:48:02.616849] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:48:02.617652] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:02.617712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:02.622791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:02.624689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:02.625209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:02.626217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:48:02.627486] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:02.683619] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:48:02.738169] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: -0.43% | Symbol ETA: 15.2s | Global ETA: N/A
[2025-12-02T20:48:02.738295] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:48:02.739071] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:02.739131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:02.739978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:02.741251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:48:02.742590] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:02.984205] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:48:03.094702] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:48:03.159873] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:48:03.228450] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 7.59% | Symbol ETA: 13.9s | Global ETA: N/A
[2025-12-02T20:48:03.228593] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:48:03.229360] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:03.229420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:03.234092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:03.235827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:03.236293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:03.237268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:48:03.238373] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:03.262558] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:48:03.315620] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.86% | Symbol ETA: 14.0s | Global ETA: N/A
[2025-12-02T20:48:03.315738] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:48:03.316469] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:03.316527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:03.317336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:03.318553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:48:03.319827] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:03.589450] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:48:03.680406] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:48:03.761383] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:48:03.826685] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -12.68% | Symbol ETA: 13.2s | Global ETA: N/A
[2025-12-02T20:48:03.826808] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:48:03.827532] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:03.827639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:03.832337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:03.834062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:03.834550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:03.835526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:48:03.836697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:03.848885] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:48:03.902414] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: -0.38% | Symbol ETA: 13.2s | Global ETA: N/A
[2025-12-02T20:48:03.902536] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:48:03.903288] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:03.903346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:03.904173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:03.905374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:48:03.906645] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:04.181992] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:48:04.262783] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:48:04.364528] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:48:04.431246] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:48:04.432798] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: -2.75% | Symbol ETA: 12.5s | Global ETA: N/A
[2025-12-02T20:48:04.432918] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:48:04.433877] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:04.433935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:04.439145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:04.441119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:04.441610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:04.442612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:48:04.443743] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:04.498257] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.30% | Symbol ETA: 12.4s | Global ETA: N/A
[2025-12-02T20:48:04.498643] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:48:04.499709] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:04.499782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:04.501084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:04.502771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:48:04.504834] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:04.804309] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:48:04.847908] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:48:04.976871] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:48:05.030112] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:48:05.044152] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: -0.92% | Symbol ETA: 11.9s | Global ETA: N/A
[2025-12-02T20:48:05.044276] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:48:05.045034] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:05.045093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:05.049919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:05.051728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:05.052201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:05.053211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:48:05.054352] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:05.082158] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.21% | Symbol ETA: 11.7s | Global ETA: N/A
[2025-12-02T20:48:05.082299] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:48:05.083069] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:05.083127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:05.083943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:05.085151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:48:05.086432] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:05.404515] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:48:05.420522] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:48:05.569084] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:48:05.584732] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:48:05.637017] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -0.73% | Symbol ETA: 11.0s | Global ETA: N/A
[2025-12-02T20:48:05.637142] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:48:05.637738] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 15.32% | Symbol ETA: 11.3s | Global ETA: N/A
[2025-12-02T20:48:05.637858] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:48:05.637958] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:05.638020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:05.638697] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:05.638758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:05.638867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:05.640091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:48:05.641403] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:05.643611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:05.645420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:05.645908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:05.646935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:48:05.648090] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:05.975656] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:48:05.996334] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:48:06.143852] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:48:06.168183] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:48:06.195329] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.20% | Symbol ETA: 10.4s | Global ETA: N/A
[2025-12-02T20:48:06.195474] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:48:06.196227] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:06.196286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:06.197149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:06.198385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:48:06.199662] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:06.234887] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -6.05% | Symbol ETA: 10.6s | Global ETA: N/A
[2025-12-02T20:48:06.407501] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: 0.16%, Actual: 4.22%
[2025-12-02T20:48:06.544720] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:48:06.603717] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: 0.65%, Actual: 6.87%
[2025-12-02T20:48:06.725973] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:48:06.771090] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -11.81%, Actual: 0.49%
[2025-12-02T20:48:06.780438] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: 0.49% | Symbol ETA: 9.7s | Global ETA: N/A
[2025-12-02T20:48:06.780558] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:48:06.781340] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:06.781398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:06.782242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:06.783519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:48:06.784992] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:06.936781] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 19.74%, Actual: 0.37%
[2025-12-02T20:48:07.118415] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 7.59%, Actual: 0.83%
[2025-12-02T20:48:07.147029] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:48:07.284724] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -12.68%, Actual: 17.98%
[2025-12-02T20:48:07.314172] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:48:07.366898] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -0.68% | Symbol ETA: 9.1s | Global ETA: N/A
[2025-12-02T20:48:07.451949] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: -2.75%, Actual: 7.38%
[2025-12-02T20:48:07.536362] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.18%, Actual: 0.88%
[2025-12-02T20:48:07.618993] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: -0.92%, Actual: 2.21%
[2025-12-02T20:48:07.706005] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: -0.43%, Actual: 3.03%
[2025-12-02T20:48:07.785529] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 15.32%, Actual: 2.91%
[2025-12-02T20:48:07.872163] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.86%, Actual: 2.47%
[2025-12-02T20:48:07.951368] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -6.05%, Actual: 1.60%
[2025-12-02T20:48:07.951591] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 25.9526%
[2025-12-02T20:48:07.951678] [INFO ] [main      ] IOVA: DISCARDED add_open_11_elasticity (score: 25.95%)
[2025-12-02T20:48:07.951746] [INFO ] [main      ] IOVA: Testing feature 24/53: add_open_reversal_intensity
[2025-12-02T20:48:07.951780] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_session_pressure', 'add_open_reversal_intensity']
[2025-12-02T20:48:07.951816] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:48:07.964199] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:48:07.964586] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:48:07.965427] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:07.965488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:07.970279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:07.972043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:07.972530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:07.973533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:48:07.974921] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:08.041413] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -0.38%, Actual: 0.75%
[2025-12-02T20:48:08.206118] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.30%, Actual: 0.19%
[2025-12-02T20:48:08.312494] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:48:08.386467] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.21%, Actual: 0.95%
[2025-12-02T20:48:08.482929] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:48:08.551835] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: -0.61% | Symbol ETA: 15.3s | Global ETA: N/A
[2025-12-02T20:48:08.551965] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:48:08.552789] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:08.552872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:08.558067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:08.560715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:08.561315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:08.562544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:48:08.562941] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -0.73%, Actual: 0.95%
[2025-12-02T20:48:08.564273] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:08.748155] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.20%, Actual: 0.95%
[2025-12-02T20:48:08.925870] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: 0.49%, Actual: 1.69%
[2025-12-02T20:48:08.926977] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:48:09.089941] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.68%, Actual: 1.43%
[2025-12-02T20:48:09.090154] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 38.4874%
[2025-12-02T20:48:09.090241] [INFO ] [main      ] MMLP: DISCARDED add_open_reversal_intensity (score: 38.49%)
[2025-12-02T20:48:09.090287] [INFO ] [main      ] MMLP: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-12-02T20:48:09.090317] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies', 'add_open_vs_close_liquidity_ratio']
[2025-12-02T20:48:09.090350] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:48:09.090439] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:48:09.101672] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:48:09.102026] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:48:09.102876] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:09.102935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:09.103783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:09.105004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:48:09.106519] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:09.157494] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: 4.38% | Symbol ETA: 14.8s | Global ETA: N/A
[2025-12-02T20:48:09.157637] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:48:09.158391] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:09.158452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:09.163148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:09.164883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:09.165335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:09.166303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:48:09.167605] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:09.456173] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:48:09.501782] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:48:09.632918] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:48:09.671137] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:48:09.690022] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.18% | Symbol ETA: 14.5s | Global ETA: N/A
[2025-12-02T20:48:09.690149] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:48:09.690944] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:09.691004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:09.691837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:09.693136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:48:09.694855] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:09.737846] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -10.37% | Symbol ETA: 14.2s | Global ETA: N/A
[2025-12-02T20:48:09.737987] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:48:09.738733] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:09.738792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:09.743379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:09.745117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:09.745591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:09.746542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:48:09.747835] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:10.069263] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:48:10.093604] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:48:10.254646] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:48:10.286830] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:48:10.319534] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: -0.43% | Symbol ETA: 14.1s | Global ETA: N/A
[2025-12-02T20:48:10.319748] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:48:10.321045] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:10.321111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:10.322051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:10.323361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:48:10.324917] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:10.352691] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 16.98% | Symbol ETA: 13.6s | Global ETA: N/A
[2025-12-02T20:48:10.352810] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:48:10.353532] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:10.353617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:10.358254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:10.360008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:10.360468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:10.361472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:48:10.362789] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:10.666074] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:48:10.697305] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:48:10.842336] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:48:10.872200] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:48:10.896829] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.89% | Symbol ETA: 13.4s | Global ETA: N/A
[2025-12-02T20:48:10.896948] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:48:10.897760] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:10.897818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:10.898687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:10.899915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:48:10.901429] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:10.939679] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 3.70% | Symbol ETA: 13.0s | Global ETA: N/A
[2025-12-02T20:48:10.939796] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:48:10.940549] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:10.940630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:10.945305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:10.947019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:10.947489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:10.948501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:48:10.949760] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:11.240085] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:48:11.280400] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:48:11.408262] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:48:11.447928] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:48:11.461446] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: -0.38% | Symbol ETA: 12.7s | Global ETA: N/A
[2025-12-02T20:48:11.461607] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:48:11.462413] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:11.462502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:11.463349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:11.464648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:48:11.466172] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:11.515420] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -12.26% | Symbol ETA: 12.4s | Global ETA: N/A
[2025-12-02T20:48:11.515537] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:48:11.516285] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:11.516355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:11.521046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:11.522759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:11.523200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:11.524158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:48:11.525429] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:11.803877] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:48:11.861976] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:48:11.969724] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:48:12.022890] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.30% | Symbol ETA: 12.1s | Global ETA: N/A
[2025-12-02T20:48:12.023007] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:48:12.023813] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:12.023872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:12.024699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:12.025973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:48:12.027555] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:12.028259] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:48:12.094552] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: -5.08% | Symbol ETA: 11.8s | Global ETA: N/A
[2025-12-02T20:48:12.094685] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:48:12.095418] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:12.095476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:12.100085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:12.101770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:12.102213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:12.103189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:48:12.104443] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:12.361687] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:48:12.436652] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:48:12.532029] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:48:12.585490] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.20% | Symbol ETA: 11.5s | Global ETA: N/A
[2025-12-02T20:48:12.585605] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:48:12.586365] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:12.586424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:12.587258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:12.588524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:48:12.590111] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:12.612071] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:48:12.681865] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: 7.48% | Symbol ETA: 11.2s | Global ETA: N/A
[2025-12-02T20:48:12.681987] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:48:12.682927] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:12.682987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:12.688356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:12.690230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:12.690729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:12.691702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:48:12.692983] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:12.949196] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:48:13.033204] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:48:13.128820] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:48:13.183663] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -0.28% | Symbol ETA: 10.9s | Global ETA: N/A
[2025-12-02T20:48:13.183787] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:48:13.184547] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:13.184631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:13.185464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:13.186717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:48:13.188340] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:13.198622] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:48:13.263842] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 17.27% | Symbol ETA: 10.7s | Global ETA: N/A
[2025-12-02T20:48:13.263958] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:48:13.264708] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:13.264767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:13.269361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:13.271066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:13.271512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:13.272473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:48:13.273728] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:13.536185] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:48:13.624861] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:48:13.707815] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:48:13.759776] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.20% | Symbol ETA: 10.4s | Global ETA: N/A
[2025-12-02T20:48:13.759893] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:48:13.760739] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:13.760797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:13.761603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:13.762826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:48:13.764427] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:13.805424] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:48:13.874329] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -5.67% | Symbol ETA: 10.1s | Global ETA: N/A
[2025-12-02T20:48:14.056859] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: -0.61%, Actual: 4.22%
[2025-12-02T20:48:14.102232] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:48:14.239736] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: 4.38%, Actual: 6.87%
[2025-12-02T20:48:14.275736] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:48:14.330334] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: 0.49% | Symbol ETA: 9.8s | Global ETA: N/A
[2025-12-02T20:48:14.330459] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:48:14.331436] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:14.331502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:14.332516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:14.333963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:48:14.335451] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:14.426905] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -10.37%, Actual: 0.49%
[2025-12-02T20:48:14.612861] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 16.98%, Actual: 0.37%
[2025-12-02T20:48:14.680289] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:48:14.793727] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 3.70%, Actual: 0.83%
[2025-12-02T20:48:14.850154] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:48:14.903358] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -0.68% | Symbol ETA: 9.2s | Global ETA: N/A
[2025-12-02T20:48:14.972998] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -12.26%, Actual: 17.98%
[2025-12-02T20:48:15.076696] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.18%, Actual: 0.88%
[2025-12-02T20:48:15.156245] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: -5.08%, Actual: 7.38%
[2025-12-02T20:48:15.245742] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: -0.43%, Actual: 3.03%
[2025-12-02T20:48:15.333712] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: 7.48%, Actual: 2.21%
[2025-12-02T20:48:15.419813] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.89%, Actual: 2.47%
[2025-12-02T20:48:15.512176] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 17.27%, Actual: 2.91%
[2025-12-02T20:48:15.586623] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -0.38%, Actual: 0.75%
[2025-12-02T20:48:15.698459] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -5.67%, Actual: 1.60%
[2025-12-02T20:48:15.698697] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 32.2515%
[2025-12-02T20:48:15.698789] [INFO ] [main      ] IOVA: DISCARDED add_open_reversal_intensity (score: 32.25%)
[2025-12-02T20:48:15.698830] [INFO ] [main      ] IOVA: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-12-02T20:48:15.698863] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_session_pressure', 'add_open_vs_close_liquidity_ratio']
[2025-12-02T20:48:15.698897] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:48:15.712413] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:48:15.712819] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:48:15.713700] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:15.713760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:15.718841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:15.720748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:15.721248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:15.722332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:48:15.723930] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:15.761607] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.30%, Actual: 0.19%
[2025-12-02T20:48:15.927041] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.20%, Actual: 0.95%
[2025-12-02T20:48:16.088833] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:48:16.091881] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -0.28%, Actual: 0.95%
[2025-12-02T20:48:16.258512] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.20%, Actual: 0.95%
[2025-12-02T20:48:16.270102] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:48:16.342468] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: -0.74% | Symbol ETA: 14.7s | Global ETA: N/A
[2025-12-02T20:48:16.342615] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:48:16.343402] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:16.343471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:16.348556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:16.350335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:16.350869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:16.352011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:48:16.353626] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:16.425565] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: 0.49%, Actual: 1.69%
[2025-12-02T20:48:16.591667] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.68%, Actual: 1.43%
[2025-12-02T20:48:16.591839] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 35.4277%
[2025-12-02T20:48:16.591940] [INFO ] [main      ] MMLP: DISCARDED add_open_vs_close_liquidity_ratio (score: 35.43%)
[2025-12-02T20:48:16.591989] [INFO ] [main      ] MMLP: Testing feature 26/53: add_open_vs_prev_range_position
[2025-12-02T20:48:16.592020] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies', 'add_open_vs_prev_range_position']
[2025-12-02T20:48:16.592053] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:48:16.603637] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:48:16.603968] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:48:16.604798] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:16.604855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:16.605694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:16.606957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:48:16.609819] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:16.705315] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:48:16.870551] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:48:16.936909] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: 7.03% | Symbol ETA: 13.9s | Global ETA: N/A
[2025-12-02T20:48:16.937025] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:48:16.937779] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:16.937837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:16.942497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:16.944216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:16.944686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:16.945654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:48:16.947133] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:16.997028] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:48:17.165464] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:48:17.223068] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.55% | Symbol ETA: 13.7s | Global ETA: N/A
[2025-12-02T20:48:17.223197] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:48:17.223958] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:17.224015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:17.224849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:17.226054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:48:17.229071] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:17.287028] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:48:17.454532] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:48:17.522250] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -16.03% | Symbol ETA: 13.3s | Global ETA: N/A
[2025-12-02T20:48:17.522368] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:48:17.523163] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:17.523223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:17.528119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:17.529938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:17.530427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:17.531423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:48:17.532962] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:17.572166] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:48:17.742662] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:48:17.804511] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: -0.21% | Symbol ETA: 12.9s | Global ETA: N/A
[2025-12-02T20:48:17.804660] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:48:17.805556] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:17.805644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:17.806631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:17.808194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:48:17.811780] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:17.875304] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:48:18.041937] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:48:18.108463] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 11.94% | Symbol ETA: 12.6s | Global ETA: N/A
[2025-12-02T20:48:18.108601] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:48:18.109353] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:18.109413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:18.114272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:18.116089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:18.116568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:18.117633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:48:18.119132] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:18.152415] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:48:18.323860] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:48:18.379397] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.92% | Symbol ETA: 12.2s | Global ETA: N/A
[2025-12-02T20:48:18.379531] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:48:18.380447] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:18.380506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:18.381514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:18.382735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:48:18.386159] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:18.465114] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:48:18.630904] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:48:18.698028] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 3.19% | Symbol ETA: 12.0s | Global ETA: N/A
[2025-12-02T20:48:18.698146] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:48:18.699086] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:18.699144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:18.704610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:18.706465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:18.707126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:18.708278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:48:18.709935] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:18.732682] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:48:18.908289] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:48:18.972489] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: -0.59% | Symbol ETA: 11.7s | Global ETA: N/A
[2025-12-02T20:48:18.972665] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:48:18.973820] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:18.973898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:18.975141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:18.977073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:48:18.981377] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:19.042742] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:48:19.210565] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:48:19.275736] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -4.59% | Symbol ETA: 11.4s | Global ETA: N/A
[2025-12-02T20:48:19.275858] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:48:19.276658] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:19.276717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:19.281550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:19.283373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:19.283888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:19.284871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:48:19.286335] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:19.321653] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:48:19.485316] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:48:19.538516] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.03% | Symbol ETA: 11.0s | Global ETA: N/A
[2025-12-02T20:48:19.538697] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:48:19.539425] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:19.539482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:19.540291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:19.541494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:48:19.544296] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:19.622474] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:48:19.795097] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:48:19.861339] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: 6.50% | Symbol ETA: 10.8s | Global ETA: N/A
[2025-12-02T20:48:19.861455] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:48:19.862202] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:19.862261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:19.866876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:19.868555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:19.869025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:19.869999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:48:19.871447] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:19.876541] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:48:20.041074] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:48:20.093872] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.37% | Symbol ETA: 10.4s | Global ETA: N/A
[2025-12-02T20:48:20.093991] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:48:20.094733] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:20.094790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:20.095611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:20.096833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:48:20.099610] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:20.251091] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:48:20.423908] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:48:20.430298] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:48:20.490924] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: 2.44% | Symbol ETA: 10.2s | Global ETA: N/A
[2025-12-02T20:48:20.491067] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:48:20.492150] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:20.492231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:20.498178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:20.500558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:20.501158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:20.502383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:48:20.504502] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:20.596732] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:48:20.649234] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -1.13% | Symbol ETA: 9.8s | Global ETA: N/A
[2025-12-02T20:48:20.649365] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:48:20.650107] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:20.650165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:20.650973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:20.652177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:48:20.654921] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:20.862210] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:48:20.988862] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:48:21.041959] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:48:21.113256] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 10.52% | Symbol ETA: 9.6s | Global ETA: N/A
[2025-12-02T20:48:21.113377] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:48:21.114138] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:21.114198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:21.118827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:21.120547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:21.121072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:21.122069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:48:21.123564] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:21.153750] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:48:21.206755] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.37% | Symbol ETA: 9.3s | Global ETA: N/A
[2025-12-02T20:48:21.206874] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:48:21.207646] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:21.207706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:21.208537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:21.209787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:48:21.212785] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:21.482755] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:48:21.550566] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:48:21.662209] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:48:21.725012] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:48:21.728920] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -6.09% | Symbol ETA: 9.0s | Global ETA: N/A
[2025-12-02T20:48:21.777630] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: 0.42% | Symbol ETA: 8.7s | Global ETA: N/A
[2025-12-02T20:48:21.777745] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:48:21.778523] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:21.778599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:21.779420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:21.780684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:48:21.783560] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:21.904088] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: -0.74%, Actual: 4.22%
[2025-12-02T20:48:22.085098] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: 7.03%, Actual: 6.87%
[2025-12-02T20:48:22.116872] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:48:22.264392] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -16.03%, Actual: 0.49%
[2025-12-02T20:48:22.282261] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:48:22.335698] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -0.55% | Symbol ETA: 8.1s | Global ETA: N/A
[2025-12-02T20:48:22.447023] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 11.94%, Actual: 0.37%
[2025-12-02T20:48:22.504343] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.55%, Actual: 0.88%
[2025-12-02T20:48:22.626047] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 3.19%, Actual: 0.83%
[2025-12-02T20:48:22.674551] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: -0.21%, Actual: 3.03%
[2025-12-02T20:48:22.802492] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -4.59%, Actual: 17.98%
[2025-12-02T20:48:22.851194] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.92%, Actual: 2.47%
[2025-12-02T20:48:22.967696] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: 6.50%, Actual: 7.38%
[2025-12-02T20:48:23.017997] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -0.59%, Actual: 0.75%
[2025-12-02T20:48:23.132293] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: 2.44%, Actual: 2.21%
[2025-12-02T20:48:23.196090] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.03%, Actual: 0.19%
[2025-12-02T20:48:23.296875] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 10.52%, Actual: 2.91%
[2025-12-02T20:48:23.360153] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.37%, Actual: 0.95%
[2025-12-02T20:48:23.460568] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -6.09%, Actual: 1.60%
[2025-12-02T20:48:23.460780] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 36.5171%
[2025-12-02T20:48:23.460866] [INFO ] [main      ] IOVA: DISCARDED add_open_vs_close_liquidity_ratio (score: 36.52%)
[2025-12-02T20:48:23.460906] [INFO ] [main      ] IOVA: Testing feature 26/53: add_open_vs_prev_range_position
[2025-12-02T20:48:23.460936] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_session_pressure', 'add_open_vs_prev_range_position']
[2025-12-02T20:48:23.460969] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:48:23.474102] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:48:23.474472] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:48:23.475309] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:23.475367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:23.480010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:23.481742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:23.482192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:23.483206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:48:23.486020] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:23.525343] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -1.13%, Actual: 0.95%
[2025-12-02T20:48:23.691361] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.37%, Actual: 0.95%
[2025-12-02T20:48:23.831708] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:48:23.862765] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: 0.42%, Actual: 1.69%
[2025-12-02T20:48:24.012810] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:48:24.035556] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.55%, Actual: 1.43%
[2025-12-02T20:48:24.035769] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 41.3556%
[2025-12-02T20:48:24.035899] [INFO ] [main      ] MMLP: DISCARDED add_open_vs_prev_range_position (score: 41.36%)
[2025-12-02T20:48:24.035944] [INFO ] [main      ] MMLP: Testing feature 27/53: add_overnight_gap_amplitude
[2025-12-02T20:48:24.035975] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies', 'add_overnight_gap_amplitude']
[2025-12-02T20:48:24.036008] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:48:24.048304] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:48:24.048725] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:48:24.049556] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:24.049639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:24.050459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:24.051703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:48:24.052324] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:24.087063] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: 4.72% | Symbol ETA: 13.9s | Global ETA: N/A
[2025-12-02T20:48:24.087182] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:48:24.088045] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:24.088105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:24.093225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:24.095104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:24.095590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:24.096774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:48:24.100222] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:24.418321] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:48:24.461218] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:48:24.596143] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:48:24.628381] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:48:24.652232] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.37% | Symbol ETA: 12.9s | Global ETA: N/A
[2025-12-02T20:48:24.652350] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:48:24.653130] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:24.653188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:24.654029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:24.655257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:48:24.655932] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:24.696086] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: -0.12% | Symbol ETA: 13.3s | Global ETA: N/A
[2025-12-02T20:48:24.696208] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:48:24.696991] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:24.697048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:24.701698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:24.703366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:24.703829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:24.704797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:48:24.707511] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:25.006992] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:48:25.098708] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:48:25.183156] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:48:25.237995] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: 0.10% | Symbol ETA: 12.2s | Global ETA: N/A
[2025-12-02T20:48:25.238120] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:48:25.238906] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:25.238965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:25.239843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:25.241122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:48:25.241776] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:25.267290] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:48:25.338282] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -12.01% | Symbol ETA: 12.7s | Global ETA: N/A
[2025-12-02T20:48:25.338414] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:48:25.339243] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:25.339305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:25.344100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:25.345848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:25.346308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:25.347317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:48:25.350104] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:25.589234] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:48:25.697208] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:48:25.764165] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:48:25.819073] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -1.01% | Symbol ETA: 11.6s | Global ETA: N/A
[2025-12-02T20:48:25.819196] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:48:25.819973] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:25.820032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:25.820894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:25.822163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:48:25.822846] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:25.871537] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:48:25.943000] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 28.78% | Symbol ETA: 12.1s | Global ETA: N/A
[2025-12-02T20:48:25.943123] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:48:25.943913] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:25.943973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:25.948874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:25.950611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:25.951077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:25.952093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:48:25.955012] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:26.176780] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:48:26.304603] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:48:26.358613] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:48:26.419407] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: 0.14% | Symbol ETA: 11.0s | Global ETA: N/A
[2025-12-02T20:48:26.419530] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:48:26.420605] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:26.420671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:26.421790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:26.423311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:48:26.423980] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:26.491503] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:48:26.567784] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 6.72% | Symbol ETA: 11.5s | Global ETA: N/A
[2025-12-02T20:48:26.568112] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:48:26.569067] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:26.569125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:26.573743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:26.575654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:26.576110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:26.577237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:48:26.580384] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:26.762056] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:48:26.911464] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:48:26.956112] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:48:27.011962] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.75% | Symbol ETA: 10.4s | Global ETA: N/A
[2025-12-02T20:48:27.012087] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:48:27.012854] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:27.012912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:27.014130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:27.015339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:48:27.016159] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:27.073972] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:48:27.140499] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -7.56% | Symbol ETA: 10.8s | Global ETA: N/A
[2025-12-02T20:48:27.140638] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:48:27.141356] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:27.141413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:27.146007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:27.147706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:27.148179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:27.149142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:48:27.151861] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:27.369042] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:48:27.479294] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:48:27.549548] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:48:27.605378] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.33% | Symbol ETA: 9.8s | Global ETA: N/A
[2025-12-02T20:48:27.605501] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:48:27.606358] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:27.606422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:27.607360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:27.608908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:48:27.609650] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:27.646213] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:48:27.713476] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: 4.01% | Symbol ETA: 10.2s | Global ETA: N/A
[2025-12-02T20:48:27.713618] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:48:27.714352] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:27.714410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:27.719430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:27.721142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:27.721600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:27.722566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:48:27.725327] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:27.962256] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:48:28.061832] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:48:28.126327] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:48:28.178175] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -0.39% | Symbol ETA: 9.2s | Global ETA: N/A
[2025-12-02T20:48:28.178293] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:48:28.179045] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:28.179103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:28.179920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:28.181129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:48:28.181747] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:28.226161] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:48:28.293848] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: 2.81% | Symbol ETA: 9.6s | Global ETA: N/A
[2025-12-02T20:48:28.293976] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:48:28.294745] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:28.294804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:28.299431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:28.301127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:28.301601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:28.302538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:48:28.305237] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:28.514882] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:48:28.644262] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:48:28.680825] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:48:28.733567] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.86% | Symbol ETA: 8.6s | Global ETA: N/A
[2025-12-02T20:48:28.733705] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:48:28.734655] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:28.734713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:28.735709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:28.736951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:48:28.737542] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:28.814338] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:48:28.882522] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 11.08% | Symbol ETA: 9.0s | Global ETA: N/A
[2025-12-02T20:48:28.882663] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:48:28.883408] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:28.883467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:28.888192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:28.890026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:28.890491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:28.891462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:48:28.894282] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:29.069975] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:48:29.236033] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:48:29.237158] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:48:29.288322] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: 0.49% | Symbol ETA: 8.0s | Global ETA: N/A
[2025-12-02T20:48:29.288439] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:48:29.289190] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:29.289247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:29.290233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:29.291662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:48:29.292258] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:29.404886] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:48:29.472301] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -11.66% | Symbol ETA: 8.4s | Global ETA: N/A
[2025-12-02T20:48:29.622885] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:48:29.641856] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: 4.72%, Actual: 4.22%
[2025-12-02T20:48:29.789545] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:48:29.813726] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: -0.12%, Actual: 6.87%
[2025-12-02T20:48:29.841494] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -0.93% | Symbol ETA: 7.4s | Global ETA: N/A
[2025-12-02T20:48:29.988042] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -12.01%, Actual: 0.49%
[2025-12-02T20:48:30.006858] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.37%, Actual: 0.88%
[2025-12-02T20:48:30.171345] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: 0.10%, Actual: 3.03%
[2025-12-02T20:48:30.172038] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 28.78%, Actual: 0.37%
[2025-12-02T20:48:30.341864] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -1.01%, Actual: 2.47%
[2025-12-02T20:48:30.344543] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 6.72%, Actual: 0.83%
[2025-12-02T20:48:30.521513] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: 0.14%, Actual: 0.75%
[2025-12-02T20:48:30.523175] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -7.56%, Actual: 17.98%
[2025-12-02T20:48:30.696493] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.75%, Actual: 0.19%
[2025-12-02T20:48:30.700327] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: 4.01%, Actual: 7.38%
[2025-12-02T20:48:30.880211] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: 2.81%, Actual: 2.21%
[2025-12-02T20:48:30.889812] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.33%, Actual: 0.95%
[2025-12-02T20:48:31.054310] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 11.08%, Actual: 2.91%
[2025-12-02T20:48:31.070034] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -0.39%, Actual: 0.95%
[2025-12-02T20:48:31.228111] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -11.66%, Actual: 1.60%
[2025-12-02T20:48:31.228316] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 30.9488%
[2025-12-02T20:48:31.228397] [INFO ] [main      ] IOVA: DISCARDED add_open_vs_prev_range_position (score: 30.95%)
[2025-12-02T20:48:31.228439] [INFO ] [main      ] IOVA: Testing feature 27/53: add_overnight_gap_amplitude
[2025-12-02T20:48:31.228472] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_session_pressure', 'add_overnight_gap_amplitude']
[2025-12-02T20:48:31.228506] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:48:31.233721] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.86%, Actual: 0.95%
[2025-12-02T20:48:31.304886] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:48:31.305261] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:48:31.306080] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:31.306138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:31.310942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:31.312740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:31.313204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:31.314236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:48:31.314882] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:31.404350] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: 0.49%, Actual: 1.69%
[2025-12-02T20:48:31.572457] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.93%, Actual: 1.43%
[2025-12-02T20:48:31.572677] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 38.6075%
[2025-12-02T20:48:31.572759] [INFO ] [main      ] MMLP: DISCARDED add_overnight_gap_amplitude (score: 38.61%)
[2025-12-02T20:48:31.572804] [INFO ] [main      ] MMLP: Testing feature 28/53: add_overnight_gap_mag
[2025-12-02T20:48:31.572836] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies', 'add_overnight_gap_mag']
[2025-12-02T20:48:31.572870] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:48:31.583907] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:48:31.584229] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:48:31.585085] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:31.585156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:31.586024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:31.587286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:48:31.588026] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:31.664407] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:48:31.855416] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:48:31.929783] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: 0.41% | Symbol ETA: 13.4s | Global ETA: N/A
[2025-12-02T20:48:31.929907] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:48:31.930714] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:31.930775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:31.935647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:31.937512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:31.937666] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:48:31.938041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:31.939059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:48:31.939713] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:32.109952] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:48:32.164435] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.30% | Symbol ETA: 12.2s | Global ETA: N/A
[2025-12-02T20:48:32.164591] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:48:32.165329] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:32.165386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:32.166198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:32.167392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:48:32.168100] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:32.284043] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:48:32.447628] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:48:32.515039] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: 3.08% | Symbol ETA: 12.6s | Global ETA: N/A
[2025-12-02T20:48:32.515159] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:48:32.515913] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:32.515971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:32.516050] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:48:32.520889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:32.522962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:32.523552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:32.524745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:48:32.525331] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:32.696391] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:48:32.752471] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: -0.18% | Symbol ETA: 11.7s | Global ETA: N/A
[2025-12-02T20:48:32.752635] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:48:32.753458] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:32.753537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:32.754382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:32.755727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:48:32.756423] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:32.861597] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:48:33.034103] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:48:33.097637] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:48:33.106310] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -14.20% | Symbol ETA: 12.0s | Global ETA: N/A
[2025-12-02T20:48:33.106438] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:48:33.107254] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:33.107315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:33.112264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:33.114064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:33.114542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:33.115569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:48:33.116193] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:33.265465] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:48:33.317769] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -1.49% | Symbol ETA: 11.0s | Global ETA: N/A
[2025-12-02T20:48:33.317890] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:48:33.318663] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:33.318721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:33.319512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:33.320766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:48:33.321427] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:33.452297] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:48:33.615742] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:48:33.658423] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:48:33.682243] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 17.41% | Symbol ETA: 11.3s | Global ETA: N/A
[2025-12-02T20:48:33.682360] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:48:33.683124] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:33.683183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:33.687820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:33.689544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:33.690013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:33.690989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:48:33.691570] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:33.823564] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:48:33.877143] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: -0.64% | Symbol ETA: 10.4s | Global ETA: N/A
[2025-12-02T20:48:33.877257] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:48:33.878040] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:33.878113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:33.878936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:33.880158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:48:33.880855] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:34.033597] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:48:34.213522] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:48:34.224533] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:48:34.300903] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 6.96% | Symbol ETA: 10.8s | Global ETA: N/A
[2025-12-02T20:48:34.301018] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:48:34.301803] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:34.301866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:34.306701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:34.308565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:34.309214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:34.310636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:48:34.311477] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:34.384381] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:48:34.438891] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 1.06% | Symbol ETA: 9.8s | Global ETA: N/A
[2025-12-02T20:48:34.439021] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:48:34.439782] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:34.439849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:34.440700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:34.441903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:48:34.442559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:34.682587] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:48:34.781732] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:48:34.846277] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:48:34.912850] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -12.75% | Symbol ETA: 10.2s | Global ETA: N/A
[2025-12-02T20:48:34.912965] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:48:34.913718] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:34.913776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:34.918417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:34.920111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:34.920558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:34.921536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:48:34.922138] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:34.950991] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:48:35.004252] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.24% | Symbol ETA: 9.3s | Global ETA: N/A
[2025-12-02T20:48:35.004389] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:48:35.005176] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:35.005235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:35.006103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:35.007370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:48:35.008099] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:35.249778] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:48:35.342894] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:48:35.413289] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:48:35.479092] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: -1.04% | Symbol ETA: 9.6s | Global ETA: N/A
[2025-12-02T20:48:35.479210] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:48:35.479955] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:35.480013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:35.484554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:35.486278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:35.486742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:35.487705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:48:35.488331] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:35.511264] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:48:35.562643] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -0.40% | Symbol ETA: 8.7s | Global ETA: N/A
[2025-12-02T20:48:35.562764] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:48:35.563486] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:35.563544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:35.564364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:35.565563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:48:35.566241] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:35.823314] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:48:35.904832] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:48:35.990646] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:48:36.055836] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: 0.39% | Symbol ETA: 9.0s | Global ETA: N/A
[2025-12-02T20:48:36.055956] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:48:36.056714] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:36.056773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:36.061386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:36.063092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:36.063544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:36.064524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:48:36.065131] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:36.072108] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:48:36.124496] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.79% | Symbol ETA: 8.1s | Global ETA: N/A
[2025-12-02T20:48:36.124646] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:48:36.125403] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:36.125463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:36.126366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:36.127618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:48:36.128355] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:36.396763] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:48:36.465819] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:48:36.575124] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:48:36.639672] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:48:36.640030] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 22.65% | Symbol ETA: 8.4s | Global ETA: N/A
[2025-12-02T20:48:36.640149] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:48:36.640906] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:36.640965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:36.645911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:36.647635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:36.648107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:36.649079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:48:36.649687] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:36.695561] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: 0.33% | Symbol ETA: 7.5s | Global ETA: N/A
[2025-12-02T20:48:36.695720] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:48:36.696490] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:36.696597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:36.697506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:36.698879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:48:36.699565] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:36.981753] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:48:37.045513] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:48:37.148628] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:48:37.213879] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -6.77% | Symbol ETA: 7.8s | Global ETA: N/A
[2025-12-02T20:48:37.233436] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:48:37.288386] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -0.66% | Symbol ETA: 7.0s | Global ETA: N/A
[2025-12-02T20:48:37.385387] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: 0.41%, Actual: 4.22%
[2025-12-02T20:48:37.468942] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.30%, Actual: 0.88%
[2025-12-02T20:48:37.553929] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: 3.08%, Actual: 6.87%
[2025-12-02T20:48:37.637668] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: -0.18%, Actual: 3.03%
[2025-12-02T20:48:37.725518] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -14.20%, Actual: 0.49%
[2025-12-02T20:48:37.810514] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -1.49%, Actual: 2.47%
[2025-12-02T20:48:37.899711] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 17.41%, Actual: 0.37%
[2025-12-02T20:48:37.983015] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -0.64%, Actual: 0.75%
[2025-12-02T20:48:38.069664] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 6.96%, Actual: 0.83%
[2025-12-02T20:48:38.150659] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 1.06%, Actual: 0.19%
[2025-12-02T20:48:38.239244] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -12.75%, Actual: 17.98%
[2025-12-02T20:48:38.320015] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.24%, Actual: 0.95%
[2025-12-02T20:48:38.409689] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: -1.04%, Actual: 7.38%
[2025-12-02T20:48:38.486140] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -0.40%, Actual: 0.95%
[2025-12-02T20:48:38.581126] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: 0.39%, Actual: 2.21%
[2025-12-02T20:48:38.652404] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.79%, Actual: 0.95%
[2025-12-02T20:48:38.755476] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 22.65%, Actual: 2.91%
[2025-12-02T20:48:38.819105] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: 0.33%, Actual: 1.69%
[2025-12-02T20:48:38.929107] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -6.77%, Actual: 1.60%
[2025-12-02T20:48:38.929315] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 25.1832%
[2025-12-02T20:48:38.929398] [INFO ] [main      ] IOVA: DISCARDED add_overnight_gap_amplitude (score: 25.18%)
[2025-12-02T20:48:38.929440] [INFO ] [main      ] IOVA: Testing feature 28/53: add_overnight_gap_mag
[2025-12-02T20:48:38.929471] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_session_pressure', 'add_overnight_gap_mag']
[2025-12-02T20:48:38.929505] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:48:38.942134] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:48:38.942499] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:48:38.943358] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:38.943419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:38.948212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:38.950006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:38.950496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:38.951503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:48:38.952208] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:38.983717] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.66%, Actual: 1.43%
[2025-12-02T20:48:38.983913] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 40.3322%
[2025-12-02T20:48:38.983992] [INFO ] [main      ] MMLP: DISCARDED add_overnight_gap_mag (score: 40.33%)
[2025-12-02T20:48:38.984032] [INFO ] [main      ] MMLP: Testing feature 29/53: add_pct_change
[2025-12-02T20:48:38.984062] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies', 'add_pct_change']
[2025-12-02T20:48:38.984101] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:48:38.996129] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:48:38.996527] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:48:38.997360] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:38.997417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:38.998299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:38.999526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:48:39.001658] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:39.288639] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:48:39.337071] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:48:39.456688] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:48:39.507255] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:48:39.525355] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: -1.57% | Symbol ETA: 12.4s | Global ETA: N/A
[2025-12-02T20:48:39.525471] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:48:39.526217] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:39.526276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:39.530971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:39.532651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:39.533129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:39.534126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:48:39.534859] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:39.566895] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: -0.28% | Symbol ETA: 11.5s | Global ETA: N/A
[2025-12-02T20:48:39.567030] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:48:39.567825] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:39.567885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:39.568763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:39.570098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:48:39.572134] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:39.878934] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:48:39.911488] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:48:40.058490] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:48:40.083131] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:48:40.132146] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: 2.55% | Symbol ETA: 11.9s | Global ETA: N/A
[2025-12-02T20:48:40.132270] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:48:40.133085] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:40.133145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:40.138006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:40.139875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:40.140343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:40.141357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:48:40.141893] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: 0.08% | Symbol ETA: 10.9s | Global ETA: N/A
[2025-12-02T20:48:40.142011] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:48:40.142087] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:40.142766] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:40.142824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:40.143645] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:40.144849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:48:40.146784] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:40.474990] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:48:40.478471] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:48:40.644567] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:48:40.645053] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:48:40.704412] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: 1.05% | Symbol ETA: 10.3s | Global ETA: N/A
[2025-12-02T20:48:40.704529] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:48:40.705271] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:40.705328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:40.706179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:40.707380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:48:40.709334] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:40.712724] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -10.70% | Symbol ETA: 11.3s | Global ETA: N/A
[2025-12-02T20:48:40.712857] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:48:40.713652] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:40.713711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:40.718499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:40.720318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:40.720796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:40.721781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:48:40.722484] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:41.038703] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:48:41.077097] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:48:41.201960] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:48:41.243141] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:48:41.260964] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: -0.73% | Symbol ETA: 9.7s | Global ETA: N/A
[2025-12-02T20:48:41.261081] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:48:41.261825] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:41.261882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:41.262699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:41.263969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:48:41.265902] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:41.310728] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 24.43% | Symbol ETA: 10.7s | Global ETA: N/A
[2025-12-02T20:48:41.310846] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:48:41.311614] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:41.311691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:41.316486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:41.318269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:41.318746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:41.319737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:48:41.320408] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:41.594235] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:48:41.659331] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:48:41.767411] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:48:41.828842] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.79% | Symbol ETA: 9.2s | Global ETA: N/A
[2025-12-02T20:48:41.828971] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:48:41.830195] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:41.830252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:41.831090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:41.832290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:48:41.834269] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:41.844487] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:48:41.914063] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 11.65% | Symbol ETA: 10.1s | Global ETA: N/A
[2025-12-02T20:48:41.914186] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:48:41.914947] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:41.915020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:41.919772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:41.921465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:41.921935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:41.922932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:48:41.923596] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:42.173269] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:48:42.277286] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:48:42.347759] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:48:42.407253] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.57% | Symbol ETA: 8.6s | Global ETA: N/A
[2025-12-02T20:48:42.407367] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:48:42.408190] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:42.408250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:42.409125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:42.410449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:48:42.412483] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:42.443962] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:48:42.514200] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -15.21% | Symbol ETA: 9.5s | Global ETA: N/A
[2025-12-02T20:48:42.514502] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:48:42.515258] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:42.515317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:42.520154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:42.522286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:42.522769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:42.523795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:48:42.524671] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:42.767607] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:48:42.876074] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:48:42.937778] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:48:42.998069] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -0.55% | Symbol ETA: 8.1s | Global ETA: N/A
[2025-12-02T20:48:42.998203] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:48:42.998990] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:42.999050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:42.999893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:43.001140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:48:43.003155] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:43.044306] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:48:43.111515] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: -2.34% | Symbol ETA: 8.9s | Global ETA: N/A
[2025-12-02T20:48:43.111655] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:48:43.112381] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:43.112439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:43.117093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:43.118835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:43.119290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:43.120316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:48:43.120995] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:43.340616] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:48:43.474328] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:48:43.510439] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:48:43.569187] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.53% | Symbol ETA: 7.5s | Global ETA: N/A
[2025-12-02T20:48:43.569307] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:48:43.570094] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:43.570155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:43.571013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:43.572266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:48:43.574288] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:43.643094] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:48:43.725177] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: 4.39% | Symbol ETA: 8.3s | Global ETA: N/A
[2025-12-02T20:48:43.725298] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:48:43.726108] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:43.726167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:43.731039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:43.732842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:43.733324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:43.734327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:48:43.735018] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:43.911114] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:48:44.078470] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:48:44.098326] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:48:44.136830] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: -0.10% | Symbol ETA: 6.9s | Global ETA: N/A
[2025-12-02T20:48:44.136948] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:48:44.137720] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:44.137777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:44.138620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:44.139825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:48:44.141779] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:44.276551] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:48:44.345369] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 17.66% | Symbol ETA: 7.7s | Global ETA: N/A
[2025-12-02T20:48:44.345489] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:48:44.346255] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:44.346313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:44.351267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:44.353090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:44.353604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:44.354685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:48:44.355414] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:44.484021] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:48:44.660922] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:48:44.709969] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:48:44.718461] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -0.42% | Symbol ETA: 6.4s | Global ETA: N/A
[2025-12-02T20:48:44.885740] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:48:44.888926] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: -0.28%, Actual: 0.88%
[2025-12-02T20:48:44.954136] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -8.16% | Symbol ETA: 7.1s | Global ETA: N/A
[2025-12-02T20:48:45.054799] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: 0.08%, Actual: 3.03%
[2025-12-02T20:48:45.128886] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: -1.57%, Actual: 4.22%
[2025-12-02T20:48:45.224614] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: 1.05%, Actual: 2.47%
[2025-12-02T20:48:45.302031] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: 2.55%, Actual: 6.87%
[2025-12-02T20:48:45.389515] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -0.73%, Actual: 0.75%
[2025-12-02T20:48:45.478096] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -10.70%, Actual: 0.49%
[2025-12-02T20:48:45.552993] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.79%, Actual: 0.19%
[2025-12-02T20:48:45.653974] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 24.43%, Actual: 0.37%
[2025-12-02T20:48:45.718352] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.57%, Actual: 0.95%
[2025-12-02T20:48:45.828476] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 11.65%, Actual: 0.83%
[2025-12-02T20:48:45.888227] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -0.55%, Actual: 0.95%
[2025-12-02T20:48:46.019556] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -15.21%, Actual: 17.98%
[2025-12-02T20:48:46.070111] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.53%, Actual: 0.95%
[2025-12-02T20:48:46.190016] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: -2.34%, Actual: 7.38%
[2025-12-02T20:48:46.239660] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: -0.10%, Actual: 1.69%
[2025-12-02T20:48:46.362057] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: 4.39%, Actual: 2.21%
[2025-12-02T20:48:46.417694] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.42%, Actual: 1.43%
[2025-12-02T20:48:46.417997] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 38.8366%
[2025-12-02T20:48:46.418120] [INFO ] [main      ] MMLP: DISCARDED add_pct_change (score: 38.84%)
[2025-12-02T20:48:46.418185] [INFO ] [main      ] MMLP: Testing feature 30/53: add_preclose_acceleration_mag
[2025-12-02T20:48:46.418234] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies', 'add_preclose_acceleration_mag']
[2025-12-02T20:48:46.418286] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:48:46.432427] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:48:46.432891] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:48:46.433932] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:46.434003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:46.435074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:46.436693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:48:46.438921] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:46.529127] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 17.66%, Actual: 2.91%
[2025-12-02T20:48:46.696829] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -8.16%, Actual: 1.60%
[2025-12-02T20:48:46.697030] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 30.1960%
[2025-12-02T20:48:46.697111] [INFO ] [main      ] IOVA: DISCARDED add_overnight_gap_mag (score: 30.20%)
[2025-12-02T20:48:46.697150] [INFO ] [main      ] IOVA: Testing feature 29/53: add_pct_change
[2025-12-02T20:48:46.697180] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_session_pressure', 'add_pct_change']
[2025-12-02T20:48:46.697212] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:48:46.710385] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:48:46.710823] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:48:46.711820] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:46.711881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:46.716731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:46.718521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:46.719000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:46.719976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:48:46.722106] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:46.783820] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:48:46.950886] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:48:47.005512] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.18% | Symbol ETA: 11.0s | Global ETA: N/A
[2025-12-02T20:48:47.005654] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:48:47.006382] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:47.006440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:47.007250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:47.008477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:48:47.009488] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:47.056885] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:48:47.226463] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:48:47.300333] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: -0.25% | Symbol ETA: 12.0s | Global ETA: N/A
[2025-12-02T20:48:47.300449] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:48:47.301203] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:47.301262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:47.305942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:47.307678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:47.308143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:47.309112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:48:47.311120] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:47.350751] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:48:47.516560] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:48:47.573915] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: 0.05% | Symbol ETA: 10.5s | Global ETA: N/A
[2025-12-02T20:48:47.574044] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:48:47.574826] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:47.574884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:47.575721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:47.576977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:48:47.578022] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:47.652653] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:48:47.820893] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:48:47.895495] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: 0.01% | Symbol ETA: 11.4s | Global ETA: N/A
[2025-12-02T20:48:47.895628] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:48:47.896349] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:47.896406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:47.901158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:47.902867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:47.903310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:47.904304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:48:47.906258] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:47.914403] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:48:48.079167] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:48:48.131918] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.86% | Symbol ETA: 9.9s | Global ETA: N/A
[2025-12-02T20:48:48.132040] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:48:48.132798] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:48.132856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:48.133671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:48.134889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:48:48.135897] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:48.247062] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:48:48.418710] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:48:48.479830] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:48:48.495163] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -8.88% | Symbol ETA: 10.8s | Global ETA: N/A
[2025-12-02T20:48:48.495279] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:48:48.496088] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:48.496149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:48.501562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:48.503309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:48.503790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:48.504816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:48:48.506806] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:48.647153] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:48:48.700982] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: -0.38% | Symbol ETA: 9.3s | Global ETA: N/A
[2025-12-02T20:48:48.701105] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:48:48.701862] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:48.701920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:48.702905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:48.704305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:48:48.705310] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:48.850704] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:48:49.021918] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:48:49.062718] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:48:49.100376] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 21.10% | Symbol ETA: 10.2s | Global ETA: N/A
[2025-12-02T20:48:49.100495] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:48:49.101261] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:49.101323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:49.106274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:49.108091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:49.108590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:49.109601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:48:49.111522] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:49.239555] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:48:49.292035] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.30% | Symbol ETA: 8.8s | Global ETA: N/A
[2025-12-02T20:48:49.292151] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:48:49.292953] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:49.293014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:49.293858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:49.295115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:48:49.296169] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:49.457497] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:48:49.628819] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:48:49.644779] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:48:49.705613] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 1.50% | Symbol ETA: 9.7s | Global ETA: N/A
[2025-12-02T20:48:49.705751] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:48:49.706509] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:49.706596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:49.711413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:49.713166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:49.713699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:49.714710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:48:49.716779] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:49.826070] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:48:49.878748] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.21% | Symbol ETA: 8.2s | Global ETA: N/A
[2025-12-02T20:48:49.878872] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:48:49.879622] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:49.879680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:49.880494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:49.881718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:48:49.882725] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:50.067381] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:48:50.237821] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:48:50.239766] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:48:50.313741] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -1.99% | Symbol ETA: 9.1s | Global ETA: N/A
[2025-12-02T20:48:50.313861] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:48:50.314667] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:50.314740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:50.319501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:50.321234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:50.321736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:50.322789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:48:50.324737] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:50.412952] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:48:50.465673] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -0.73% | Symbol ETA: 7.6s | Global ETA: N/A
[2025-12-02T20:48:50.465795] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:48:50.466548] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:50.466633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:50.467454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:50.468761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:48:50.469830] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:50.662764] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:48:50.827129] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:48:50.830548] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:48:50.907000] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: 5.71% | Symbol ETA: 8.5s | Global ETA: N/A
[2025-12-02T20:48:50.907121] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:48:50.907891] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:50.907977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:50.913333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:50.915226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:50.915698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:50.916671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:48:50.918664] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:50.995175] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:48:51.051101] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.20% | Symbol ETA: 7.1s | Global ETA: N/A
[2025-12-02T20:48:51.051238] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:48:51.052035] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:51.052095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:51.052952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:51.054242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:48:51.055314] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:51.259247] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:48:51.397763] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:48:51.433549] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:48:51.504166] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: 4.00% | Symbol ETA: 7.9s | Global ETA: N/A
[2025-12-02T20:48:51.504288] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:48:51.505067] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:51.505125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:51.509844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:51.511594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:51.512053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:51.513015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:48:51.514989] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:51.573985] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:48:51.629729] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: 0.49% | Symbol ETA: 6.5s | Global ETA: N/A
[2025-12-02T20:48:51.629851] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:48:51.630661] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:51.630721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:51.631587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:51.632839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:48:51.633892] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:51.874136] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:48:51.979174] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:48:52.043645] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:48:52.116216] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 3.24% | Symbol ETA: 7.3s | Global ETA: N/A
[2025-12-02T20:48:52.116368] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:48:52.117124] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:52.117183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:52.121907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:52.123607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:52.124065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:52.125040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:48:52.126979] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:52.143528] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:48:52.194509] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -0.68% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-12-02T20:48:52.359166] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.18%, Actual: 0.88%
[2025-12-02T20:48:52.470114] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:48:52.530182] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: 0.05%, Actual: 3.03%
[2025-12-02T20:48:52.648420] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:48:52.694453] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.86%, Actual: 2.47%
[2025-12-02T20:48:52.722398] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -1.37% | Symbol ETA: 6.7s | Global ETA: N/A
[2025-12-02T20:48:52.859873] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -0.38%, Actual: 0.75%
[2025-12-02T20:48:52.905333] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: -0.25%, Actual: 4.22%
[2025-12-02T20:48:53.024134] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.30%, Actual: 0.19%
[2025-12-02T20:48:53.084740] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: 0.01%, Actual: 6.87%
[2025-12-02T20:48:53.198751] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.21%, Actual: 0.95%
[2025-12-02T20:48:53.258674] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -8.88%, Actual: 0.49%
[2025-12-02T20:48:53.372518] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -0.73%, Actual: 0.95%
[2025-12-02T20:48:53.430814] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 21.10%, Actual: 0.37%
[2025-12-02T20:48:53.545036] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.20%, Actual: 0.95%
[2025-12-02T20:48:53.604781] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 1.50%, Actual: 0.83%
[2025-12-02T20:48:53.718236] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: 0.49%, Actual: 1.69%
[2025-12-02T20:48:53.785590] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -1.99%, Actual: 17.98%
[2025-12-02T20:48:53.885930] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.68%, Actual: 1.43%
[2025-12-02T20:48:53.886127] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 36.8586%
[2025-12-02T20:48:53.886209] [INFO ] [main      ] MMLP: DISCARDED add_preclose_acceleration_mag (score: 36.86%)
[2025-12-02T20:48:53.886264] [INFO ] [main      ] MMLP: Testing feature 31/53: add_prev_1100_to_open
[2025-12-02T20:48:53.886303] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies', 'add_prev_1100_to_open']
[2025-12-02T20:48:53.886342] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:48:53.899542] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:48:53.899961] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:48:53.900809] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:53.900867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:53.901728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:53.902938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:48:53.903624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:53.976072] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: 5.71%, Actual: 7.38%
[2025-12-02T20:48:54.161944] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: 4.00%, Actual: 2.21%
[2025-12-02T20:48:54.235913] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:48:54.343989] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 3.24%, Actual: 2.91%
[2025-12-02T20:48:54.405047] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:48:54.471774] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.20% | Symbol ETA: 10.6s | Global ETA: N/A
[2025-12-02T20:48:54.471906] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:48:54.472859] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:54.472917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:54.473909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:54.475306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:48:54.475992] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:54.530741] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -1.37%, Actual: 1.60%
[2025-12-02T20:48:54.530967] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 34.0856%
[2025-12-02T20:48:54.531090] [INFO ] [main      ] IOVA: DISCARDED add_pct_change (score: 34.09%)
[2025-12-02T20:48:54.531136] [INFO ] [main      ] IOVA: Testing feature 30/53: add_preclose_acceleration_mag
[2025-12-02T20:48:54.531171] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_session_pressure', 'add_preclose_acceleration_mag']
[2025-12-02T20:48:54.531214] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:48:54.545729] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:48:54.546124] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:48:54.547062] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:54.547124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:54.552013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:54.553790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:54.554256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:54.555245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:48:54.556224] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:54.809173] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:48:54.896518] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:48:54.972549] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:48:55.025185] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: -1.06% | Symbol ETA: 10.0s | Global ETA: N/A
[2025-12-02T20:48:55.025302] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:48:55.026051] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:55.026109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:55.026913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:55.028137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:48:55.028833] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:55.062353] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:48:55.134190] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: -0.52% | Symbol ETA: 11.5s | Global ETA: N/A
[2025-12-02T20:48:55.134320] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:48:55.135106] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:55.135166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:55.139807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:55.141505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:55.141985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:55.142957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:48:55.143924] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:55.358807] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:48:55.478952] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:48:55.522762] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:48:55.575167] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.85% | Symbol ETA: 9.4s | Global ETA: N/A
[2025-12-02T20:48:55.575290] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:48:55.576050] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:55.576105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:55.576917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:55.578130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:48:55.578811] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:55.642554] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:48:55.708148] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: 5.76% | Symbol ETA: 10.9s | Global ETA: N/A
[2025-12-02T20:48:55.708266] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:48:55.709009] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:55.709067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:55.713686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:55.715371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:55.715848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:55.716817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:48:55.717789] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:55.913487] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:48:56.047019] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:48:56.087849] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:48:56.141378] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: -0.48% | Symbol ETA: 8.8s | Global ETA: N/A
[2025-12-02T20:48:56.141499] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:48:56.142263] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:56.142322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:56.143142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:56.144364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:48:56.145054] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:56.211617] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:48:56.277595] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -16.69% | Symbol ETA: 10.3s | Global ETA: N/A
[2025-12-02T20:48:56.277713] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:48:56.278464] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:56.278523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:56.283123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:56.284832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:56.285275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:56.286243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:48:56.287214] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:56.496784] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:48:56.621672] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:48:56.677310] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:48:56.732279] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.42% | Symbol ETA: 8.3s | Global ETA: N/A
[2025-12-02T20:48:56.732401] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:48:56.733175] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:56.733232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:56.734062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:56.735279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:48:56.735959] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:56.787425] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:48:56.854405] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 14.47% | Symbol ETA: 9.7s | Global ETA: N/A
[2025-12-02T20:48:56.854524] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:48:56.855268] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:56.855327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:56.859976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:56.861695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:56.862141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:56.863114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:48:56.864089] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:57.078965] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:48:57.208431] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:48:57.262658] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:48:57.319609] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.33% | Symbol ETA: 7.8s | Global ETA: N/A
[2025-12-02T20:48:57.319731] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:48:57.320559] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:57.320652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:57.321615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:57.323040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:48:57.323832] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:57.386201] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:48:57.452667] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 2.43% | Symbol ETA: 9.1s | Global ETA: N/A
[2025-12-02T20:48:57.452785] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:48:57.453515] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:57.453592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:57.458189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:57.459877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:57.460328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:57.461288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:48:57.462259] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:57.707394] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:48:57.791243] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:48:57.897073] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:48:57.953598] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -0.34% | Symbol ETA: 7.2s | Global ETA: N/A
[2025-12-02T20:48:57.953727] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:48:57.954551] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:57.954633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:57.955422] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:48:57.955536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:57.956926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:48:57.957697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:58.020704] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -6.21% | Symbol ETA: 8.5s | Global ETA: N/A
[2025-12-02T20:48:58.020821] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:48:58.021544] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:58.021627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:58.026184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:58.027893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:58.028375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:58.029354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:48:58.030328] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:58.342027] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:48:58.368985] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:48:58.533634] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:48:58.551073] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:48:58.587738] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.50% | Symbol ETA: 6.6s | Global ETA: N/A
[2025-12-02T20:48:58.587856] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:48:58.588644] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:58.588702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:58.589559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:58.590953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:48:58.591756] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:58.618935] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: 5.89% | Symbol ETA: 8.0s | Global ETA: N/A
[2025-12-02T20:48:58.619055] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:48:58.619838] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:58.619902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:58.624784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:58.626497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:58.626976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:58.628042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:48:58.629064] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:58.951333] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:48:58.981119] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:48:59.125028] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:48:59.151920] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:48:59.177965] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: 0.27% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-12-02T20:48:59.178094] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:48:59.178872] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:48:59.178931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:48:59.179778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:48:59.181028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:48:59.181760] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:59.220791] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: 1.99% | Symbol ETA: 7.4s | Global ETA: N/A
[2025-12-02T20:48:59.220911] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:48:59.221723] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:59.221783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:59.226482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:59.228219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:59.228700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:59.229687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:48:59.230711] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:59.528844] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:48:59.560414] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:48:59.703111] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:48:59.733737] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:48:59.755045] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -1.00% | Symbol ETA: 5.5s | Global ETA: N/A
[2025-12-02T20:48:59.799409] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 7.97% | Symbol ETA: 6.8s | Global ETA: N/A
[2025-12-02T20:48:59.799539] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:48:59.800324] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:48:59.800385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:48:59.805181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:48:59.806958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:48:59.807420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:48:59.808458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:48:59.809483] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:48:59.986196] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.20%, Actual: 0.88%
[2025-12-02T20:49:00.146851] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:49:00.164065] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: -1.06%, Actual: 3.03%
[2025-12-02T20:49:00.312550] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:49:00.335043] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.85%, Actual: 2.47%
[2025-12-02T20:49:00.378207] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -8.85% | Symbol ETA: 6.2s | Global ETA: N/A
[2025-12-02T20:49:00.511184] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -0.48%, Actual: 0.75%
[2025-12-02T20:49:00.549415] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: -0.52%, Actual: 4.22%
[2025-12-02T20:49:00.686116] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.42%, Actual: 0.19%
[2025-12-02T20:49:00.717512] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: 5.76%, Actual: 6.87%
[2025-12-02T20:49:00.852330] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.33%, Actual: 0.95%
[2025-12-02T20:49:00.882904] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -16.69%, Actual: 0.49%
[2025-12-02T20:49:01.023027] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -0.34%, Actual: 0.95%
[2025-12-02T20:49:01.048280] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 14.47%, Actual: 0.37%
[2025-12-02T20:49:01.198523] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.50%, Actual: 0.95%
[2025-12-02T20:49:01.213639] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 2.43%, Actual: 0.83%
[2025-12-02T20:49:01.368469] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: 0.27%, Actual: 1.69%
[2025-12-02T20:49:01.380991] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -6.21%, Actual: 17.98%
[2025-12-02T20:49:01.533405] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -1.00%, Actual: 1.43%
[2025-12-02T20:49:01.533610] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 41.7768%
[2025-12-02T20:49:01.533710] [INFO ] [main      ] MMLP: DISCARDED add_prev_1100_to_open (score: 41.78%)
[2025-12-02T20:49:01.533749] [INFO ] [main      ] MMLP: Testing feature 32/53: add_prev_close_to_1100
[2025-12-02T20:49:01.533780] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies', 'add_prev_close_to_1100']
[2025-12-02T20:49:01.533813] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:49:01.545452] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:49:01.545792] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:49:01.546644] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:01.546700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:01.547543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:01.548355] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: 5.89%, Actual: 7.38%
[2025-12-02T20:49:01.548852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:49:01.549515] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:01.717640] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: 1.99%, Actual: 2.21%
[2025-12-02T20:49:01.881598] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:49:01.916215] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 7.97%, Actual: 2.91%
[2025-12-02T20:49:02.056980] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:49:02.086436] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -8.85%, Actual: 1.60%
[2025-12-02T20:49:02.086664] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 36.3392%
[2025-12-02T20:49:02.086748] [INFO ] [main      ] IOVA: DISCARDED add_preclose_acceleration_mag (score: 36.34%)
[2025-12-02T20:49:02.086791] [INFO ] [main      ] IOVA: Testing feature 31/53: add_prev_1100_to_open
[2025-12-02T20:49:02.086825] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_session_pressure', 'add_prev_1100_to_open']
[2025-12-02T20:49:02.086860] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:49:02.100731] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:49:02.101148] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:49:02.102104] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:02.102171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:02.107175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:02.109259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:02.109900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:02.110975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:49:02.111699] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:02.113152] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.34% | Symbol ETA: 10.3s | Global ETA: N/A
[2025-12-02T20:49:02.113287] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:49:02.114077] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:02.114137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:02.114994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:02.116258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:49:02.116995] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:02.451065] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:49:02.472273] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:49:02.619087] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:49:02.646221] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:49:02.690406] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: 6.75% | Symbol ETA: 10.8s | Global ETA: N/A
[2025-12-02T20:49:02.690534] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:49:02.691318] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:02.691379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:02.696283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:02.698085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:02.698558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:02.699627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:49:02.700057] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: -0.17% | Symbol ETA: 9.8s | Global ETA: N/A
[2025-12-02T20:49:02.700176] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:49:02.700311] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:02.700929] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:02.701004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:02.701811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:02.703012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:49:02.703771] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:03.036453] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:49:03.050733] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:49:03.200356] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:49:03.223017] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:49:03.253625] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.86% | Symbol ETA: 9.2s | Global ETA: N/A
[2025-12-02T20:49:03.253751] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:49:03.254484] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:03.254542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:03.255347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:03.256532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:49:03.257221] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:03.291277] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: -0.74% | Symbol ETA: 10.3s | Global ETA: N/A
[2025-12-02T20:49:03.291396] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:49:03.292196] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:03.292272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:03.297129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:03.298916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:03.299379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:03.300378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:49:03.301070] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:03.592482] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:49:03.654310] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:49:03.759487] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:49:03.812978] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: -0.38% | Symbol ETA: 8.6s | Global ETA: N/A
[2025-12-02T20:49:03.813095] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:49:03.813844] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:03.813906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:03.814706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:03.815896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:49:03.816558] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:03.834113] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:49:03.902464] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -14.04% | Symbol ETA: 9.7s | Global ETA: N/A
[2025-12-02T20:49:03.902604] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:49:03.903342] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:03.903401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:03.908360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:03.910151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:03.910634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:03.911638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:49:03.912321] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:04.151116] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:49:04.289415] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:49:04.318782] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:49:04.371610] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.30% | Symbol ETA: 8.0s | Global ETA: N/A
[2025-12-02T20:49:04.371745] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:49:04.372478] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:04.372535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:04.373351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:04.374599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:49:04.375277] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:04.470885] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:49:04.540505] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 14.64% | Symbol ETA: 9.2s | Global ETA: N/A
[2025-12-02T20:49:04.540651] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:49:04.541446] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:04.541507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:04.547053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:04.548961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:04.549422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:04.550420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:49:04.551117] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:04.712887] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:49:04.879445] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:49:04.904343] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:49:04.931442] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.21% | Symbol ETA: 7.4s | Global ETA: N/A
[2025-12-02T20:49:04.931560] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:49:04.932303] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:04.932361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:04.933160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:04.934371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:49:04.935057] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:05.077078] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:49:05.146613] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: -1.10% | Symbol ETA: 8.6s | Global ETA: N/A
[2025-12-02T20:49:05.146736] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:49:05.147657] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:05.147726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:05.153212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:05.155025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:05.155519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:05.156550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:49:05.157239] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:05.267999] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:49:05.432686] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:49:05.484905] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -0.73% | Symbol ETA: 6.9s | Global ETA: N/A
[2025-12-02T20:49:05.485029] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:49:05.485785] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:05.485843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:05.486660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:05.487868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:49:05.488542] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:05.505064] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:49:05.677417] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:49:05.747841] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -8.23% | Symbol ETA: 8.0s | Global ETA: N/A
[2025-12-02T20:49:05.747989] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:49:05.748770] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:05.748830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:05.753929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:05.755963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:05.756451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:05.757438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:49:05.758233] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:05.833786] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:49:05.999019] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:49:06.051430] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.20% | Symbol ETA: 6.3s | Global ETA: N/A
[2025-12-02T20:49:06.051548] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:49:06.052311] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:06.052371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:06.053242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:06.054472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:49:06.055163] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:06.098067] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:49:06.262241] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:49:06.328175] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: -4.56% | Symbol ETA: 7.4s | Global ETA: N/A
[2025-12-02T20:49:06.328300] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:49:06.329084] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:06.329144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:06.334118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:06.335791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:06.336281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:06.337246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:49:06.337912] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:06.388883] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:49:06.558396] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:49:06.610175] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: 0.48% | Symbol ETA: 5.7s | Global ETA: N/A
[2025-12-02T20:49:06.610295] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:49:06.611043] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:06.611100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:06.611906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:06.613115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:49:06.613801] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:06.672658] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:49:06.835857] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:49:06.902087] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: 5.43% | Symbol ETA: 6.7s | Global ETA: N/A
[2025-12-02T20:49:06.902205] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:49:06.902957] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:06.903015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:06.907545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:06.909270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:06.909742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:06.910708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:49:06.911352] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:06.956046] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:49:07.121978] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:49:07.174129] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -0.68% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-12-02T20:49:07.252125] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:49:07.342791] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.34%, Actual: 0.88%
[2025-12-02T20:49:07.427462] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:49:07.493748] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 10.95% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-12-02T20:49:07.493900] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:49:07.494846] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:07.494904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:07.499968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:07.501703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:07.502306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:07.503407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:49:07.504087] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:07.510490] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: -0.17%, Actual: 3.03%
[2025-12-02T20:49:07.677753] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.86%, Actual: 2.47%
[2025-12-02T20:49:07.839490] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:49:07.847012] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -0.38%, Actual: 0.75%
[2025-12-02T20:49:08.004304] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:49:08.014600] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.30%, Actual: 0.19%
[2025-12-02T20:49:08.069328] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -7.21% | Symbol ETA: 5.5s | Global ETA: N/A
[2025-12-02T20:49:08.190541] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.21%, Actual: 0.95%
[2025-12-02T20:49:08.295055] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: 6.75%, Actual: 4.22%
[2025-12-02T20:49:08.361401] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -0.73%, Actual: 0.95%
[2025-12-02T20:49:08.462063] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: -0.74%, Actual: 6.87%
[2025-12-02T20:49:08.528829] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.20%, Actual: 0.95%
[2025-12-02T20:49:08.630019] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -14.04%, Actual: 0.49%
[2025-12-02T20:49:08.699762] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: 0.48%, Actual: 1.69%
[2025-12-02T20:49:08.797472] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 14.64%, Actual: 0.37%
[2025-12-02T20:49:08.867767] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.68%, Actual: 1.43%
[2025-12-02T20:49:08.867967] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 39.0173%
[2025-12-02T20:49:08.868047] [INFO ] [main      ] MMLP: DISCARDED add_prev_close_to_1100 (score: 39.02%)
[2025-12-02T20:49:08.868086] [INFO ] [main      ] MMLP: Testing feature 33/53: add_prev_close_to_open
[2025-12-02T20:49:08.868116] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies', 'add_prev_close_to_open']
[2025-12-02T20:49:08.868149] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:49:08.879636] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:49:08.879947] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:49:08.880772] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:08.880829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:08.881649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:08.882866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-02T20:49:08.883529] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:08.962487] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: -1.10%, Actual: 0.83%
[2025-12-02T20:49:09.127788] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -8.23%, Actual: 17.98%
[2025-12-02T20:49:09.218458] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:49:09.292133] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: -4.56%, Actual: 7.38%
[2025-12-02T20:49:09.382996] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:49:09.436740] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.30% | Symbol ETA: 9.6s | Global ETA: N/A
[2025-12-02T20:49:09.436860] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:49:09.437609] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:09.437668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:09.438494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:09.439730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-02T20:49:09.440391] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:09.456276] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: 5.43%, Actual: 2.21%
[2025-12-02T20:49:09.620989] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 10.95%, Actual: 2.91%
[2025-12-02T20:49:09.773386] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:49:09.784333] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -7.21%, Actual: 1.60%
[2025-12-02T20:49:09.784523] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 34.6100%
[2025-12-02T20:49:09.784626] [INFO ] [main      ] IOVA: DISCARDED add_prev_1100_to_open (score: 34.61%)
[2025-12-02T20:49:09.784677] [INFO ] [main      ] IOVA: Testing feature 32/53: add_prev_close_to_1100
[2025-12-02T20:49:09.784716] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_session_pressure', 'add_prev_close_to_1100']
[2025-12-02T20:49:09.784755] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:49:09.798049] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:49:09.798413] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:49:09.799266] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:09.799324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:09.804015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:09.805734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:09.806178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:09.807139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:49:09.807814] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:09.971779] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:49:10.026852] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: -0.18% | Symbol ETA: 9.2s | Global ETA: N/A
[2025-12-02T20:49:10.026978] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:49:10.027775] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:10.027835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:10.028714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:10.029961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-02T20:49:10.030672] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:10.136596] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:49:10.299785] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:49:10.368106] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: 3.82% | Symbol ETA: 10.3s | Global ETA: N/A
[2025-12-02T20:49:10.368227] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:49:10.369172] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:10.369230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:10.372974] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:49:10.373961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:10.375687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:10.376139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:10.377093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:49:10.377756] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:10.544342] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:49:10.600553] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -1.49% | Symbol ETA: 8.6s | Global ETA: N/A
[2025-12-02T20:49:10.600717] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:49:10.601449] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:10.601506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:10.602315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:10.603513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-02T20:49:10.604187] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:10.712230] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:49:10.878794] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:49:10.936766] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:49:10.944162] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: 3.50% | Symbol ETA: 9.8s | Global ETA: N/A
[2025-12-02T20:49:10.944281] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:49:10.945033] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:10.945091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:10.949695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:10.951376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:10.951853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:10.952834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:49:10.953480] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:11.111781] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:49:11.167807] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: -0.64% | Symbol ETA: 8.0s | Global ETA: N/A
[2025-12-02T20:49:11.167940] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:49:11.168844] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:11.168914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:11.169763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:11.171096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-02T20:49:11.171860] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:11.298900] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:49:11.477041] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:49:11.509595] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:49:11.545686] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -7.92% | Symbol ETA: 9.3s | Global ETA: N/A
[2025-12-02T20:49:11.545811] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:49:11.546591] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:11.546651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:11.551554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:11.553418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:11.553913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:11.554922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:49:11.555621] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:11.674395] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:49:11.727383] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 1.06% | Symbol ETA: 7.4s | Global ETA: N/A
[2025-12-02T20:49:11.727509] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:49:11.728324] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:11.728382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:11.729206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:11.730401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-02T20:49:11.731075] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:11.915973] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:49:12.090187] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:49:12.092055] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:49:12.161052] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 25.35% | Symbol ETA: 8.8s | Global ETA: N/A
[2025-12-02T20:49:12.161195] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:49:12.162057] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:12.162119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:12.167557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:12.169601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:12.170063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:12.171044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:49:12.171718] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:12.278551] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:49:12.336092] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.24% | Symbol ETA: 6.9s | Global ETA: N/A
[2025-12-02T20:49:12.336211] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:49:12.337009] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:12.337067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:12.337975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:12.339245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-02T20:49:12.339960] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:12.559480] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:49:12.712168] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:49:12.785150] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:49:12.856788] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 3.44% | Symbol ETA: 8.3s | Global ETA: N/A
[2025-12-02T20:49:12.856913] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:49:12.857750] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:12.857811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:12.862821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:12.864716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:12.865246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:12.866318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:49:12.867029] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:12.890788] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:49:12.944912] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -0.40% | Symbol ETA: 6.3s | Global ETA: N/A
[2025-12-02T20:49:12.945046] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:49:12.945931] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:12.945992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:12.946865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:12.948182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-02T20:49:12.948915] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:13.273606] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:49:13.354651] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:49:13.460286] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:49:13.529312] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -8.55% | Symbol ETA: 7.7s | Global ETA: N/A
[2025-12-02T20:49:13.529430] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:49:13.530225] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:13.530287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:13.535133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:13.537035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:13.537521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:13.538551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:49:13.539243] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:13.539712] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:49:13.596778] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.79% | Symbol ETA: 5.8s | Global ETA: N/A
[2025-12-02T20:49:13.596904] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:49:13.597745] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:13.597808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:13.598711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:13.600122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-02T20:49:13.600993] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:13.896248] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:49:13.950503] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:49:14.067196] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:49:14.123921] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:49:14.133679] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: 5.75% | Symbol ETA: 7.1s | Global ETA: N/A
[2025-12-02T20:49:14.133799] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:49:14.134533] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:14.134614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:14.139260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:14.141036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:14.141490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:14.142462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:49:14.143126] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:14.177405] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: 0.33% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-12-02T20:49:14.177526] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:49:14.178345] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:14.178423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:14.179242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:14.180492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-02T20:49:14.181173] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:14.509406] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:49:14.517736] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:49:14.682093] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:49:14.691842] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:49:14.743608] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -0.66% | Symbol ETA: 4.6s | Global ETA: N/A
[2025-12-02T20:49:14.749181] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: 5.07% | Symbol ETA: 6.5s | Global ETA: N/A
[2025-12-02T20:49:14.749295] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:49:14.750094] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:14.750152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:14.754878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:14.756676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:14.757129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:14.758112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:49:14.758793] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:14.910820] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.30%, Actual: 0.88%
[2025-12-02T20:49:15.078200] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: -0.18%, Actual: 3.03%
[2025-12-02T20:49:15.095237] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:49:15.247104] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -1.49%, Actual: 2.47%
[2025-12-02T20:49:15.262188] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:49:15.329592] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 17.43% | Symbol ETA: 5.8s | Global ETA: N/A
[2025-12-02T20:49:15.329711] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:49:15.330463] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:15.330521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:15.335139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:15.336903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:15.337344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:15.338334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:49:15.339052] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:15.416365] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -0.64%, Actual: 0.75%
[2025-12-02T20:49:15.581279] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 1.06%, Actual: 0.19%
[2025-12-02T20:49:15.675089] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:49:15.747781] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.24%, Actual: 0.95%
[2025-12-02T20:49:15.846533] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:49:15.913401] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -10.34% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-12-02T20:49:15.915159] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -0.40%, Actual: 0.95%
[2025-12-02T20:49:16.083441] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.79%, Actual: 0.95%
[2025-12-02T20:49:16.084813] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: 3.82%, Actual: 4.22%
[2025-12-02T20:49:16.252006] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: 0.33%, Actual: 1.69%
[2025-12-02T20:49:16.256811] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: 3.50%, Actual: 6.87%
[2025-12-02T20:49:16.414725] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.66%, Actual: 1.43%
[2025-12-02T20:49:16.414905] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 40.3322%
[2025-12-02T20:49:16.414981] [INFO ] [main      ] MMLP: DISCARDED add_prev_close_to_open (score: 40.33%)
[2025-12-02T20:49:16.415022] [INFO ] [main      ] MMLP: Testing feature 34/53: add_prior_day_tail_pressure
[2025-12-02T20:49:16.415052] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies', 'add_prior_day_tail_pressure']
[2025-12-02T20:49:16.415085] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:49:16.426374] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:49:16.426735] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:49:16.427540] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:16.427617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:16.428669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:16.429900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:49:16.430962] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -7.92%, Actual: 0.49%
[2025-12-02T20:49:16.432856] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:16.599351] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 25.35%, Actual: 0.37%
[2025-12-02T20:49:16.764705] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 3.44%, Actual: 0.83%
[2025-12-02T20:49:16.765142] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:49:16.928784] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -8.55%, Actual: 17.98%
[2025-12-02T20:49:16.930318] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:49:16.987233] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.39% | Symbol ETA: 9.4s | Global ETA: N/A
[2025-12-02T20:49:16.987355] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:49:16.988182] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:16.988248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:16.989072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:16.990288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:49:16.992917] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:17.094336] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: 5.75%, Actual: 7.38%
[2025-12-02T20:49:17.262848] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: 5.07%, Actual: 2.21%
[2025-12-02T20:49:17.332089] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:49:17.433151] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 17.43%, Actual: 2.91%
[2025-12-02T20:49:17.498237] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:49:17.552914] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: -0.11% | Symbol ETA: 8.8s | Global ETA: N/A
[2025-12-02T20:49:17.553077] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:49:17.554292] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:17.554352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:17.555351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:17.556678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:49:17.559479] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:17.601624] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -10.34%, Actual: 1.60%
[2025-12-02T20:49:17.601807] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 35.6391%
[2025-12-02T20:49:17.601884] [INFO ] [main      ] IOVA: DISCARDED add_prev_close_to_1100 (score: 35.64%)
[2025-12-02T20:49:17.601962] [INFO ] [main      ] IOVA: Testing feature 33/53: add_prev_close_to_open
[2025-12-02T20:49:17.602005] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_session_pressure', 'add_prev_close_to_open']
[2025-12-02T20:49:17.602051] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:49:17.615364] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:49:17.615800] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:49:17.616726] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:17.616788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:17.621702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:17.623482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:17.623984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:17.625026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-02T20:49:17.625715] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:17.933776] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:49:17.963039] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:49:18.104542] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:49:18.132715] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:49:18.159932] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -1.29% | Symbol ETA: 8.4s | Global ETA: N/A
[2025-12-02T20:49:18.160061] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:49:18.160822] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:18.160880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:18.161717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:18.162910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:49:18.165501] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:18.201714] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: -1.57% | Symbol ETA: 10.2s | Global ETA: N/A
[2025-12-02T20:49:18.201831] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:49:18.202559] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:18.202636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:18.207368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:18.209267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:18.209729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:18.210876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-02T20:49:18.211748] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:18.514386] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:49:18.546513] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:49:18.684699] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:49:18.718520] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:49:18.739210] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: -0.35% | Symbol ETA: 7.8s | Global ETA: N/A
[2025-12-02T20:49:18.739334] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:49:18.740157] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:18.740215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:18.741064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:18.742272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:49:18.744981] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:18.788832] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: 2.55% | Symbol ETA: 9.6s | Global ETA: N/A
[2025-12-02T20:49:18.788948] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:49:18.789693] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:18.789751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:18.794338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:18.796047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:18.796489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:18.797452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-02T20:49:18.798152] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:19.085335] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:49:19.139397] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:49:19.255220] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:49:19.302495] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:49:19.313922] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.15% | Symbol ETA: 7.2s | Global ETA: N/A
[2025-12-02T20:49:19.314047] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:49:19.314811] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:19.314869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:19.315747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:19.316971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:49:19.319721] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:19.369387] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -10.70% | Symbol ETA: 9.0s | Global ETA: N/A
[2025-12-02T20:49:19.369503] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:49:19.370253] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:19.370312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:19.374957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:19.376673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:19.377151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:19.378160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-02T20:49:19.378834] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:19.679423] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:49:19.717682] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:49:19.851554] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:49:19.884148] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:49:19.906619] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.03% | Symbol ETA: 6.7s | Global ETA: N/A
[2025-12-02T20:49:19.906751] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:49:19.907504] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:19.907563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:19.908413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:19.909692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:49:19.912419] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:19.953721] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 24.43% | Symbol ETA: 8.4s | Global ETA: N/A
[2025-12-02T20:49:19.953838] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:49:19.954597] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:19.954657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:19.959476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:19.961247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:19.961720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:19.962717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-02T20:49:19.963397] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:20.265274] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:49:20.301448] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:49:20.435545] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:49:20.467356] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:49:20.489909] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -1.47% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-12-02T20:49:20.490035] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:49:20.490817] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:20.490877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:20.491765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:20.493084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:49:20.495967] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:20.533879] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 11.65% | Symbol ETA: 7.8s | Global ETA: N/A
[2025-12-02T20:49:20.534026] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:49:20.534974] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:20.535044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:20.540605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:20.542491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:20.543003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:20.544044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-02T20:49:20.544745] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:20.835999] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:49:20.890367] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:49:21.001511] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:49:21.055186] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.78% | Symbol ETA: 5.5s | Global ETA: N/A
[2025-12-02T20:49:21.055312] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:49:21.056075] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:21.056133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:21.056942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:21.058178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:49:21.058746] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:49:21.060785] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:21.125457] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -15.21% | Symbol ETA: 7.2s | Global ETA: N/A
[2025-12-02T20:49:21.125599] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:49:21.126375] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:21.126437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:21.131321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:21.133112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:21.133622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:21.134634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-02T20:49:21.135321] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:21.412559] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:49:21.483736] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:49:21.584126] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:49:21.638090] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: 0.16% | Symbol ETA: 4.9s | Global ETA: N/A
[2025-12-02T20:49:21.638213] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:49:21.638993] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:21.639064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:21.639902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:21.641119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:49:21.643724] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:21.652313] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:49:21.719308] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: -2.34% | Symbol ETA: 6.6s | Global ETA: N/A
[2025-12-02T20:49:21.719425] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:49:21.720258] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:21.720318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:21.725139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:21.726933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:21.727430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:21.728442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-02T20:49:21.729170] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:21.978143] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:49:22.065421] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:49:22.142954] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:49:22.195849] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -0.42% | Symbol ETA: 4.3s | Global ETA: N/A
[2025-12-02T20:49:22.232009] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:49:22.305239] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: 4.39% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-12-02T20:49:22.305363] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:49:22.306161] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:22.306221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:22.311114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:22.312922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:22.313385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:22.314382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-02T20:49:22.315077] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:22.362633] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.39%, Actual: 0.88%
[2025-12-02T20:49:22.527763] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: -0.11%, Actual: 3.03%
[2025-12-02T20:49:22.650781] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:49:22.696009] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -1.29%, Actual: 2.47%
[2025-12-02T20:49:22.823348] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:49:22.861675] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -0.35%, Actual: 0.75%
[2025-12-02T20:49:22.889120] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 17.66% | Symbol ETA: 5.5s | Global ETA: N/A
[2025-12-02T20:49:22.889240] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:49:22.890005] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:22.890075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:22.894719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:22.896389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:22.896860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:22.897855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-02T20:49:22.898561] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:23.030044] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.15%, Actual: 0.19%
[2025-12-02T20:49:23.198222] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.03%, Actual: 0.95%
[2025-12-02T20:49:23.235140] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:49:23.368253] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -1.47%, Actual: 0.95%
[2025-12-02T20:49:23.400375] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:49:23.466823] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -8.16% | Symbol ETA: 4.9s | Global ETA: N/A
[2025-12-02T20:49:23.539234] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.78%, Actual: 0.95%
[2025-12-02T20:49:23.636505] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: -1.57%, Actual: 4.22%
[2025-12-02T20:49:23.717220] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: 0.16%, Actual: 1.69%
[2025-12-02T20:49:23.806877] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: 2.55%, Actual: 6.87%
[2025-12-02T20:49:23.885460] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.42%, Actual: 1.43%
[2025-12-02T20:49:23.885680] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 38.7791%
[2025-12-02T20:49:23.885769] [INFO ] [main      ] MMLP: DISCARDED add_prior_day_tail_pressure (score: 38.78%)
[2025-12-02T20:49:23.885829] [INFO ] [main      ] MMLP: Testing feature 35/53: add_prior_mag_lag
[2025-12-02T20:49:23.885889] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies', 'add_prior_mag_lag']
[2025-12-02T20:49:23.885924] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:49:23.897424] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:49:23.897808] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:49:23.898733] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:23.898791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:23.899628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:23.900895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:49:23.902451] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:23.973846] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -10.70%, Actual: 0.49%
[2025-12-02T20:49:24.147635] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 24.43%, Actual: 0.37%
[2025-12-02T20:49:24.244252] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:49:24.317229] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 11.65%, Actual: 0.83%
[2025-12-02T20:49:24.417489] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:49:24.476546] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: -0.14% | Symbol ETA: 9.2s | Global ETA: N/A
[2025-12-02T20:49:24.476694] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:49:24.477459] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:24.477518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:24.478387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:24.479759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:49:24.481339] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:24.485858] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -15.21%, Actual: 17.98%
[2025-12-02T20:49:24.654781] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: -2.34%, Actual: 7.38%
[2025-12-02T20:49:24.821169] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: 4.39%, Actual: 2.21%
[2025-12-02T20:49:24.826980] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:49:24.990056] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 17.66%, Actual: 2.91%
[2025-12-02T20:49:25.004096] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:49:25.061085] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: -0.24% | Symbol ETA: 8.6s | Global ETA: N/A
[2025-12-02T20:49:25.061216] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:49:25.062014] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:25.062077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:25.062973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:25.064300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:49:25.065892] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:25.157700] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -8.16%, Actual: 1.60%
[2025-12-02T20:49:25.157883] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 30.1960%
[2025-12-02T20:49:25.157981] [INFO ] [main      ] IOVA: DISCARDED add_prev_close_to_open (score: 30.20%)
[2025-12-02T20:49:25.158030] [INFO ] [main      ] IOVA: Testing feature 34/53: add_prior_day_tail_pressure
[2025-12-02T20:49:25.158076] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_session_pressure', 'add_prior_day_tail_pressure']
[2025-12-02T20:49:25.158111] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:49:25.171183] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:49:25.171546] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:49:25.172371] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:25.172429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:25.177110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:25.178902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:25.179381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:25.180367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:49:25.182969] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:25.415718] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:49:25.521750] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:49:25.583764] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:49:25.639445] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.00% | Symbol ETA: 8.0s | Global ETA: N/A
[2025-12-02T20:49:25.639565] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:49:25.640319] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:25.640376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:25.641219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:25.642590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:49:25.644453] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:25.691087] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:49:25.763753] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: 2.88% | Symbol ETA: 9.7s | Global ETA: N/A
[2025-12-02T20:49:25.763872] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:49:25.764656] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:25.764715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:25.769682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:25.771460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:25.771950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:25.773014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:49:25.775753] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:25.996884] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:49:26.107546] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:49:26.171332] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:49:26.227413] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: -1.35% | Symbol ETA: 7.4s | Global ETA: N/A
[2025-12-02T20:49:26.227535] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:49:26.228337] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:26.228397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:26.229246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:26.230512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:49:26.232194] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:26.272782] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:49:26.340844] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: 0.09% | Symbol ETA: 9.0s | Global ETA: N/A
[2025-12-02T20:49:26.340963] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:49:26.341727] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:26.341785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:26.346427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:26.348209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:26.348689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:26.349671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:49:26.352302] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:26.602720] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:49:26.713115] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:49:26.775720] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:49:26.833688] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 2.00% | Symbol ETA: 6.9s | Global ETA: N/A
[2025-12-02T20:49:26.833811] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:49:26.834594] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:26.834653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:26.835462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:26.836711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:49:26.838268] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:26.883191] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:49:26.953689] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -10.43% | Symbol ETA: 8.5s | Global ETA: N/A
[2025-12-02T20:49:26.953812] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:49:26.954613] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:26.954673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:26.959462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:26.961238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:26.961718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:26.962715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:49:26.965406] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:27.188773] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:49:27.310357] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:49:27.357975] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:49:27.412544] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.53% | Symbol ETA: 6.3s | Global ETA: N/A
[2025-12-02T20:49:27.412696] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:49:27.413471] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:27.413530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:27.414348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:27.415560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:49:27.417147] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:27.489267] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:49:27.560192] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 22.42% | Symbol ETA: 7.9s | Global ETA: N/A
[2025-12-02T20:49:27.560312] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:49:27.561098] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:27.561175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:27.566098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:27.567900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:27.568397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:27.569423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:49:27.572197] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:27.756260] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:49:27.921725] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:49:27.924113] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:49:27.974797] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -0.73% | Symbol ETA: 5.7s | Global ETA: N/A
[2025-12-02T20:49:27.974914] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:49:27.975659] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:27.975716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:27.976515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:27.977754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:49:27.979317] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:28.094294] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:49:28.164791] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 5.32% | Symbol ETA: 7.3s | Global ETA: N/A
[2025-12-02T20:49:28.164915] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:49:28.165679] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:28.165738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:28.171275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:28.173304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:28.173785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:28.174786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:49:28.177378] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:28.318802] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:49:28.487817] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:49:28.509527] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:49:28.542312] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.60% | Symbol ETA: 5.1s | Global ETA: N/A
[2025-12-02T20:49:28.542431] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:49:28.543188] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:28.543246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:28.544061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:28.545262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:49:28.546809] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:28.673412] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:49:28.741516] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -6.33% | Symbol ETA: 6.7s | Global ETA: N/A
[2025-12-02T20:49:28.741658] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:49:28.742388] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:28.742446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:28.747044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:28.748806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:28.749255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:28.750232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:49:28.753276] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:28.889501] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:49:29.056387] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:49:29.110615] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: 0.24% | Symbol ETA: 4.5s | Global ETA: N/A
[2025-12-02T20:49:29.110729] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:49:29.110693] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:49:29.111460] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:29.111517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:29.112365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:29.113599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:49:29.115125] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:29.278833] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:49:29.347651] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: 3.29% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-12-02T20:49:29.347773] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:49:29.348545] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:29.348625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:29.353330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:29.355153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:29.355631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:29.356600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:49:29.359220] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:29.451914] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:49:29.624541] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:49:29.680290] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -0.83% | Symbol ETA: 4.0s | Global ETA: N/A
[2025-12-02T20:49:29.699388] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:49:29.847294] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: -0.14%, Actual: 0.88%
[2025-12-02T20:49:29.862428] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:49:29.931471] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: -0.89% | Symbol ETA: 5.5s | Global ETA: N/A
[2025-12-02T20:49:29.931612] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:49:29.932336] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:29.932395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:29.937023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:29.938769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:29.939214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:29.940196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:49:29.942796] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:30.014765] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: -0.24%, Actual: 3.03%
[2025-12-02T20:49:30.183539] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.00%, Actual: 2.47%
[2025-12-02T20:49:30.274286] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:49:30.351406] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -1.35%, Actual: 0.75%
[2025-12-02T20:49:30.437878] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:49:30.505410] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 10.09% | Symbol ETA: 4.9s | Global ETA: N/A
[2025-12-02T20:49:30.505529] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:49:30.506273] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:30.506332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:30.510926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:30.512603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:30.513070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:30.514033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:49:30.516640] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:30.519096] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 2.00%, Actual: 0.19%
[2025-12-02T20:49:30.685974] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.53%, Actual: 0.95%
[2025-12-02T20:49:30.850160] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:49:30.852496] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -0.73%, Actual: 0.95%
[2025-12-02T20:49:31.013641] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:49:31.020266] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.60%, Actual: 0.95%
[2025-12-02T20:49:31.080079] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -5.24% | Symbol ETA: 4.4s | Global ETA: N/A
[2025-12-02T20:49:31.197411] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: 0.24%, Actual: 1.69%
[2025-12-02T20:49:31.244415] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: 2.88%, Actual: 4.22%
[2025-12-02T20:49:31.384383] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.83%, Actual: 1.43%
[2025-12-02T20:49:31.384614] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 34.3193%
[2025-12-02T20:49:31.384709] [INFO ] [main      ] MMLP: DISCARDED add_prior_mag_lag (score: 34.32%)
[2025-12-02T20:49:31.384764] [INFO ] [main      ] MMLP: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-12-02T20:49:31.384799] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies', 'add_range_overlap_v_prior_day']
[2025-12-02T20:49:31.384832] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:49:31.396293] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:49:31.396701] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:49:31.397532] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:31.397612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:31.398480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:31.399740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:49:31.402203] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:31.412929] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: 0.09%, Actual: 6.87%
[2025-12-02T20:49:31.581096] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -10.43%, Actual: 0.49%
[2025-12-02T20:49:31.758141] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:49:31.759697] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 22.42%, Actual: 0.37%
[2025-12-02T20:49:31.931221] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:49:31.934694] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 5.32%, Actual: 0.83%
[2025-12-02T20:49:31.988615] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.15% | Symbol ETA: 9.0s | Global ETA: N/A
[2025-12-02T20:49:31.988733] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:49:31.989535] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:31.989612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:31.990489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:31.991778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:49:31.995076] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:32.112832] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -6.33%, Actual: 17.98%
[2025-12-02T20:49:32.283530] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: 3.29%, Actual: 7.38%
[2025-12-02T20:49:32.337057] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:49:32.454020] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: -0.89%, Actual: 2.21%
[2025-12-02T20:49:32.511799] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:49:32.568302] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: 0.08% | Symbol ETA: 8.3s | Global ETA: N/A
[2025-12-02T20:49:32.568425] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:49:32.569174] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:32.569254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:32.570097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:32.571333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:49:32.573669] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:32.626723] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 10.09%, Actual: 2.91%
[2025-12-02T20:49:32.793760] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -5.24%, Actual: 1.60%
[2025-12-02T20:49:32.793973] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 29.2714%
[2025-12-02T20:49:32.794064] [INFO ] [main      ] IOVA: DISCARDED add_prior_day_tail_pressure (score: 29.27%)
[2025-12-02T20:49:32.794104] [INFO ] [main      ] IOVA: Testing feature 35/53: add_prior_mag_lag
[2025-12-02T20:49:32.794134] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_session_pressure', 'add_prior_mag_lag']
[2025-12-02T20:49:32.794166] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:49:32.839947] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:49:32.840355] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:49:32.841264] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:32.841326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:32.846217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:32.848238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:32.848744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:32.849736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:49:32.851333] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:32.904757] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:49:33.067765] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:49:33.120849] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.86% | Symbol ETA: 7.7s | Global ETA: N/A
[2025-12-02T20:49:33.120968] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:49:33.121718] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:33.121776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:33.122584] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:33.123781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:49:33.126126] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:33.187374] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:49:33.354956] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:49:33.427197] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: 10.70% | Symbol ETA: 9.3s | Global ETA: N/A
[2025-12-02T20:49:33.427321] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:49:33.428123] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:33.428183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:33.433056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:33.434845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:33.435315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:33.436345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:49:33.438001] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:33.459332] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:49:33.627652] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:49:33.681914] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: -0.29% | Symbol ETA: 7.1s | Global ETA: N/A
[2025-12-02T20:49:33.682030] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:49:33.683028] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:33.683100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:33.684280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:33.686003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:49:33.688438] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:33.774845] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:49:33.945173] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:49:34.013025] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: 0.06% | Symbol ETA: 8.7s | Global ETA: N/A
[2025-12-02T20:49:34.013142] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:49:34.013897] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:34.013956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:34.018622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:34.020290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:34.020753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:34.021716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:49:34.023198] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:34.025562] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:49:34.194232] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:49:34.248320] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.78% | Symbol ETA: 6.5s | Global ETA: N/A
[2025-12-02T20:49:34.248435] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:49:34.249182] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:34.249250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:34.250085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:34.251349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:49:34.253746] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:34.360592] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:49:34.532496] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:49:34.592036] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:49:34.601388] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -5.60% | Symbol ETA: 8.2s | Global ETA: N/A
[2025-12-02T20:49:34.601503] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:49:34.602249] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:34.602309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:34.606915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:34.608644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:34.609087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:34.610053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:49:34.611556] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:34.759212] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:49:34.812293] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-12-02T20:49:34.812422] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:49:34.813173] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:34.813234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:34.814073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:34.815278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:49:34.817675] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:34.944527] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:49:35.115193] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:49:35.151113] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:49:35.183554] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 25.72% | Symbol ETA: 7.6s | Global ETA: N/A
[2025-12-02T20:49:35.183712] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:49:35.184435] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:35.184493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:35.189220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:35.190979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:35.191424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:35.192386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:49:35.193948] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:35.316359] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:49:35.368177] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -0.24% | Symbol ETA: 5.3s | Global ETA: N/A
[2025-12-02T20:49:35.368296] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:49:35.369081] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:35.369142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:35.369997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:35.371246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:49:35.373673] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:35.539424] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:49:35.707339] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:49:35.708953] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:49:35.776306] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: -0.16% | Symbol ETA: 7.0s | Global ETA: N/A
[2025-12-02T20:49:35.776441] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:49:35.777204] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:35.777269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:35.781943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:35.783815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:35.784282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:35.785250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:49:35.786998] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:35.875449] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:49:35.928954] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.56% | Symbol ETA: 4.8s | Global ETA: N/A
[2025-12-02T20:49:35.929079] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:49:35.929872] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:35.929932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:35.930761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:35.932011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:49:35.934387] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:36.127972] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:49:36.271935] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:49:36.300149] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:49:36.369662] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -17.49% | Symbol ETA: 6.4s | Global ETA: N/A
[2025-12-02T20:49:36.369807] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:49:36.370841] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:36.370904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:36.376503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:36.378597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:36.379146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:36.380225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:49:36.382113] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:36.440358] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:49:36.505125] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: 0.43% | Symbol ETA: 4.2s | Global ETA: N/A
[2025-12-02T20:49:36.505248] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:49:36.506015] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:36.506072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:36.506934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:36.508175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:49:36.510537] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:36.745171] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:49:36.862697] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:49:36.917173] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:49:36.985652] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: 2.91% | Symbol ETA: 5.8s | Global ETA: N/A
[2025-12-02T20:49:36.985783] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:49:36.986559] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:36.986641] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:36.991557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:36.993500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:36.994037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:36.995076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:49:36.996656] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:37.030630] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:49:37.084291] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -0.66% | Symbol ETA: 3.6s | Global ETA: N/A
[2025-12-02T20:49:37.251274] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.15%, Actual: 0.88%
[2025-12-02T20:49:37.336173] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:49:37.418082] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: 0.08%, Actual: 3.03%
[2025-12-02T20:49:37.504850] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:49:37.574386] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: 4.40% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-12-02T20:49:37.574502] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:49:37.575245] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:37.575304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:37.580028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:37.581802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:37.582247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:37.583244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:49:37.584795] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:37.586702] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.86%, Actual: 2.47%
[2025-12-02T20:49:37.754475] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -0.29%, Actual: 0.75%
[2025-12-02T20:49:37.921770] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.78%, Actual: 0.19%
[2025-12-02T20:49:37.924717] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:49:38.089213] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.95%
[2025-12-02T20:49:38.091201] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:49:38.173373] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 9.42% | Symbol ETA: 4.6s | Global ETA: N/A
[2025-12-02T20:49:38.173513] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:49:38.174507] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:38.174599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:38.180708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:38.182787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:38.183265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:38.184466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:49:38.186475] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:38.257368] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -0.24%, Actual: 0.95%
[2025-12-02T20:49:38.427241] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.56%, Actual: 0.95%
[2025-12-02T20:49:38.555703] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:49:38.595692] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: 0.43%, Actual: 1.69%
[2025-12-02T20:49:38.724941] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:49:38.764114] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.66%, Actual: 1.43%
[2025-12-02T20:49:38.764301] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 30.0559%
[2025-12-02T20:49:38.764396] [INFO ] [main      ] MMLP: DISCARDED add_range_overlap_v_prior_day (score: 30.06%)
[2025-12-02T20:49:38.764445] [INFO ] [main      ] MMLP: Testing feature 37/53: add_range_volume_efficiency
[2025-12-02T20:49:38.764482] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies', 'add_range_volume_efficiency']
[2025-12-02T20:49:38.764520] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:49:38.776741] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:49:38.777129] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:49:38.777985] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:38.778043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:38.778924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:38.780171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:49:38.782290] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:38.793245] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -6.93% | Symbol ETA: 4.0s | Global ETA: N/A
[2025-12-02T20:49:38.962448] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: 10.70%, Actual: 4.22%
[2025-12-02T20:49:39.117448] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:49:39.131278] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: 0.06%, Actual: 6.87%
[2025-12-02T20:49:39.286358] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:49:39.298935] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -5.60%, Actual: 0.49%
[2025-12-02T20:49:39.339110] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.39% | Symbol ETA: 8.3s | Global ETA: N/A
[2025-12-02T20:49:39.339236] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:49:39.339983] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:39.340041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:39.340850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:39.342056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:49:39.344115] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:39.466672] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 25.72%, Actual: 0.37%
[2025-12-02T20:49:39.633865] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: -0.16%, Actual: 0.83%
[2025-12-02T20:49:39.680282] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:49:39.799640] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -17.49%, Actual: 17.98%
[2025-12-02T20:49:39.848345] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:49:39.901612] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: -0.59% | Symbol ETA: 7.8s | Global ETA: N/A
[2025-12-02T20:49:39.901735] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:49:39.902478] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:39.902543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:39.903349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:39.904564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:49:39.906665] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:39.965887] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: 2.91%, Actual: 7.38%
[2025-12-02T20:49:40.131354] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: 4.40%, Actual: 2.21%
[2025-12-02T20:49:40.263215] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:49:40.295980] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 9.42%, Actual: 2.91%
[2025-12-02T20:49:40.429337] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:49:40.462149] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -6.93%, Actual: 1.60%
[2025-12-02T20:49:40.462336] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 31.1080%
[2025-12-02T20:49:40.462428] [INFO ] [main      ] IOVA: DISCARDED add_prior_mag_lag (score: 31.11%)
[2025-12-02T20:49:40.462476] [INFO ] [main      ] IOVA: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-12-02T20:49:40.462514] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_session_pressure', 'add_range_overlap_v_prior_day']
[2025-12-02T20:49:40.462552] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:49:40.475995] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:49:40.476368] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:49:40.477198] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:40.477259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:40.481890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:40.482469] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.87% | Symbol ETA: 7.3s | Global ETA: N/A
[2025-12-02T20:49:40.482617] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:49:40.483343] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:40.483408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:40.483656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:40.484103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:40.484259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:40.485075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:49:40.485480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:49:40.487352] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:40.487600] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:40.822073] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:49:40.823140] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:49:40.990118] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:49:40.991517] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:49:41.045744] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: -0.57% | Symbol ETA: 6.7s | Global ETA: N/A
[2025-12-02T20:49:41.045863] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:49:41.046622] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:41.046679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:41.047473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:41.048735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:49:41.050823] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:41.058742] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: 5.02% | Symbol ETA: 9.0s | Global ETA: N/A
[2025-12-02T20:49:41.058862] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:49:41.059621] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:41.059679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:41.064345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:41.066129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:41.066606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:41.067556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:49:41.069906] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:41.384983] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:49:41.413734] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:49:41.552129] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:49:41.587146] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:49:41.604452] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.77% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-12-02T20:49:41.604593] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:49:41.605315] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:41.605372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:41.606179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:41.607385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:49:41.609461] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:41.655941] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: 1.50% | Symbol ETA: 8.4s | Global ETA: N/A
[2025-12-02T20:49:41.656065] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:49:41.656894] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:41.656953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:41.661833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:41.663565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:41.664050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:41.665072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:49:41.667355] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:41.944271] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:49:42.016621] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:49:42.112320] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:49:42.164630] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: -0.16% | Symbol ETA: 5.5s | Global ETA: N/A
[2025-12-02T20:49:42.164748] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:49:42.165472] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:42.165536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:42.166345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:42.167555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:49:42.169814] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:42.186805] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:49:42.254606] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -6.65% | Symbol ETA: 7.9s | Global ETA: N/A
[2025-12-02T20:49:42.254725] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:49:42.255469] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:42.255536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:42.260217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:42.261925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:42.262371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:42.263340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:49:42.265593] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:42.512884] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:49:42.617529] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:49:42.685516] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:49:42.736886] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -0.56% | Symbol ETA: 5.0s | Global ETA: N/A
[2025-12-02T20:49:42.737005] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:49:42.737756] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:42.737814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:42.738675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:42.739878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:49:42.741931] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:42.787492] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:49:42.854845] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 26.48% | Symbol ETA: 7.3s | Global ETA: N/A
[2025-12-02T20:49:42.854965] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:49:42.855789] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:42.855849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:42.860710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:42.862464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:42.862950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:42.863958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:49:42.866307] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:43.077920] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:49:43.210521] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:49:43.243848] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:49:43.295294] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.40% | Symbol ETA: 4.4s | Global ETA: N/A
[2025-12-02T20:49:43.295412] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:49:43.296169] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:43.296244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:43.297059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:43.298307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:49:43.300348] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:43.384484] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:49:43.452221] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 5.93% | Symbol ETA: 6.7s | Global ETA: N/A
[2025-12-02T20:49:43.452343] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:49:43.453142] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:43.453202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:43.458197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:43.459996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:43.460462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:43.461500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:49:43.463837] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:43.633738] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:49:43.797117] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:49:43.812992] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:49:43.849636] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: 0.11% | Symbol ETA: 3.8s | Global ETA: N/A
[2025-12-02T20:49:43.849756] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:49:43.850476] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:43.850533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:43.851337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:43.852565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:49:43.854685] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:43.979034] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:49:44.046550] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -3.41% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-12-02T20:49:44.046693] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:49:44.047436] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:44.047498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:44.052197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:44.053926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:44.054372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:44.055371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:49:44.057687] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:44.193975] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:49:44.363048] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:49:44.392970] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:49:44.414890] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -0.65% | Symbol ETA: 3.3s | Global ETA: N/A
[2025-12-02T20:49:44.559046] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:49:44.582607] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.39%, Actual: 0.88%
[2025-12-02T20:49:44.627138] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: 7.06% | Symbol ETA: 5.5s | Global ETA: N/A
[2025-12-02T20:49:44.627260] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:49:44.628047] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:44.628115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:44.632798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:44.634508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:44.634983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:44.635952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:49:44.638204] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:44.754678] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: -0.59%, Actual: 3.03%
[2025-12-02T20:49:44.921192] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.87%, Actual: 2.47%
[2025-12-02T20:49:44.975717] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:49:45.091075] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -0.57%, Actual: 0.75%
[2025-12-02T20:49:45.141946] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:49:45.209747] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: -2.79% | Symbol ETA: 4.9s | Global ETA: N/A
[2025-12-02T20:49:45.209865] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:49:45.210618] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:45.210676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:45.215310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:45.217031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:45.217482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:45.218459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:49:45.220752] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:45.262909] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.77%, Actual: 0.19%
[2025-12-02T20:49:45.428871] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: -0.16%, Actual: 0.95%
[2025-12-02T20:49:45.556034] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:49:45.593951] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -0.56%, Actual: 0.95%
[2025-12-02T20:49:45.721659] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:49:45.787199] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 14.99% | Symbol ETA: 4.3s | Global ETA: N/A
[2025-12-02T20:49:45.787324] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:49:45.788076] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:45.788135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:45.792795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:45.794531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:45.794994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:45.795961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:49:45.798312] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:45.816882] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.40%, Actual: 0.95%
[2025-12-02T20:49:45.985835] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: 0.11%, Actual: 1.69%
[2025-12-02T20:49:46.132101] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:49:46.152293] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.65%, Actual: 1.43%
[2025-12-02T20:49:46.152482] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 37.4552%
[2025-12-02T20:49:46.152567] [INFO ] [main      ] MMLP: DISCARDED add_range_volume_efficiency (score: 37.46%)
[2025-12-02T20:49:46.152628] [INFO ] [main      ] MMLP: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-12-02T20:49:46.152660] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies', 'add_range_volume_efficiency_refinements']
[2025-12-02T20:49:46.152696] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:49:46.167603] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:49:46.168245] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:49:46.169328] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:46.169399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:46.170497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:46.172053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:49:46.176515] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:46.299379] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:49:46.365590] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -6.93% | Symbol ETA: 3.7s | Global ETA: N/A
[2025-12-02T20:49:46.536681] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: 5.02%, Actual: 4.22%
[2025-12-02T20:49:46.539034] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:49:46.703471] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: 1.50%, Actual: 6.87%
[2025-12-02T20:49:46.716892] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:49:46.775639] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.17% | Symbol ETA: 8.5s | Global ETA: N/A
[2025-12-02T20:49:46.775805] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:49:46.776670] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:46.776730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:46.777662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:46.778929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:49:46.782764] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:46.871289] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -6.65%, Actual: 0.49%
[2025-12-02T20:49:47.037659] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 26.48%, Actual: 0.37%
[2025-12-02T20:49:47.123424] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:49:47.202712] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 5.93%, Actual: 0.83%
[2025-12-02T20:49:47.301498] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:49:47.364014] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: -0.20% | Symbol ETA: 7.8s | Global ETA: N/A
[2025-12-02T20:49:47.364201] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:49:47.365372] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:47.365466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:47.366526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:47.367940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:49:47.371493] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -3.41%, Actual: 17.98%
[2025-12-02T20:49:47.372311] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:47.540072] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: 7.06%, Actual: 7.38%
[2025-12-02T20:49:47.705003] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: -2.79%, Actual: 2.21%
[2025-12-02T20:49:47.725253] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:49:47.871513] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 14.99%, Actual: 2.91%
[2025-12-02T20:49:47.904984] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:49:47.964460] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -1.48% | Symbol ETA: 7.2s | Global ETA: N/A
[2025-12-02T20:49:47.964655] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:49:47.965478] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:47.965537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:47.966416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:47.967691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:49:47.971696] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:48.039625] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -6.93%, Actual: 1.60%
[2025-12-02T20:49:48.039842] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 33.7076%
[2025-12-02T20:49:48.039932] [INFO ] [main      ] IOVA: DISCARDED add_range_overlap_v_prior_day (score: 33.71%)
[2025-12-02T20:49:48.039972] [INFO ] [main      ] IOVA: Testing feature 37/53: add_range_volume_efficiency
[2025-12-02T20:49:48.040006] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_session_pressure', 'add_range_volume_efficiency']
[2025-12-02T20:49:48.040039] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:49:48.053407] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:49:48.053825] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:49:48.054717] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:48.054779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:48.059482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:48.061321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:48.061798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:48.062798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:49:48.064902] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:48.315189] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:49:48.401696] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:49:48.481954] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:49:48.536855] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: 0.74% | Symbol ETA: 6.5s | Global ETA: N/A
[2025-12-02T20:49:48.536971] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:49:48.537728] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:48.537784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:48.538620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:48.539829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:49:48.543641] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:48.571736] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:49:48.644459] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: -0.51% | Symbol ETA: 8.7s | Global ETA: N/A
[2025-12-02T20:49:48.644601] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:49:48.645446] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:48.645508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:48.650614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:48.652451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:48.652952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:48.653982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:49:48.656077] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:48.879494] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:49:49.007492] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:49:49.046997] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:49:49.100450] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 1.01% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-12-02T20:49:49.100591] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:49:49.101324] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:49.101381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:49.102185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:49.103370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:49:49.107110] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:49.204935] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:49:49.271464] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: 0.92% | Symbol ETA: 8.2s | Global ETA: N/A
[2025-12-02T20:49:49.271607] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:49:49.272365] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:49.272424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:49.277236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:49.279144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:49.279633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:49.280675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:49:49.282731] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:49.442858] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:49:49.617865] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:49:49.652279] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:49:49.710483] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: -0.91% | Symbol ETA: 5.4s | Global ETA: N/A
[2025-12-02T20:49:49.710676] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:49:49.711563] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:49.711645] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:49.712601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:49.713966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:49:49.718504] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:49.783206] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:49:49.856481] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -3.16% | Symbol ETA: 7.6s | Global ETA: N/A
[2025-12-02T20:49:49.856644] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:49:49.857590] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:49.857665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:49.863481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:49.865627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:49.866181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:49.867389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:49:49.869958] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:50.069472] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:49:50.209860] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:49:50.246405] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:49:50.302338] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: 0.09% | Symbol ETA: 4.8s | Global ETA: N/A
[2025-12-02T20:49:50.302520] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:49:50.303388] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:50.303451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:50.304373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:50.305735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:49:50.310483] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:50.374221] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:49:50.444262] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 14.78% | Symbol ETA: 7.0s | Global ETA: N/A
[2025-12-02T20:49:50.444385] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:49:50.445195] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:50.445258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:50.450173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:50.452028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:50.452483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:50.453488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:49:50.455604] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:50.670554] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:49:50.802222] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:49:50.865748] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:49:50.929775] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.33% | Symbol ETA: 4.2s | Global ETA: N/A
[2025-12-02T20:49:50.929971] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:49:50.930867] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:50.930930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:50.931842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:50.933702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:49:50.938497] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:50.975492] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:49:51.047842] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 7.60% | Symbol ETA: 6.4s | Global ETA: N/A
[2025-12-02T20:49:51.047987] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:49:51.048831] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:51.048904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:51.054265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:51.056065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:51.056640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:51.057734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:49:51.060222] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:51.307599] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:49:51.399094] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:49:51.469973] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:49:51.522154] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: 0.45% | Symbol ETA: 3.6s | Global ETA: N/A
[2025-12-02T20:49:51.522275] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:49:51.523036] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:51.523093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:51.523936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:51.525118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:49:51.529039] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:51.562925] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:49:51.629617] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -8.24% | Symbol ETA: 5.8s | Global ETA: N/A
[2025-12-02T20:49:51.629739] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:49:51.630468] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:51.630525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:51.635145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:51.636844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:51.637287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:51.638284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:49:51.640263] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:51.859740] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:49:51.972908] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:49:52.022766] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:49:52.074386] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -0.66% | Symbol ETA: 3.0s | Global ETA: N/A
[2025-12-02T20:49:52.136337] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:49:52.203187] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: 3.19% | Symbol ETA: 5.1s | Global ETA: N/A
[2025-12-02T20:49:52.203311] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:49:52.204061] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:52.204117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:52.209301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:52.211370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:52.211837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:52.212796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:49:52.215139] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:52.239766] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.17%, Actual: 0.88%
[2025-12-02T20:49:52.401879] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: -0.20%, Actual: 3.03%
[2025-12-02T20:49:52.550097] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:49:52.568122] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -1.48%, Actual: 2.47%
[2025-12-02T20:49:52.715691] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:49:52.731504] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: 0.74%, Actual: 0.75%
[2025-12-02T20:49:52.781975] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: 9.04% | Symbol ETA: 4.5s | Global ETA: N/A
[2025-12-02T20:49:52.782126] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:49:52.782894] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:52.782952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:52.787540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:52.789248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:52.789724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:52.790685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:49:52.792687] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:52.893179] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 1.01%, Actual: 0.19%
[2025-12-02T20:49:53.055702] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: -0.91%, Actual: 0.95%
[2025-12-02T20:49:53.138527] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:49:53.221847] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: 0.09%, Actual: 0.95%
[2025-12-02T20:49:53.312484] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:49:53.378725] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 16.61% | Symbol ETA: 4.0s | Global ETA: N/A
[2025-12-02T20:49:53.378858] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:49:53.379624] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:53.379684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:53.383662] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.33%, Actual: 0.95%
[2025-12-02T20:49:53.384353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:53.386097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:53.386554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:53.387524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:49:53.389613] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:53.548488] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: 0.45%, Actual: 1.69%
[2025-12-02T20:49:53.714504] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.66%, Actual: 1.43%
[2025-12-02T20:49:53.714708] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 38.5029%
[2025-12-02T20:49:53.714792] [INFO ] [main      ] MMLP: DISCARDED add_range_volume_efficiency_refinements (score: 38.50%)
[2025-12-02T20:49:53.714833] [INFO ] [main      ] MMLP: Testing feature 39/53: add_regime
[2025-12-02T20:49:53.714863] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies', 'add_regime']
[2025-12-02T20:49:53.714896] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:49:53.724446] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:49:53.726839] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:49:53.727219] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:49:53.728180] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:53.728240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:53.729134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:53.730400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:49:53.744659] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:53.912503] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:49:53.979846] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: 0.45% | Symbol ETA: 3.4s | Global ETA: N/A
[2025-12-02T20:49:54.099092] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:49:54.151260] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: -0.51%, Actual: 4.22%
[2025-12-02T20:49:54.280295] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:49:54.322634] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: 0.92%, Actual: 6.87%
[2025-12-02T20:49:54.341279] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.32% | Symbol ETA: 8.3s | Global ETA: N/A
[2025-12-02T20:49:54.341402] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:49:54.342175] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:54.342233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:54.343109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:54.344378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:49:54.359805] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:54.494420] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -3.16%, Actual: 0.49%
[2025-12-02T20:49:54.662660] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 14.78%, Actual: 0.37%
[2025-12-02T20:49:54.704528] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:49:54.827668] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 7.60%, Actual: 0.83%
[2025-12-02T20:49:54.872162] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:49:54.932057] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 7.6s | Global ETA: N/A
[2025-12-02T20:49:54.932182] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:49:54.932967] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:54.933026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:54.933856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:54.935100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:49:54.950241] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:54.994110] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -8.24%, Actual: 17.98%
[2025-12-02T20:49:55.164129] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: 3.19%, Actual: 7.38%
[2025-12-02T20:49:55.285077] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:49:55.396355] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: 9.04%, Actual: 2.21%
[2025-12-02T20:49:55.455742] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:49:55.513316] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.80% | Symbol ETA: 7.0s | Global ETA: N/A
[2025-12-02T20:49:55.513435] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:49:55.514216] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:55.514276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:55.515112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:55.516347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:49:55.531108] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:55.571509] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 16.61%, Actual: 2.91%
[2025-12-02T20:49:55.748822] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: 0.45%, Actual: 1.60%
[2025-12-02T20:49:55.749021] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 26.3256%
[2025-12-02T20:49:55.749114] [INFO ] [main      ] IOVA: DISCARDED add_range_volume_efficiency (score: 26.33%)
[2025-12-02T20:49:55.749161] [INFO ] [main      ] IOVA: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-12-02T20:49:55.749193] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_session_pressure', 'add_range_volume_efficiency_refinements']
[2025-12-02T20:49:55.749225] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:49:55.762716] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:49:55.763102] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:49:55.763975] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:55.764034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:55.768685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:55.770559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:55.771048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:55.772073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:49:55.776092] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:55.869560] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:49:56.040621] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:49:56.097388] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: 0.18% | Symbol ETA: 6.3s | Global ETA: N/A
[2025-12-02T20:49:56.097514] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:49:56.098397] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:56.098457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:56.099284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:56.100509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:49:56.114632] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:56.126164] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:49:56.305394] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:49:56.377238] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: 4.70% | Symbol ETA: 8.6s | Global ETA: N/A
[2025-12-02T20:49:56.377358] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:49:56.378189] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:56.378250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:56.383910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:56.385968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:56.386458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:56.387479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:49:56.391510] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:56.451800] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:49:56.632403] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:49:56.695990] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.00% | Symbol ETA: 5.8s | Global ETA: N/A
[2025-12-02T20:49:56.696115] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:49:56.696889] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:56.696954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:56.697795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:56.699083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:49:56.713803] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:56.760102] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:49:56.936380] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:49:57.005717] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: 3.11% | Symbol ETA: 8.1s | Global ETA: N/A
[2025-12-02T20:49:57.005836] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:49:57.006618] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:57.006682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:57.011468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:57.013204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:57.013678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:57.014679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:49:57.018471] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:57.057384] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:49:57.225242] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:49:57.279859] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-12-02T20:49:57.279981] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:49:57.280746] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:57.280805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:57.281613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:57.282825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:49:57.296320] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:57.362388] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:49:57.535325] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:49:57.603811] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -11.09% | Symbol ETA: 7.4s | Global ETA: N/A
[2025-12-02T20:49:57.603935] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:49:57.604684] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:57.604766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:57.609378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:57.611064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:57.611505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:57.612458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:49:57.616171] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:57.627472] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:49:57.790894] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:49:57.844394] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -0.48% | Symbol ETA: 4.6s | Global ETA: N/A
[2025-12-02T20:49:57.844516] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:49:57.845277] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:57.845335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:57.846149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:57.847333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:49:57.860953] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:57.947255] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:49:58.115169] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:49:58.182467] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 14.09% | Symbol ETA: 6.8s | Global ETA: N/A
[2025-12-02T20:49:58.182607] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:49:58.183335] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:58.183393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:58.188031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:58.189731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:58.190193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:58.191154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:49:58.194889] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:58.203107] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:49:58.368669] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:49:58.425409] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.41% | Symbol ETA: 4.0s | Global ETA: N/A
[2025-12-02T20:49:58.425538] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:49:58.426367] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:58.426446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:58.427336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:58.428672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:49:58.443925] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:58.535377] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:49:58.700227] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:49:58.766979] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 5.51% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-12-02T20:49:58.767098] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:49:58.767853] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:58.767914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:58.772537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:58.774281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:58.774739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:58.775703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:49:58.779429] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:58.781252] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:49:58.946419] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:49:58.999769] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: 0.00% | Symbol ETA: 3.4s | Global ETA: N/A
[2025-12-02T20:49:58.999970] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:49:59.000729] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:49:59.000788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:49:59.001600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:49:59.002806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:49:59.016049] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:59.112526] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:49:59.280979] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:49:59.347150] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -7.56% | Symbol ETA: 5.5s | Global ETA: N/A
[2025-12-02T20:49:59.347267] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:49:59.348037] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:59.348096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:59.349624] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:49:59.352632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:59.354318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:59.354781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:59.355735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:49:59.359444] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:49:59.513117] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:49:59.567838] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: 0.00% | Symbol ETA: 2.8s | Global ETA: N/A
[2025-12-02T20:49:59.691616] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:49:59.734031] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.32%, Actual: 0.88%
[2025-12-02T20:49:59.858103] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:49:59.901676] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: 0.00%, Actual: 3.03%
[2025-12-02T20:49:59.924258] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: 0.39% | Symbol ETA: 4.9s | Global ETA: N/A
[2025-12-02T20:49:59.924384] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:49:59.925151] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:49:59.925210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:49:59.929953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:49:59.931643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:49:59.932096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:49:59.933074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:49:59.936811] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:00.068001] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.80%, Actual: 2.47%
[2025-12-02T20:50:00.235948] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: 0.18%, Actual: 0.75%
[2025-12-02T20:50:00.275805] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:50:00.408062] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.00%, Actual: 0.19%
[2025-12-02T20:50:00.477394] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:50:00.553613] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: -2.18% | Symbol ETA: 4.3s | Global ETA: N/A
[2025-12-02T20:50:00.553745] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:50:00.554611] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:00.554673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:00.559961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:00.562097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:00.562726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:00.564000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:50:00.568722] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:00.600490] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.95%
[2025-12-02T20:50:00.786455] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -0.48%, Actual: 0.95%
[2025-12-02T20:50:00.992035] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:50:01.013597] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.41%, Actual: 0.95%
[2025-12-02T20:50:01.180694] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:50:01.200851] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: 0.00%, Actual: 1.69%
[2025-12-02T20:50:01.267067] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 14.37% | Symbol ETA: 3.7s | Global ETA: N/A
[2025-12-02T20:50:01.267205] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:50:01.268178] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:01.268247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:01.273935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:01.276158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:01.276732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:01.277901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:50:01.282460] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:01.430748] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: 0.00%, Actual: 1.43%
[2025-12-02T20:50:01.431031] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 23.1410%
[2025-12-02T20:50:01.431170] [INFO ] [main      ] MMLP: DISCARDED add_regime (score: 23.14%)
[2025-12-02T20:50:01.431245] [INFO ] [main      ] MMLP: Testing feature 40/53: add_regime_flags
[2025-12-02T20:50:01.431300] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies', 'add_regime_flags']
[2025-12-02T20:50:01.431360] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:50:01.447558] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:50:01.448117] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:50:01.449673] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:01.449803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:01.451292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:01.453274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:50:01.454886] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:01.647567] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:50:01.862658] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:50:01.907753] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:50:01.994538] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -4.25% | Symbol ETA: 3.1s | Global ETA: N/A
[2025-12-02T20:50:02.045483] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:50:02.107656] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.31% | Symbol ETA: 8.5s | Global ETA: N/A
[2025-12-02T20:50:02.107789] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:50:02.108883] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:02.108960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:02.110111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:02.111417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:50:02.112478] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:02.187334] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: 4.70%, Actual: 4.22%
[2025-12-02T20:50:02.425229] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: 3.11%, Actual: 6.87%
[2025-12-02T20:50:02.477258] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:50:02.598775] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -11.09%, Actual: 0.49%
[2025-12-02T20:50:02.654352] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:50:02.713426] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: -0.16% | Symbol ETA: 7.6s | Global ETA: N/A
[2025-12-02T20:50:02.713556] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:50:02.714417] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:02.714478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:02.715420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:02.716989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:50:02.718448] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:02.777593] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 14.09%, Actual: 0.37%
[2025-12-02T20:50:02.952993] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 5.51%, Actual: 0.83%
[2025-12-02T20:50:03.081006] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:50:03.122296] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -7.56%, Actual: 17.98%
[2025-12-02T20:50:03.260161] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:50:03.287012] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: 0.39%, Actual: 7.38%
[2025-12-02T20:50:03.315912] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.76% | Symbol ETA: 6.9s | Global ETA: N/A
[2025-12-02T20:50:03.316039] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:50:03.316869] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:03.316930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:03.317817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:03.319150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:50:03.320183] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:03.452087] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: -2.18%, Actual: 2.21%
[2025-12-02T20:50:03.624213] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 14.37%, Actual: 2.91%
[2025-12-02T20:50:03.669122] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:50:03.806818] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -4.25%, Actual: 1.60%
[2025-12-02T20:50:03.807030] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 33.5340%
[2025-12-02T20:50:03.807112] [INFO ] [main      ] IOVA: DISCARDED add_range_volume_efficiency_refinements (score: 33.53%)
[2025-12-02T20:50:03.807155] [INFO ] [main      ] IOVA: Testing feature 39/53: add_regime
[2025-12-02T20:50:03.807188] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_session_pressure', 'add_regime']
[2025-12-02T20:50:03.807223] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:50:03.844469] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:50:03.851434] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:50:03.851839] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:50:03.852673] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:03.852734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:03.857394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:03.859179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:03.859647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:03.860614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:50:03.878545] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:03.899185] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: -1.13% | Symbol ETA: 6.2s | Global ETA: N/A
[2025-12-02T20:50:03.899308] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:50:03.900057] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:03.900115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:03.900929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:03.902130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:50:03.903123] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:04.225527] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:50:04.279237] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:50:04.392977] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:50:04.459610] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:50:04.467150] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: 2.95% | Symbol ETA: 8.5s | Global ETA: N/A
[2025-12-02T20:50:04.467273] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:50:04.468044] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:04.468104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:04.472671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:04.474367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:04.474856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:04.475812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:50:04.493462] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:04.516477] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.88% | Symbol ETA: 5.6s | Global ETA: N/A
[2025-12-02T20:50:04.516620] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:50:04.517354] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:04.517412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:04.518305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:04.519612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:50:04.520820] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:04.827640] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:50:04.872654] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:50:04.997504] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:50:05.051813] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:50:05.068602] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: -1.38% | Symbol ETA: 7.8s | Global ETA: N/A
[2025-12-02T20:50:05.068722] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:50:05.069449] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:05.069508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:05.074132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:05.075832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:05.076288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:05.077261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:50:05.094195] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:05.107801] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.12% | Symbol ETA: 5.0s | Global ETA: N/A
[2025-12-02T20:50:05.107926] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:50:05.108732] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:05.108791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:05.109636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:05.110868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:50:05.111865] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:05.444108] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:50:05.449667] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:50:05.611470] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:50:05.621882] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:50:05.668912] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -0.69% | Symbol ETA: 4.4s | Global ETA: N/A
[2025-12-02T20:50:05.669042] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:50:05.669843] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:05.669904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:05.670743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:05.671999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:50:05.673020] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:05.708908] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -7.98% | Symbol ETA: 7.3s | Global ETA: N/A
[2025-12-02T20:50:05.709039] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:50:05.709915] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:05.709979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:05.715209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:05.717066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:05.717530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:05.718555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:50:05.737453] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:06.007506] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:50:06.083605] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:50:06.171210] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:50:06.223085] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.85% | Symbol ETA: 3.8s | Global ETA: N/A
[2025-12-02T20:50:06.223208] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:50:06.223965] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:06.224023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:06.224834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:06.226038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:50:06.227012] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:06.257301] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:50:06.327110] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 18.85% | Symbol ETA: 6.7s | Global ETA: N/A
[2025-12-02T20:50:06.327232] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:50:06.328011] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:06.328071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:06.332706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:06.334383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:06.334855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:06.335813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:50:06.352368] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:06.577717] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:50:06.698724] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:50:06.745606] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:50:06.798380] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: 0.39% | Symbol ETA: 3.2s | Global ETA: N/A
[2025-12-02T20:50:06.798532] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:50:06.799324] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:06.799383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:06.800206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:06.801424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:50:06.802399] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:06.870452] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:50:06.940236] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 8.64% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-12-02T20:50:06.940354] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:50:06.941103] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:06.941162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:06.945846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:06.947555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:06.948044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:06.949000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:50:06.965622] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:07.142062] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:50:07.297889] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:50:07.310938] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:50:07.363037] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -0.85% | Symbol ETA: 2.6s | Global ETA: N/A
[2025-12-02T20:50:07.464413] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:50:07.535378] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -17.21% | Symbol ETA: 5.4s | Global ETA: N/A
[2025-12-02T20:50:07.535510] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:50:07.536378] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:07.536442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:07.541070] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.31%, Actual: 0.88%
[2025-12-02T20:50:07.542862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:07.545394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:07.546038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:07.547383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:50:07.571494] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:07.708387] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: -0.16%, Actual: 3.03%
[2025-12-02T20:50:07.876180] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.76%, Actual: 2.47%
[2025-12-02T20:50:07.905317] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:50:08.041841] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -1.13%, Actual: 0.75%
[2025-12-02T20:50:08.069782] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:50:08.139310] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: 0.79% | Symbol ETA: 4.8s | Global ETA: N/A
[2025-12-02T20:50:08.139432] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:50:08.140193] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:08.140253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:08.144917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:08.146637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:08.147109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:08.148100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:50:08.165288] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:08.213706] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.88%, Actual: 0.19%
[2025-12-02T20:50:08.390937] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.12%, Actual: 0.95%
[2025-12-02T20:50:08.503041] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:50:08.576360] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -0.69%, Actual: 0.95%
[2025-12-02T20:50:08.671516] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:50:08.739949] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: -8.62% | Symbol ETA: 4.2s | Global ETA: N/A
[2025-12-02T20:50:08.740068] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:50:08.740829] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:08.740888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:08.745465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:08.747183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:08.747665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:08.748671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:50:08.752839] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.85%, Actual: 0.95%
[2025-12-02T20:50:08.765502] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:08.938224] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: 0.39%, Actual: 1.69%
[2025-12-02T20:50:09.115536] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.85%, Actual: 1.43%
[2025-12-02T20:50:09.115760] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 39.6663%
[2025-12-02T20:50:09.115854] [INFO ] [main      ] MMLP: DISCARDED add_regime_flags (score: 39.67%)
[2025-12-02T20:50:09.115908] [INFO ] [main      ] MMLP: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-12-02T20:50:09.115940] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies']
[2025-12-02T20:50:09.115981] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:50:09.127068] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:50:09.127447] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:50:09.128324] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:50:09.128385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:09.129239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:09.130486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:09.132236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:09.132711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:50:09.133695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:50:09.135270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:50:09.136295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:50:09.136957] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:09.146952] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:50:09.311767] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:50:09.382252] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 13.82% | Symbol ETA: 3.6s | Global ETA: N/A
[2025-12-02T20:50:09.382375] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:50:09.383164] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:09.383225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:09.388051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:09.389829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:09.390298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:09.391294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:50:09.408279] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:09.474634] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:50:09.644779] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:50:09.707937] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.38% | Symbol ETA: 7.5s | Global ETA: N/A
[2025-12-02T20:50:09.708118] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:50:09.708897] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:50:09.708959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:09.709834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:09.711056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:09.712852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:09.713319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:50:09.714343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:50:09.715945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:50:09.716960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:50:09.717618] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:09.751684] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:50:09.922207] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:50:09.990392] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -12.24% | Symbol ETA: 3.0s | Global ETA: N/A
[2025-12-02T20:50:10.052943] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:50:10.155344] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: 2.95%, Actual: 4.22%
[2025-12-02T20:50:10.216422] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:50:10.277847] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: -0.05% | Symbol ETA: 6.9s | Global ETA: N/A
[2025-12-02T20:50:10.277991] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:50:10.278750] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:50:10.278812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:10.279628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:10.280829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:10.282507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:10.282979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:50:10.283963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:50:10.285516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:50:10.286531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:50:10.287197] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:10.323566] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: -1.38%, Actual: 6.87%
[2025-12-02T20:50:10.489735] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -7.98%, Actual: 0.49%
[2025-12-02T20:50:10.621880] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:50:10.657678] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 18.85%, Actual: 0.37%
[2025-12-02T20:50:10.786670] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:50:10.825859] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 8.64%, Actual: 0.83%
[2025-12-02T20:50:10.846728] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: 0.05% | Symbol ETA: 6.3s | Global ETA: N/A
[2025-12-02T20:50:10.846845] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:50:10.847605] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:50:10.847666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:10.848508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:10.849753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:10.851434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:10.851903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:50:10.852883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:50:10.854435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:50:10.855435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:50:10.856103] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:10.994185] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -17.21%, Actual: 17.98%
[2025-12-02T20:50:11.161487] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: 0.79%, Actual: 7.38%
[2025-12-02T20:50:11.188228] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:50:11.329290] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: -8.62%, Actual: 2.21%
[2025-12-02T20:50:11.358629] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:50:11.420552] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: -1.65% | Symbol ETA: 5.7s | Global ETA: N/A
[2025-12-02T20:50:11.420691] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:50:11.421457] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:50:11.421519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:11.422377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:11.423643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:11.425372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:11.425878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:50:11.426911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:50:11.428557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:50:11.429601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:50:11.430261] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:11.502905] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 13.82%, Actual: 2.91%
[2025-12-02T20:50:11.672172] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -12.24%, Actual: 1.60%
[2025-12-02T20:50:11.672361] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 28.0589%
[2025-12-02T20:50:11.672445] [INFO ] [main      ] IOVA: DISCARDED add_regime (score: 28.06%)
[2025-12-02T20:50:11.672487] [INFO ] [main      ] IOVA: Testing feature 40/53: add_regime_flags
[2025-12-02T20:50:11.672518] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_session_pressure', 'add_regime_flags']
[2025-12-02T20:50:11.672551] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:50:11.685541] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:50:11.685916] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:50:11.686747] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:11.686806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:11.691437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:11.693206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:11.693682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:11.694671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:50:11.695751] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:11.776503] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:50:11.950442] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:50:12.012222] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.87% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-12-02T20:50:12.012339] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:50:12.013097] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:50:12.013158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:12.013995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:12.015256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:12.016977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:12.017428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:50:12.018443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:50:12.020021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:50:12.021064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:50:12.021737] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:12.026724] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:50:12.197982] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:50:12.266297] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: 3.24% | Symbol ETA: 7.8s | Global ETA: N/A
[2025-12-02T20:50:12.266417] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:50:12.267163] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:12.267222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:12.271873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:12.273600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:12.274052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:12.275018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:50:12.276023] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:12.353439] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:50:12.523396] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:50:12.586042] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.37% | Symbol ETA: 4.6s | Global ETA: N/A
[2025-12-02T20:50:12.586164] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:50:12.586972] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:50:12.587036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:12.587899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:12.589201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:12.591066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:12.591547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:50:12.592620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:50:12.594280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:50:12.595338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:50:12.596022] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:12.620951] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:50:12.794926] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:50:12.860724] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: -1.63% | Symbol ETA: 7.3s | Global ETA: N/A
[2025-12-02T20:50:12.860851] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:50:12.861617] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:12.861675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:12.866482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:12.868283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:12.868774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:12.869765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:50:12.870789] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:12.936778] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:50:13.103977] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:50:13.165298] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -0.29% | Symbol ETA: 4.0s | Global ETA: N/A
[2025-12-02T20:50:13.165420] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:50:13.166196] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:50:13.166258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:13.167101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:13.168333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:13.170023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:13.170466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:50:13.171437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:50:13.173029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:50:13.174025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:50:13.174677] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:13.210978] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:50:13.385852] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:50:13.451562] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -7.91% | Symbol ETA: 6.7s | Global ETA: N/A
[2025-12-02T20:50:13.451703] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:50:13.452440] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:13.452498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:13.457155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:13.458914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:13.459375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:13.460343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:50:13.461335] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:13.509518] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:50:13.675675] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:50:13.735428] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.80% | Symbol ETA: 3.5s | Global ETA: N/A
[2025-12-02T20:50:13.735541] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:50:13.736281] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:50:13.736341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:13.737154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:13.738499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:13.740195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:13.740674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:50:13.741661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:50:13.743196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:50:13.744225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:50:13.744901] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:13.803588] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:50:13.976473] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:50:14.053057] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 29.62% | Symbol ETA: 6.2s | Global ETA: N/A
[2025-12-02T20:50:14.053182] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:50:14.053948] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:14.054007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:14.058703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:14.060430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:14.060924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:14.061923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:50:14.062928] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:14.082390] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:50:14.247808] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:50:14.308400] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: 0.06% | Symbol ETA: 2.9s | Global ETA: N/A
[2025-12-02T20:50:14.308526] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:50:14.309321] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:50:14.309388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:14.310226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:14.311471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:14.313164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:14.313699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:50:14.314663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:50:14.316197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:50:14.317189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:50:14.317839] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:14.403202] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:50:14.566193] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:50:14.633943] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 0.78% | Symbol ETA: 5.6s | Global ETA: N/A
[2025-12-02T20:50:14.634067] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:50:14.634886] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:14.634946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:14.639787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:14.641603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:14.642095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:14.643091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:50:14.644128] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:14.661329] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:50:14.850685] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:50:14.910369] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -1.27% | Symbol ETA: 2.3s | Global ETA: N/A
[2025-12-02T20:50:14.995783] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:50:15.078169] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.38%, Actual: 0.88%
[2025-12-02T20:50:15.170440] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:50:15.241946] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -11.40% | Symbol ETA: 5.0s | Global ETA: N/A
[2025-12-02T20:50:15.242090] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:50:15.242936] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:15.243044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:15.244444] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: -0.05%, Actual: 3.03%
[2025-12-02T20:50:15.248036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:15.249943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:15.250443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:15.251430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:50:15.252445] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:15.408056] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: 0.05%, Actual: 2.47%
[2025-12-02T20:50:15.575834] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -1.65%, Actual: 0.75%
[2025-12-02T20:50:15.592309] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:50:15.740253] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.87%, Actual: 0.19%
[2025-12-02T20:50:15.759291] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:50:15.825926] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: 5.42% | Symbol ETA: 4.4s | Global ETA: N/A
[2025-12-02T20:50:15.826042] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:50:15.826795] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:15.826894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:15.831706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:15.833512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:15.834014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:15.835091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:50:15.836130] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:15.908262] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.37%, Actual: 0.95%
[2025-12-02T20:50:16.077055] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -0.29%, Actual: 0.95%
[2025-12-02T20:50:16.172097] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:50:16.244829] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.80%, Actual: 0.95%
[2025-12-02T20:50:16.362028] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:50:16.411145] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: 0.06%, Actual: 1.69%
[2025-12-02T20:50:16.433674] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: 1.57% | Symbol ETA: 3.8s | Global ETA: N/A
[2025-12-02T20:50:16.433798] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:50:16.434552] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:16.434631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:16.439281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:16.441070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:16.441567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:16.442605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:50:16.443646] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:16.582197] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -1.27%, Actual: 1.43%
[2025-12-02T20:50:16.582407] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 34.0467%
[2025-12-02T20:50:16.582492] [INFO ] [main      ] MMLP: DISCARDED add_return_volume_nonlinearity_proxies (score: 34.05%)
[2025-12-02T20:50:16.582535] [INFO ] [main      ] MMLP: Testing feature 42/53: add_shelf_lag
[2025-12-02T20:50:16.582570] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies', 'add_shelf_lag']
[2025-12-02T20:50:16.582625] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:50:16.595672] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:50:16.596065] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:50:16.596940] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:16.597000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:16.597860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:16.599131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:50:16.600379] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:16.779042] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:50:16.935040] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:50:16.943822] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:50:17.008410] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 13.52% | Symbol ETA: 3.2s | Global ETA: N/A
[2025-12-02T20:50:17.008529] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:50:17.009272] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:17.009347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:17.013978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:17.015674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:17.016139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:17.017121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:50:17.018174] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:17.104940] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:50:17.219095] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.33% | Symbol ETA: 7.6s | Global ETA: N/A
[2025-12-02T20:50:17.219215] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:50:17.219968] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:17.220026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:17.220840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:17.222050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:50:17.223192] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:17.352042] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:50:17.529129] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:50:17.555827] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:50:17.595664] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -5.18% | Symbol ETA: 2.6s | Global ETA: N/A
[2025-12-02T20:50:17.729281] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:50:17.760667] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: 3.24%, Actual: 4.22%
[2025-12-02T20:50:17.847223] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: -0.19% | Symbol ETA: 7.0s | Global ETA: N/A
[2025-12-02T20:50:17.847344] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:50:17.848147] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:17.848207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:17.849070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:17.850332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:50:17.851491] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:17.924533] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: -1.63%, Actual: 6.87%
[2025-12-02T20:50:18.088445] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -7.91%, Actual: 0.49%
[2025-12-02T20:50:18.190995] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:50:18.252843] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 29.62%, Actual: 0.37%
[2025-12-02T20:50:18.360710] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:50:18.417561] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 0.78%, Actual: 0.83%
[2025-12-02T20:50:18.473058] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.53% | Symbol ETA: 6.4s | Global ETA: N/A
[2025-12-02T20:50:18.473189] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:50:18.473981] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:18.474040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:18.474922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:18.476192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:50:18.477348] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:18.582909] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -11.40%, Actual: 17.98%
[2025-12-02T20:50:18.760098] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: 5.42%, Actual: 7.38%
[2025-12-02T20:50:18.821117] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:50:18.928550] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: 1.57%, Actual: 2.21%
[2025-12-02T20:50:18.992539] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:50:19.091883] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 13.52%, Actual: 2.91%
[2025-12-02T20:50:19.106410] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: -0.69% | Symbol ETA: 5.8s | Global ETA: N/A
[2025-12-02T20:50:19.106543] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:50:19.107345] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:19.107403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:19.108306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:19.109555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:50:19.110758] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:19.254510] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -5.18%, Actual: 1.60%
[2025-12-02T20:50:19.254688] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 41.8198%
[2025-12-02T20:50:19.254763] [INFO ] [main      ] IOVA: DISCARDED add_regime_flags (score: 41.82%)
[2025-12-02T20:50:19.254803] [INFO ] [main      ] IOVA: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-12-02T20:50:19.254834] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_session_pressure', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies']
[2025-12-02T20:50:19.254868] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:50:19.267603] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:50:19.267983] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:50:19.268821] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:50:19.268882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:19.273480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:19.275217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:19.275712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:19.276679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:50:19.277665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:50:19.279220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:50:19.280187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:50:19.280857] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:19.456787] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:50:19.609348] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:50:19.635320] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:50:19.759923] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.77% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-12-02T20:50:19.760043] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:50:19.760836] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:19.760894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:19.761755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:19.762974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:50:19.764141] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:19.796697] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:50:19.874651] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: 3.14% | Symbol ETA: 7.7s | Global ETA: N/A
[2025-12-02T20:50:19.874770] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:50:19.875569] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:50:19.875649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:19.880547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:19.882307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:19.882893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:19.884111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:50:19.885210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:50:19.886986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:50:19.888070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:50:19.888804] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:20.095498] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:50:20.226593] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:50:20.260214] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:50:20.370585] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.64% | Symbol ETA: 4.5s | Global ETA: N/A
[2025-12-02T20:50:20.370699] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:50:20.371418] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:20.371483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:20.372284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:20.373483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:50:20.374602] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:20.398279] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:50:20.471683] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: 0.36% | Symbol ETA: 7.1s | Global ETA: N/A
[2025-12-02T20:50:20.471797] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:50:20.472556] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:50:20.472638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:20.477260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:20.478988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:20.479451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:20.480427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:50:20.481439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:50:20.482979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:50:20.483958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:50:20.484648] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:20.708931] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:50:20.818144] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:50:20.875062] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:50:20.983468] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -0.65% | Symbol ETA: 3.9s | Global ETA: N/A
[2025-12-02T20:50:20.983601] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:50:20.984320] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:20.984378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:20.985187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:20.986380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:50:20.987469] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:20.990402] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:50:21.062427] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -4.75% | Symbol ETA: 6.5s | Global ETA: N/A
[2025-12-02T20:50:21.062544] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:50:21.063276] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:50:21.063336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:21.067992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:21.069764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:21.070239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:21.071244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:50:21.072289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:50:21.073900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:50:21.074907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:50:21.075569] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:21.318080] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:50:21.430961] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:50:21.483589] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:50:21.592971] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.48% | Symbol ETA: 3.3s | Global ETA: N/A
[2025-12-02T20:50:21.593088] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:50:21.593837] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:21.593895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:21.594698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:21.595904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:50:21.597007] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:21.608486] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:50:21.682308] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 26.19% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-12-02T20:50:21.682434] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:50:21.683208] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:50:21.683269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:21.687919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:21.689658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:21.690122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:21.691104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:50:21.692099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:50:21.693656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:50:21.694625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:50:21.695245] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:21.928152] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:50:22.026468] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:50:22.091920] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:50:22.191602] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:50:22.200940] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: -1.01% | Symbol ETA: 2.6s | Global ETA: N/A
[2025-12-02T20:50:22.201078] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:50:22.201821] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:22.201879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:22.202692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:22.203895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:50:22.204991] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:22.262954] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 2.14% | Symbol ETA: 5.3s | Global ETA: N/A
[2025-12-02T20:50:22.263072] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:50:22.263818] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:50:22.263877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:22.268511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:22.270223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:22.270708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:22.271669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:50:22.272663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:50:22.274187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:50:22.275153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:50:22.275820] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:22.534191] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:50:22.622091] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:50:22.697972] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:50:22.794424] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:50:22.807325] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -0.35% | Symbol ETA: 2.0s | Global ETA: N/A
[2025-12-02T20:50:22.866867] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -5.90% | Symbol ETA: 4.7s | Global ETA: N/A
[2025-12-02T20:50:22.866982] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:50:22.867743] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:50:22.867803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:22.872409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:22.874156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:22.874638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:22.875597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:50:22.876587] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:50:22.878133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:50:22.879128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:50:22.879778] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:22.976246] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.33%, Actual: 0.88%
[2025-12-02T20:50:23.156946] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: -0.19%, Actual: 3.03%
[2025-12-02T20:50:23.211140] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:50:23.322528] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.53%, Actual: 2.47%
[2025-12-02T20:50:23.377433] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:50:23.448149] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: 9.58% | Symbol ETA: 4.1s | Global ETA: N/A
[2025-12-02T20:50:23.448266] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:50:23.449024] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:50:23.449084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:23.453726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:23.455408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:23.455889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:23.457036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:50:23.458221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:50:23.459904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:50:23.460998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:50:23.461646] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:23.491011] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -0.69%, Actual: 0.75%
[2025-12-02T20:50:23.656122] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.77%, Actual: 0.19%
[2025-12-02T20:50:23.799077] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:50:23.819279] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.64%, Actual: 0.95%
[2025-12-02T20:50:23.964057] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:50:23.983748] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -0.65%, Actual: 0.95%
[2025-12-02T20:50:24.034820] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: -4.18% | Symbol ETA: 3.5s | Global ETA: N/A
[2025-12-02T20:50:24.034941] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:50:24.035723] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:50:24.035784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:24.040527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:24.042304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:24.042797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:24.043800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:50:24.044826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:50:24.046394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:50:24.047376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:50:24.048075] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:24.146004] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.48%, Actual: 0.95%
[2025-12-02T20:50:24.310487] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: -1.01%, Actual: 1.69%
[2025-12-02T20:50:24.384094] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:50:24.477232] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.35%, Actual: 1.43%
[2025-12-02T20:50:24.477401] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 43.1827%
[2025-12-02T20:50:24.477480] [INFO ] [main      ] MMLP: DISCARDED add_shelf_lag (score: 43.18%)
[2025-12-02T20:50:24.477520] [INFO ] [main      ] MMLP: Testing feature 43/53: add_signed_carry_history_11
[2025-12-02T20:50:24.477549] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies', 'add_signed_carry_history_11']
[2025-12-02T20:50:24.477599] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:50:24.489555] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:50:24.489909] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:50:24.490743] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:24.490802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:24.491628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:24.492853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:50:24.494199] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:24.549433] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:50:24.621100] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: -13.20% | Symbol ETA: 2.9s | Global ETA: N/A
[2025-12-02T20:50:24.621216] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:50:24.621980] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:50:24.622039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:24.626681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:24.628382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:24.628863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:24.629848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:50:24.630843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:50:24.632859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:50:24.634139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:50:24.634970] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:24.821947] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:50:24.979570] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:50:24.987142] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:50:25.043136] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.33% | Symbol ETA: 6.9s | Global ETA: N/A
[2025-12-02T20:50:25.043255] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:50:25.044001] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:25.044058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:25.044879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:25.046081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:50:25.047426] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:25.152788] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:50:25.222680] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -4.54% | Symbol ETA: 2.3s | Global ETA: N/A
[2025-12-02T20:50:25.379291] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:50:25.396303] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: 3.14%, Actual: 4.22%
[2025-12-02T20:50:25.543909] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:50:25.568164] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: 0.36%, Actual: 6.87%
[2025-12-02T20:50:25.600317] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: -0.35% | Symbol ETA: 6.3s | Global ETA: N/A
[2025-12-02T20:50:25.600433] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:50:25.601186] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:25.601243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:25.602063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:25.603284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:50:25.604638] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:25.733072] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -4.75%, Actual: 0.49%
[2025-12-02T20:50:25.901740] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 26.19%, Actual: 0.37%
[2025-12-02T20:50:25.935136] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:50:26.073182] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 2.14%, Actual: 0.83%
[2025-12-02T20:50:26.100286] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:50:26.159011] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.25% | Symbol ETA: 5.8s | Global ETA: N/A
[2025-12-02T20:50:26.159129] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:50:26.159933] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:26.159992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:26.160820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:26.162025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:50:26.163369] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:26.246509] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -5.90%, Actual: 17.98%
[2025-12-02T20:50:26.424091] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: 9.58%, Actual: 7.38%
[2025-12-02T20:50:26.493159] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:50:26.587379] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: -4.18%, Actual: 2.21%
[2025-12-02T20:50:26.656155] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:50:26.711491] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: -1.25% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-12-02T20:50:26.711620] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:50:26.712342] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:26.712400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:26.713205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:26.714402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:50:26.715748] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:26.751217] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: -13.20%, Actual: 2.91%
[2025-12-02T20:50:26.918813] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -4.54%, Actual: 1.60%
[2025-12-02T20:50:26.919026] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 34.4104%
[2025-12-02T20:50:26.919127] [INFO ] [main      ] IOVA: DISCARDED add_return_volume_nonlinearity_proxies (score: 34.41%)
[2025-12-02T20:50:26.919170] [INFO ] [main      ] IOVA: Testing feature 42/53: add_shelf_lag
[2025-12-02T20:50:26.919202] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_session_pressure', 'add_shelf_lag']
[2025-12-02T20:50:26.919234] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:50:26.933211] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:50:26.933602] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:50:26.934434] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:26.934494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:26.939158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:26.940911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:26.941379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:26.942354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:50:26.943544] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:27.046642] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:50:27.210636] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:50:27.264389] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.28% | Symbol ETA: 4.7s | Global ETA: N/A
[2025-12-02T20:50:27.264506] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:50:27.265256] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:27.265315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:27.266164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:27.267376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:50:27.268787] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:27.277115] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:50:27.455414] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:50:27.595399] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: 0.04% | Symbol ETA: 8.0s | Global ETA: N/A
[2025-12-02T20:50:27.595520] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:50:27.596278] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:27.596337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:27.599147] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:50:27.601038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:27.602749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:27.603209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:27.604195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:50:27.605309] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:27.761815] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:50:27.814623] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.33% | Symbol ETA: 4.1s | Global ETA: N/A
[2025-12-02T20:50:27.814744] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:50:27.815473] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:27.815531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:27.816335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:27.817536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:50:27.818903] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:27.939852] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:50:28.121457] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:50:28.159211] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:50:28.263315] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: -7.86% | Symbol ETA: 7.4s | Global ETA: N/A
[2025-12-02T20:50:28.263456] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:50:28.264223] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:28.264281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:28.268968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:28.270679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:28.271138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:28.272240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:50:28.273333] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:28.322147] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:50:28.374790] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -1.07% | Symbol ETA: 3.5s | Global ETA: N/A
[2025-12-02T20:50:28.374914] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:50:28.375658] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:28.375715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:28.376495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:28.377716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:50:28.379070] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:28.609088] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:50:28.706167] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:50:28.773200] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:50:28.868072] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:50:28.911039] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -11.46% | Symbol ETA: 6.7s | Global ETA: N/A
[2025-12-02T20:50:28.911159] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:50:28.911921] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:28.911979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:28.916877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:28.918684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:28.919144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:28.920129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:50:28.920853] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.75% | Symbol ETA: 3.0s | Global ETA: N/A
[2025-12-02T20:50:28.920975] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:50:28.921236] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:28.921727] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:28.921786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:28.922593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:28.923804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:50:28.925164] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:29.251563] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:50:29.255101] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:50:29.417805] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:50:29.417854] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:50:29.470968] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: -0.32% | Symbol ETA: 2.4s | Global ETA: N/A
[2025-12-02T20:50:29.471090] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:50:29.472025] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:29.472099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:29.473097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:29.474425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:50:29.475937] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:29.563516] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 24.58% | Symbol ETA: 6.0s | Global ETA: N/A
[2025-12-02T20:50:29.563654] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:50:29.564403] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:29.564462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:29.569236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:29.571052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:29.571524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:29.572508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:50:29.573697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:29.805075] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:50:29.907503] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:50:29.969487] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:50:30.021788] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -0.67% | Symbol ETA: 1.9s | Global ETA: N/A
[2025-12-02T20:50:30.071115] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:50:30.185337] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.33%, Actual: 0.88%
[2025-12-02T20:50:30.213192] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: -1.58% | Symbol ETA: 5.3s | Global ETA: N/A
[2025-12-02T20:50:30.213315] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:50:30.214075] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:30.214134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:30.218847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:30.220532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:30.221011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:30.221968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:50:30.223055] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:30.349103] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: -0.35%, Actual: 3.03%
[2025-12-02T20:50:30.513553] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.25%, Actual: 2.47%
[2025-12-02T20:50:30.554959] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:50:30.677822] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -1.25%, Actual: 0.75%
[2025-12-02T20:50:30.720172] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:50:30.842688] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.28%, Actual: 0.19%
[2025-12-02T20:50:30.856880] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -7.18% | Symbol ETA: 4.7s | Global ETA: N/A
[2025-12-02T20:50:30.856999] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:50:30.857749] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:30.857808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:30.862516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:30.864272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:30.864781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:30.865787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:50:30.866867] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:31.007729] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.33%, Actual: 0.95%
[2025-12-02T20:50:31.172501] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -1.07%, Actual: 0.95%
[2025-12-02T20:50:31.198297] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:50:31.335449] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.75%, Actual: 0.95%
[2025-12-02T20:50:31.361320] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:50:31.500737] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: 4.95% | Symbol ETA: 4.0s | Global ETA: N/A
[2025-12-02T20:50:31.500908] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:50:31.500980] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: -0.32%, Actual: 1.69%
[2025-12-02T20:50:31.502094] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:31.502153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:31.506920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:31.508701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:31.509184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:31.510140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:50:31.511242] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:31.665611] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.67%, Actual: 1.43%
[2025-12-02T20:50:31.665798] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 43.1436%
[2025-12-02T20:50:31.665875] [INFO ] [main      ] MMLP: DISCARDED add_signed_carry_history_11 (score: 43.14%)
[2025-12-02T20:50:31.665914] [INFO ] [main      ] MMLP: Testing feature 44/53: add_sma_ratio
[2025-12-02T20:50:31.665943] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies', 'add_sma_ratio']
[2025-12-02T20:50:31.665977] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:50:31.677461] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:50:31.677791] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:50:31.678641] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:31.678698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:31.679511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:31.680739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:50:31.681432] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:31.847788] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:50:32.011377] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:50:32.014517] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:50:32.153877] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: 3.90% | Symbol ETA: 3.4s | Global ETA: N/A
[2025-12-02T20:50:32.153994] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:50:32.154755] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:32.154812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:32.159453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:32.161158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:32.161642] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:32.162593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:50:32.163692] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:32.176633] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:50:32.230003] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.66% | Symbol ETA: 6.5s | Global ETA: N/A
[2025-12-02T20:50:32.230123] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:50:32.230876] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:32.230934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:32.231743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:32.232943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:50:32.233674] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:32.496368] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:50:32.563412] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:50:32.660754] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:50:32.728353] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:50:32.781360] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: 0.00% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-12-02T20:50:32.781482] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:50:32.782237] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:32.782294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:32.783110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:32.784321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:50:32.785041] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:32.798867] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 3.22% | Symbol ETA: 2.7s | Global ETA: N/A
[2025-12-02T20:50:32.799008] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:50:32.799807] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:32.799865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:32.804493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:32.806213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:32.806704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:32.807688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:50:32.808807] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:33.115235] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:50:33.141925] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:50:33.281640] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:50:33.306115] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:50:33.333592] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.20% | Symbol ETA: 5.4s | Global ETA: N/A
[2025-12-02T20:50:33.333711] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:50:33.334516] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:33.334591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:33.335390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:33.336596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:50:33.337295] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:33.443281] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -13.37% | Symbol ETA: 2.1s | Global ETA: N/A
[2025-12-02T20:50:33.610290] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: 0.04%, Actual: 4.22%
[2025-12-02T20:50:33.668177] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:50:33.775760] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: -7.86%, Actual: 6.87%
[2025-12-02T20:50:33.834916] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:50:33.887601] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: -0.93% | Symbol ETA: 4.8s | Global ETA: N/A
[2025-12-02T20:50:33.887724] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:50:33.888481] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:33.888539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:33.889376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:33.890654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:50:33.891351] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:33.940683] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -11.46%, Actual: 0.49%
[2025-12-02T20:50:34.109543] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 24.58%, Actual: 0.37%
[2025-12-02T20:50:34.224566] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:50:34.276757] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: -1.58%, Actual: 0.83%
[2025-12-02T20:50:34.389917] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:50:34.441953] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 1.82% | Symbol ETA: 4.3s | Global ETA: N/A
[2025-12-02T20:50:34.442075] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:50:34.442870] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:34.442927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:34.443396] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -7.18%, Actual: 17.98%
[2025-12-02T20:50:34.443731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:34.444936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:50:34.445645] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:34.610051] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: 4.95%, Actual: 7.38%
[2025-12-02T20:50:34.776275] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:50:34.780517] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: 3.90%, Actual: 2.21%
[2025-12-02T20:50:34.942639] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:50:34.949124] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 3.22%, Actual: 2.91%
[2025-12-02T20:50:34.994406] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.16% | Symbol ETA: 3.7s | Global ETA: N/A
[2025-12-02T20:50:34.994525] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:50:34.995264] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:34.995321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:34.996126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:34.997324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:50:34.998096] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:35.117874] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -13.37%, Actual: 1.60%
[2025-12-02T20:50:35.118116] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 36.8834%
[2025-12-02T20:50:35.118207] [INFO ] [main      ] IOVA: DISCARDED add_shelf_lag (score: 36.88%)
[2025-12-02T20:50:35.118247] [INFO ] [main      ] IOVA: Testing feature 43/53: add_signed_carry_history_11
[2025-12-02T20:50:35.118279] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_session_pressure', 'add_signed_carry_history_11']
[2025-12-02T20:50:35.118314] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:50:35.173710] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:50:35.174118] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:50:35.175045] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:35.175110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:35.180083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:35.181959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:35.182444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:35.183423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:50:35.184856] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:35.331622] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:50:35.495866] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:50:35.522276] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:50:35.547507] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -0.44% | Symbol ETA: 3.2s | Global ETA: N/A
[2025-12-02T20:50:35.547644] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:50:35.548401] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:35.548459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:35.549307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:35.550536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:50:35.551285] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:35.691514] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:50:35.764250] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: -5.58% | Symbol ETA: 7.3s | Global ETA: N/A
[2025-12-02T20:50:35.764373] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:50:35.765183] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:35.765249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:35.769938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:35.771716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:35.772186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:35.773179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:50:35.774506] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:35.882835] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:50:36.046874] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:50:36.098529] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.23% | Symbol ETA: 2.6s | Global ETA: N/A
[2025-12-02T20:50:36.098667] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:50:36.099429] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:36.099486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:36.100293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:36.101493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:50:36.102212] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:36.114906] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:50:36.287557] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:50:36.356541] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: 4.47% | Symbol ETA: 6.7s | Global ETA: N/A
[2025-12-02T20:50:36.356679] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:50:36.357410] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:36.357469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:36.362173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:36.363939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:36.364404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:36.365381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:50:36.366716] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:36.437352] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:50:36.602112] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:50:36.654279] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: -0.54% | Symbol ETA: 2.1s | Global ETA: N/A
[2025-12-02T20:50:36.654411] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:50:36.655198] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:36.655256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:36.656114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:36.657312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:50:36.658053] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:36.717159] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:50:36.879695] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:50:36.951244] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -7.79% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-12-02T20:50:36.951362] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:50:36.952127] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:36.952184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:36.956797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:36.958489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:36.958964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:36.960003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:50:36.961326] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:36.991691] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:50:37.160053] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:50:37.211861] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: 0.27% | Symbol ETA: 1.5s | Global ETA: N/A
[2025-12-02T20:50:37.298907] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:50:37.379950] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.66%, Actual: 0.88%
[2025-12-02T20:50:37.462706] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:50:37.532500] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 24.17% | Symbol ETA: 5.5s | Global ETA: N/A
[2025-12-02T20:50:37.532650] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:50:37.533429] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:37.533488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:37.538301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:37.540175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:37.540660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:37.541625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:50:37.542942] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:37.546695] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: 0.00%, Actual: 3.03%
[2025-12-02T20:50:37.716768] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.20%, Actual: 2.47%
[2025-12-02T20:50:37.881270] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:50:37.886310] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -0.93%, Actual: 0.75%
[2025-12-02T20:50:38.051213] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:50:38.052116] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 1.82%, Actual: 0.19%
[2025-12-02T20:50:38.118685] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: -3.03% | Symbol ETA: 4.9s | Global ETA: N/A
[2025-12-02T20:50:38.118830] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:50:38.119642] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:38.119705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:38.124678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:38.126476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:38.127014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:38.128058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:50:38.129423] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:38.218542] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.16%, Actual: 0.95%
[2025-12-02T20:50:38.384110] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -0.44%, Actual: 0.95%
[2025-12-02T20:50:38.469070] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:50:38.552157] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.23%, Actual: 0.95%
[2025-12-02T20:50:38.640770] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:50:38.712391] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -14.96% | Symbol ETA: 4.3s | Global ETA: N/A
[2025-12-02T20:50:38.712511] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:50:38.713275] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:38.713354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:38.718081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:38.719832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:38.720303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:38.721257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:50:38.722559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:38.723908] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: -0.54%, Actual: 1.69%
[2025-12-02T20:50:38.893773] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: 0.27%, Actual: 1.43%
[2025-12-02T20:50:38.893989] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 31.3678%
[2025-12-02T20:50:38.894064] [INFO ] [main      ] MMLP: DISCARDED add_sma_ratio (score: 31.37%)
[2025-12-02T20:50:38.894102] [INFO ] [main      ] MMLP: Testing feature 45/53: add_true_range
[2025-12-02T20:50:38.894132] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies', 'add_true_range']
[2025-12-02T20:50:38.894165] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:50:38.906125] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:50:38.906490] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:50:38.907349] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:38.907407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:38.908301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:38.909505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:38.911272] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:39.059684] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:50:39.224213] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:50:39.245101] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:50:39.292259] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: 3.41% | Symbol ETA: 3.7s | Global ETA: N/A
[2025-12-02T20:50:39.292379] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:50:39.293140] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:39.293199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:39.297831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:39.299527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:39.300008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:39.300971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:50:39.302282] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:39.408277] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:50:39.461051] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.19% | Symbol ETA: 6.3s | Global ETA: N/A
[2025-12-02T20:50:39.461167] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:50:39.461932] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:39.461989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:39.462802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:39.464022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:39.465694] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:39.635352] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:50:39.798415] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:50:39.800236] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:50:39.868309] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: -3.44% | Symbol ETA: 3.1s | Global ETA: N/A
[2025-12-02T20:50:39.868441] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:50:39.869207] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:39.869267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:39.873866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:39.875558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:39.876035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:39.877001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:50:39.878351] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:39.965520] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:50:40.017990] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: -0.60% | Symbol ETA: 5.8s | Global ETA: N/A
[2025-12-02T20:50:40.018112] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:50:40.018871] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:40.018927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:40.019732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:40.020938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:40.022628] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:40.207343] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:50:40.363096] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:50:40.372511] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:50:40.440313] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 12.61% | Symbol ETA: 2.5s | Global ETA: N/A
[2025-12-02T20:50:40.440432] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:50:40.441186] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:40.441246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:40.445858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:40.447523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:40.448047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:40.449047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:50:40.450380] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:40.539415] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:50:40.593482] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -1.00% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-12-02T20:50:40.593625] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:50:40.594356] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:40.594413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:40.595222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:40.596401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:40.598130] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:40.785066] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:50:40.945234] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:50:40.951210] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:50:41.018518] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -5.21% | Symbol ETA: 2.0s | Global ETA: N/A
[2025-12-02T20:50:41.124913] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:50:41.178924] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: 0.13% | Symbol ETA: 4.7s | Global ETA: N/A
[2025-12-02T20:50:41.179043] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:50:41.179798] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:41.179855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:41.180667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:41.181878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:41.183545] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:41.183773] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: -5.58%, Actual: 4.22%
[2025-12-02T20:50:41.351943] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: 4.47%, Actual: 6.87%
[2025-12-02T20:50:41.520562] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:50:41.523860] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -7.79%, Actual: 0.49%
[2025-12-02T20:50:41.686375] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:50:41.698767] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 24.17%, Actual: 0.37%
[2025-12-02T20:50:41.738151] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 1.09% | Symbol ETA: 4.1s | Global ETA: N/A
[2025-12-02T20:50:41.738273] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:50:41.739059] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:41.739117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:41.739963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:41.741191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:41.742886] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:41.887597] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: -3.03%, Actual: 0.83%
[2025-12-02T20:50:42.066734] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -14.96%, Actual: 17.98%
[2025-12-02T20:50:42.091462] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:50:42.233709] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: 3.41%, Actual: 7.38%
[2025-12-02T20:50:42.261116] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:50:42.313060] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.17% | Symbol ETA: 3.6s | Global ETA: N/A
[2025-12-02T20:50:42.313181] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:50:42.313931] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:42.314170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:42.315024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:42.316235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:42.317940] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:42.399448] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: -3.44%, Actual: 2.21%
[2025-12-02T20:50:42.569438] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 12.61%, Actual: 2.91%
[2025-12-02T20:50:42.662139] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:50:42.738075] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -5.21%, Actual: 1.60%
[2025-12-02T20:50:42.738265] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 39.8191%
[2025-12-02T20:50:42.738388] [INFO ] [main      ] IOVA: DISCARDED add_signed_carry_history_11 (score: 39.82%)
[2025-12-02T20:50:42.738427] [INFO ] [main      ] IOVA: Testing feature 44/53: add_sma_ratio
[2025-12-02T20:50:42.738458] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_session_pressure', 'add_sma_ratio']
[2025-12-02T20:50:42.738492] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:50:42.750878] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:50:42.751247] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:50:42.752092] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:42.752150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:42.756908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:42.758803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:42.759289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:42.760285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:50:42.760995] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:42.830654] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:50:42.883390] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -0.45% | Symbol ETA: 3.0s | Global ETA: N/A
[2025-12-02T20:50:42.883510] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:50:42.884326] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:42.884386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:42.885210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:42.886451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:42.888198] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:43.091959] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:50:43.225992] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:50:43.254758] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:50:43.320992] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: 9.65% | Symbol ETA: 6.7s | Global ETA: N/A
[2025-12-02T20:50:43.321114] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:50:43.321890] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:43.321950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:43.326688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:43.328428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:43.328917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:43.329907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:50:43.330613] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:43.398706] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:50:43.450871] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.48% | Symbol ETA: 2.5s | Global ETA: N/A
[2025-12-02T20:50:43.450993] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:50:43.451749] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:43.451807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:43.452640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:43.453851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:43.455522] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:43.660942] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:50:43.825921] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:50:43.849792] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:50:43.891084] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: -6.16% | Symbol ETA: 6.2s | Global ETA: N/A
[2025-12-02T20:50:43.891205] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:50:43.892002] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:43.892064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:43.896705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:43.898415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:43.898898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:43.899874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:50:43.900553] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:44.020602] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:50:44.073611] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: 0.47% | Symbol ETA: 1.9s | Global ETA: N/A
[2025-12-02T20:50:44.073734] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:50:44.074480] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:44.074540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:44.075382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:44.076660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:44.078426] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:44.232715] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:50:44.397079] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:50:44.432384] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:50:44.466883] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -16.89% | Symbol ETA: 5.6s | Global ETA: N/A
[2025-12-02T20:50:44.466999] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:50:44.467751] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:44.467809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:44.472856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:44.474561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:44.475035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:44.475986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:50:44.476664] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:44.610385] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:50:44.662610] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -0.48% | Symbol ETA: 1.3s | Global ETA: N/A
[2025-12-02T20:50:44.810004] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:50:44.831221] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.19%, Actual: 0.88%
[2025-12-02T20:50:44.975706] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:50:45.006800] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: -0.60%, Actual: 3.03%
[2025-12-02T20:50:45.040976] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 23.11% | Symbol ETA: 5.0s | Global ETA: N/A
[2025-12-02T20:50:45.041091] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:50:45.041844] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:45.041903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:45.046484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:45.048195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:45.048670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:45.049620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:50:45.050297] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:45.182450] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -1.00%, Actual: 2.47%
[2025-12-02T20:50:45.353065] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: 0.13%, Actual: 0.75%
[2025-12-02T20:50:45.383750] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:50:45.522557] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 1.09%, Actual: 0.19%
[2025-12-02T20:50:45.548931] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:50:45.615327] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 3.83% | Symbol ETA: 4.5s | Global ETA: N/A
[2025-12-02T20:50:45.615445] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:50:45.616195] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:45.616255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:45.620884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:45.622632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:45.623088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:45.624064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:50:45.624751] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:45.693631] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.17%, Actual: 0.95%
[2025-12-02T20:50:45.866504] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -0.45%, Actual: 0.95%
[2025-12-02T20:50:45.955865] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:50:46.037708] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.48%, Actual: 0.95%
[2025-12-02T20:50:46.120668] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:50:46.185694] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -15.02% | Symbol ETA: 3.9s | Global ETA: N/A
[2025-12-02T20:50:46.185811] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:50:46.186535] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:46.186615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:46.191223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:46.192914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:46.193393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:46.194364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:50:46.195054] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:46.206722] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: 0.47%, Actual: 1.69%
[2025-12-02T20:50:46.377715] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.48%, Actual: 1.43%
[2025-12-02T20:50:46.377924] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 32.6913%
[2025-12-02T20:50:46.378051] [INFO ] [main      ] MMLP: DISCARDED add_true_range (score: 32.69%)
[2025-12-02T20:50:46.378094] [INFO ] [main      ] MMLP: Testing feature 46/53: add_vol_of_vol
[2025-12-02T20:50:46.378127] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies', 'add_vol_of_vol']
[2025-12-02T20:50:46.378161] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:50:46.389628] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:50:46.389989] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:50:46.390847] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:46.390910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:46.391802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:46.393155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:50:46.394451] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:46.532933] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:50:46.706802] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:50:46.755676] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:50:46.771989] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: -1.38% | Symbol ETA: 3.3s | Global ETA: N/A
[2025-12-02T20:50:46.772106] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:50:46.772855] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:46.772912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:46.777530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:46.779240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:46.779714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:46.780684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:50:46.781359] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:46.930825] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:50:46.986875] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.21% | Symbol ETA: 6.5s | Global ETA: N/A
[2025-12-02T20:50:46.986996] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:50:46.987753] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:46.987811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:46.988770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:46.990046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:50:46.991115] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:47.132165] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:50:47.300673] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:50:47.332322] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:50:47.367777] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: 5.35% | Symbol ETA: 2.7s | Global ETA: N/A
[2025-12-02T20:50:47.367899] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:50:47.368691] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:47.368747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:47.373400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:47.375079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:47.375558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:47.376549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:50:47.377228] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:47.498765] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:50:47.552261] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: 0.97% | Symbol ETA: 5.8s | Global ETA: N/A
[2025-12-02T20:50:47.552379] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:50:47.553170] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:47.553228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:47.554043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:47.555240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:50:47.556324] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:47.707247] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:50:47.873945] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:50:47.900023] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:50:47.938490] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 6.71% | Symbol ETA: 2.2s | Global ETA: N/A
[2025-12-02T20:50:47.938632] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:50:47.939360] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:47.939417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:47.943987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:47.945685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:47.946135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:47.947092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:50:47.947774] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:48.066479] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:50:48.119354] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -1.03% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-12-02T20:50:48.119473] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:50:48.120215] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:48.120272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:48.121078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:48.122260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:50:48.123306] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:48.274892] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:50:48.439216] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:50:48.453437] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:50:48.504233] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -2.82% | Symbol ETA: 1.6s | Global ETA: N/A
[2025-12-02T20:50:48.621090] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:50:48.671188] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: 9.65%, Actual: 4.22%
[2025-12-02T20:50:48.676352] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: -0.10% | Symbol ETA: 4.6s | Global ETA: N/A
[2025-12-02T20:50:48.676470] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:50:48.677242] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:48.677300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:48.678152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:48.679356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:50:48.680435] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:48.838499] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: -6.16%, Actual: 6.87%
[2025-12-02T20:50:49.005166] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -16.89%, Actual: 0.49%
[2025-12-02T20:50:49.016569] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:50:49.171896] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 23.11%, Actual: 0.37%
[2025-12-02T20:50:49.182799] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:50:49.236051] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.64% | Symbol ETA: 4.0s | Global ETA: N/A
[2025-12-02T20:50:49.236181] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:50:49.236950] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:49.237009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:49.237831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:49.239058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:50:49.240109] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:49.345449] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 3.83%, Actual: 0.83%
[2025-12-02T20:50:49.526063] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -15.02%, Actual: 17.98%
[2025-12-02T20:50:49.574161] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:50:49.698524] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: -1.38%, Actual: 7.38%
[2025-12-02T20:50:49.750413] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:50:49.803991] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 3.4s | Global ETA: N/A
[2025-12-02T20:50:49.804120] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:50:49.804868] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:49.804926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:49.805732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:49.806932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:50:49.808064] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:49.864564] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: 5.35%, Actual: 2.21%
[2025-12-02T20:50:50.028208] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 6.71%, Actual: 2.91%
[2025-12-02T20:50:50.155455] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:50:50.192929] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -2.82%, Actual: 1.60%
[2025-12-02T20:50:50.193125] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 37.8155%
[2025-12-02T20:50:50.193202] [INFO ] [main      ] IOVA: DISCARDED add_sma_ratio (score: 37.82%)
[2025-12-02T20:50:50.193241] [INFO ] [main      ] IOVA: Testing feature 46/53: add_vol_of_vol
[2025-12-02T20:50:50.193271] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_session_pressure', 'add_vol_of_vol']
[2025-12-02T20:50:50.193304] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:50:50.205564] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:50:50.205946] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:50:50.206785] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:50.206856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:50.211458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:50.213183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:50.213645] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:50.214609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:50:50.215673] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:50.325306] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:50:50.379256] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: 0.70% | Symbol ETA: 2.9s | Global ETA: N/A
[2025-12-02T20:50:50.379374] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:50:50.380153] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:50.380212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:50.381060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:50.382345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:50:50.383424] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:50.542726] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:50:50.706246] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:50:50.724325] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:50:50.776125] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: -6.23% | Symbol ETA: 6.3s | Global ETA: N/A
[2025-12-02T20:50:50.776252] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:50:50.777066] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:50.777126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:50.782192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:50.784081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:50.784550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:50.785593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:50:50.786732] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:50.890160] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:50:50.942815] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.72% | Symbol ETA: 2.3s | Global ETA: N/A
[2025-12-02T20:50:50.942930] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:50:50.943674] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:50.943732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:50.944533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:50.945774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:50:50.946821] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:51.143029] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:50:51.276736] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:50:51.319056] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:50:51.385459] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: 3.96% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-12-02T20:50:51.385603] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:50:51.386345] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:51.386403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:51.391138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:51.392850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:51.393321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:51.394289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:50:51.395352] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:51.442220] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:50:51.497020] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: 0.15% | Symbol ETA: 1.7s | Global ETA: N/A
[2025-12-02T20:50:51.497147] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:50:51.497920] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:51.498002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:51.498854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:51.500112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:50:51.501216] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:51.735509] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:50:51.849602] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:50:51.906058] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:50:51.975403] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -14.03% | Symbol ETA: 5.3s | Global ETA: N/A
[2025-12-02T20:50:51.975523] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:50:51.976290] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:51.976350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:51.981250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:51.983061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:51.983543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:51.984559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:50:51.985721] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:52.019934] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:50:52.073239] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -0.77% | Symbol ETA: 1.2s | Global ETA: N/A
[2025-12-02T20:50:52.240832] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.21%, Actual: 0.88%
[2025-12-02T20:50:52.314770] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:50:52.411393] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: 0.97%, Actual: 3.03%
[2025-12-02T20:50:52.479465] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:50:52.549048] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 17.32% | Symbol ETA: 4.7s | Global ETA: N/A
[2025-12-02T20:50:52.549167] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:50:52.549921] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:52.549979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:52.554612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:52.556336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:52.556804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:52.557800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:50:52.559085] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:52.586320] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -1.03%, Actual: 2.47%
[2025-12-02T20:50:52.758766] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -0.10%, Actual: 0.75%
[2025-12-02T20:50:52.891545] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:50:52.930237] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.64%, Actual: 0.19%
[2025-12-02T20:50:53.056596] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:50:53.111181] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.95%
[2025-12-02T20:50:53.123316] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: -0.33% | Symbol ETA: 4.1s | Global ETA: N/A
[2025-12-02T20:50:53.123434] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:50:53.124183] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:53.124242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:53.128838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:53.130547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:53.131035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:53.132039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:50:53.133142] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:53.276851] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: 0.70%, Actual: 0.95%
[2025-12-02T20:50:53.443011] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.72%, Actual: 0.95%
[2025-12-02T20:50:53.465534] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:50:53.610885] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: 0.15%, Actual: 1.69%
[2025-12-02T20:50:53.630687] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:50:53.700383] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -0.62% | Symbol ETA: 3.5s | Global ETA: N/A
[2025-12-02T20:50:53.700506] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:50:53.701288] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:53.701350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:53.706167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:53.707990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:53.708463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:53.709452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:50:53.710567] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:53.792208] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.77%, Actual: 1.43%
[2025-12-02T20:50:53.792406] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 34.8169%
[2025-12-02T20:50:53.792489] [INFO ] [main      ] MMLP: DISCARDED add_vol_of_vol (score: 34.82%)
[2025-12-02T20:50:53.792530] [INFO ] [main      ] MMLP: Testing feature 47/53: add_volatility_decay_ratio
[2025-12-02T20:50:53.792560] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies', 'add_volatility_decay_ratio']
[2025-12-02T20:50:53.792613] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:50:53.805155] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:50:53.805564] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:50:53.806523] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:53.806608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:53.807484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:53.808852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:50:53.810082] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:54.044045] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:50:54.166271] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:50:54.215459] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:50:54.284364] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: -3.08% | Symbol ETA: 2.9s | Global ETA: N/A
[2025-12-02T20:50:54.284492] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:50:54.285435] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:54.285517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:54.290559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:54.292409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:54.292977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:54.294130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:50:54.295275] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:54.352593] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:50:54.421850] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.33% | Symbol ETA: 6.5s | Global ETA: N/A
[2025-12-02T20:50:54.421993] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:50:54.422891] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:54.422965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:54.423920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:54.425244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:50:54.426417] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:54.650428] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:50:54.783329] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:50:54.850825] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:50:54.924761] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: 3.58% | Symbol ETA: 2.4s | Global ETA: N/A
[2025-12-02T20:50:54.924894] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:50:54.925861] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:54.925942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:54.931093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:54.932996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:54.933519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:54.934638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:50:54.935805] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:54.970303] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:50:55.040861] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: 0.06% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-12-02T20:50:55.041002] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:50:55.041926] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:55.041992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:55.042896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:55.044178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:50:55.045383] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:55.354839] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:50:55.422403] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:50:55.553894] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:50:55.621975] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 15.05% | Symbol ETA: 1.8s | Global ETA: N/A
[2025-12-02T20:50:55.622101] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:50:55.622887] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:55.622947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:55.623697] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:50:55.628203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:55.629982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:55.630440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:55.631410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:50:55.632479] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:55.679962] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.36% | Symbol ETA: 5.3s | Global ETA: N/A
[2025-12-02T20:50:55.680083] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:50:55.680856] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:55.680913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:55.681744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:55.682986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:50:55.684117] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:55.977755] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:50:56.027273] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:50:56.144666] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:50:56.193106] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:50:56.211218] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -9.84% | Symbol ETA: 1.2s | Global ETA: N/A
[2025-12-02T20:50:56.248473] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: -0.34% | Symbol ETA: 4.6s | Global ETA: N/A
[2025-12-02T20:50:56.248616] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:50:56.249399] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:56.249458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:56.250316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:56.251555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:50:56.252697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:56.455888] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: -6.23%, Actual: 4.22%
[2025-12-02T20:50:56.589025] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:50:56.629178] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: 3.96%, Actual: 6.87%
[2025-12-02T20:50:56.751638] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:50:56.797813] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -14.03%, Actual: 0.49%
[2025-12-02T20:50:56.803642] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.54% | Symbol ETA: 4.0s | Global ETA: N/A
[2025-12-02T20:50:56.803779] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:50:56.804501] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:56.804559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:56.805378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:56.806591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:50:56.807654] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:56.963660] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 17.32%, Actual: 0.37%
[2025-12-02T20:50:57.131156] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: -0.33%, Actual: 0.83%
[2025-12-02T20:50:57.191256] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:50:57.297903] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -0.62%, Actual: 17.98%
[2025-12-02T20:50:57.355355] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:50:57.406790] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 3.4s | Global ETA: N/A
[2025-12-02T20:50:57.406911] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:50:57.407687] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:57.407745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:57.408597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:57.409788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:50:57.410867] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:57.465680] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: -3.08%, Actual: 7.38%
[2025-12-02T20:50:57.637503] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: 3.58%, Actual: 2.21%
[2025-12-02T20:50:57.736873] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:50:57.807532] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 15.05%, Actual: 2.91%
[2025-12-02T20:50:57.900994] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:50:57.952003] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -0.47% | Symbol ETA: 2.7s | Global ETA: N/A
[2025-12-02T20:50:57.952123] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:50:57.952869] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:57.952952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:57.953765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:57.955000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:50:57.956086] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:57.978902] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -9.84%, Actual: 1.60%
[2025-12-02T20:50:57.979106] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 31.5887%
[2025-12-02T20:50:57.979196] [INFO ] [main      ] IOVA: DISCARDED add_vol_of_vol (score: 31.59%)
[2025-12-02T20:50:57.979239] [INFO ] [main      ] IOVA: Testing feature 47/53: add_volatility_decay_ratio
[2025-12-02T20:50:57.979272] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_session_pressure', 'add_volatility_decay_ratio']
[2025-12-02T20:50:57.979306] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:50:57.992882] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:50:57.993319] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:50:57.994276] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:57.994365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:57.999252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:58.001095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:58.001602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:58.002607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:50:58.003819] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:58.286916] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:50:58.352239] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:50:58.456675] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:50:58.509040] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 1.26% | Symbol ETA: 2.1s | Global ETA: N/A
[2025-12-02T20:50:58.509165] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:50:58.509927] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:58.509985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:58.510798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:58.512008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:50:58.513086] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:58.530257] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:50:58.602630] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: 6.32% | Symbol ETA: 6.5s | Global ETA: N/A
[2025-12-02T20:50:58.602756] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:50:58.603505] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:58.603566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:58.608924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:58.610812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:58.611270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:58.612309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:50:58.613460] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:58.847867] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:50:58.963098] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:50:59.011778] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:50:59.063718] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: 0.44% | Symbol ETA: 1.6s | Global ETA: N/A
[2025-12-02T20:50:59.063839] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:50:59.064646] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:50:59.064704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:50:59.065514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:50:59.066780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:50:59.067914] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:59.135026] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:50:59.201937] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: 4.83% | Symbol ETA: 5.8s | Global ETA: N/A
[2025-12-02T20:50:59.202064] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:50:59.202831] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:59.202930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:59.207533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:59.209253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:59.209712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:59.210665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:50:59.211762] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:59.407310] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:50:59.567210] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:50:59.575874] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:50:59.628747] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -0.62% | Symbol ETA: 1.0s | Global ETA: N/A
[2025-12-02T20:50:59.739021] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:50:59.797905] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.33%, Actual: 0.88%
[2025-12-02T20:50:59.807407] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -17.31% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-12-02T20:50:59.807525] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:50:59.808306] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:50:59.808366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:50:59.813102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:50:59.814865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:50:59.815335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:50:59.816314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:50:59.817452] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:50:59.966200] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: 0.06%, Actual: 3.03%
[2025-12-02T20:51:00.134723] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.36%, Actual: 2.47%
[2025-12-02T20:51:00.179065] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:51:00.305727] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -0.34%, Actual: 0.75%
[2025-12-02T20:51:00.345015] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:51:00.413990] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 22.44% | Symbol ETA: 4.6s | Global ETA: N/A
[2025-12-02T20:51:00.414115] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:51:00.414866] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:00.414924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:00.419540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:00.421242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:00.421709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:00.422673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:51:00.423795] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:00.479299] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.54%, Actual: 0.19%
[2025-12-02T20:51:00.655918] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.95%
[2025-12-02T20:51:00.765732] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:51:00.823808] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -0.47%, Actual: 0.95%
[2025-12-02T20:51:00.934265] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:51:00.994206] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 1.26%, Actual: 0.95%
[2025-12-02T20:51:01.003028] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 3.80% | Symbol ETA: 4.0s | Global ETA: N/A
[2025-12-02T20:51:01.003167] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:51:01.003955] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:01.004016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:01.008760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:01.010480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:01.010955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:01.011932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:51:01.013078] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:01.167818] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: 0.44%, Actual: 1.69%
[2025-12-02T20:51:01.343237] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.62%, Actual: 1.43%
[2025-12-02T20:51:01.343444] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 33.4294%
[2025-12-02T20:51:01.343529] [INFO ] [main      ] MMLP: DISCARDED add_volatility_decay_ratio (score: 33.43%)
[2025-12-02T20:51:01.343570] [INFO ] [main      ] MMLP: Testing feature 48/53: add_volatility_state_percentiles
[2025-12-02T20:51:01.343655] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-12-02T20:51:01.343697] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:51:01.351443] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:51:01.356364] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:01.356759] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:51:01.357558] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:51:01.357637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:01.358499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:01.359794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:01.361839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:01.362319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:51:01.363398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:51:01.365394] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:01.524014] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:51:01.591179] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -7.10% | Symbol ETA: 3.4s | Global ETA: N/A
[2025-12-02T20:51:01.591303] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:51:01.592073] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:01.592135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:01.597092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:01.598892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:01.599355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:01.600355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:51:01.601498] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:01.713320] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:51:01.897318] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:51:01.948566] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:51:01.957929] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.28% | Symbol ETA: 6.2s | Global ETA: N/A
[2025-12-02T20:51:01.958073] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:51:01.958944] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:51:01.959006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:01.959865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:01.961113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:01.962989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:01.963456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:51:01.964563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:51:01.966621] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:02.120669] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:51:02.190204] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: -1.53% | Symbol ETA: 2.8s | Global ETA: N/A
[2025-12-02T20:51:02.190329] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:51:02.191095] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:02.191155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:02.195922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:02.197690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:02.198181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:02.199155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:51:02.200281] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:02.322034] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:51:02.504354] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:51:02.545001] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:51:02.565452] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: 0.45% | Symbol ETA: 5.6s | Global ETA: N/A
[2025-12-02T20:51:02.565589] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:51:02.566348] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:51:02.566416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:02.567277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:02.568643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:02.570414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:02.570920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:51:02.572005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:51:02.573991] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:02.714686] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:51:02.783155] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: 0.09% | Symbol ETA: 2.2s | Global ETA: N/A
[2025-12-02T20:51:02.783272] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:51:02.784029] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:02.784088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:02.789025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:02.790940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:02.791400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:02.792548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:51:02.794086] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:02.928339] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:51:03.105203] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:51:03.135568] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:51:03.166830] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.71% | Symbol ETA: 5.0s | Global ETA: N/A
[2025-12-02T20:51:03.166951] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:51:03.167769] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:51:03.167846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:03.168814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:03.170100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:03.171930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:03.172393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:51:03.173464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:51:03.175422] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:03.299991] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:51:03.364752] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 18.18% | Symbol ETA: 1.6s | Global ETA: N/A
[2025-12-02T20:51:03.364869] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:51:03.365618] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:03.365677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:03.370265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:03.371940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:03.372384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:03.373347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:51:03.374469] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:03.518680] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:51:03.687389] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:51:03.707942] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:51:03.746405] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: -0.16% | Symbol ETA: 4.4s | Global ETA: N/A
[2025-12-02T20:51:03.746525] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:51:03.747317] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:51:03.747377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:03.748253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:03.749485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:03.751171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:03.751644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:51:03.752679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:51:03.754619] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:03.873253] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:51:03.938506] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -2.60% | Symbol ETA: 1.0s | Global ETA: N/A
[2025-12-02T20:51:04.103396] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: 6.32%, Actual: 4.22%
[2025-12-02T20:51:04.116445] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:51:04.268465] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: 4.83%, Actual: 6.87%
[2025-12-02T20:51:04.284513] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:51:04.344283] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.62% | Symbol ETA: 3.8s | Global ETA: N/A
[2025-12-02T20:51:04.344411] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:51:04.345212] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:51:04.345273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:04.346154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:04.347445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:04.349237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:04.349719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:51:04.350829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:51:04.352780] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:04.442564] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -17.31%, Actual: 0.49%
[2025-12-02T20:51:04.611347] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 22.44%, Actual: 0.37%
[2025-12-02T20:51:04.690054] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:51:04.780328] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 3.80%, Actual: 0.83%
[2025-12-02T20:51:04.856994] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:51:04.916510] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.20% | Symbol ETA: 3.2s | Global ETA: N/A
[2025-12-02T20:51:04.916656] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:51:04.917392] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:51:04.917462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:04.918340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:04.919569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:04.921262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:04.921746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:51:04.922795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:51:04.924726] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:04.952233] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -7.10%, Actual: 17.98%
[2025-12-02T20:51:05.120923] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: -1.53%, Actual: 7.38%
[2025-12-02T20:51:05.271670] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:51:05.286795] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: 0.09%, Actual: 2.21%
[2025-12-02T20:51:05.438996] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:51:05.453703] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 18.18%, Actual: 2.91%
[2025-12-02T20:51:05.497610] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: 0.28% | Symbol ETA: 2.6s | Global ETA: N/A
[2025-12-02T20:51:05.497735] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:51:05.498538] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:51:05.498614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:05.499475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:05.500698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:05.502356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:05.502819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:51:05.503884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:51:05.505776] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:05.625078] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -2.60%, Actual: 1.60%
[2025-12-02T20:51:05.625278] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 30.7211%
[2025-12-02T20:51:05.625369] [INFO ] [main      ] IOVA: DISCARDED add_volatility_decay_ratio (score: 30.72%)
[2025-12-02T20:51:05.625411] [INFO ] [main      ] IOVA: Testing feature 48/53: add_volatility_state_percentiles
[2025-12-02T20:51:05.625445] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_session_pressure', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-12-02T20:51:05.625481] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:51:05.642730] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:05.643200] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:51:05.644341] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:51:05.644408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:05.650837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:05.653518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:05.654162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:05.655408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:51:05.656622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:51:05.658719] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:05.840710] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:51:06.000501] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:51:06.009617] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:51:06.065809] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.74% | Symbol ETA: 2.0s | Global ETA: N/A
[2025-12-02T20:51:06.065933] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:51:06.066792] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:51:06.066853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:06.067706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:06.069008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:06.070784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:06.071245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:51:06.072313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:51:06.074337] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:06.170354] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:51:06.240456] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: -0.33% | Symbol ETA: 6.2s | Global ETA: N/A
[2025-12-02T20:51:06.240600] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:51:06.241334] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:51:06.241393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:06.246208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:06.247958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:06.248444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:06.249624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:51:06.250700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:51:06.252768] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:06.417672] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:51:06.588229] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:51:06.592026] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:51:06.644413] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: -0.01% | Symbol ETA: 1.4s | Global ETA: N/A
[2025-12-02T20:51:06.644556] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:51:06.645297] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:51:06.645357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:06.646169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:06.647373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:06.649096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:06.649539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:51:06.650590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:51:06.652470] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:06.767212] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:51:06.838083] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: 2.07% | Symbol ETA: 5.6s | Global ETA: N/A
[2025-12-02T20:51:06.838207] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:51:06.838964] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:51:06.839022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:06.843628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:06.845300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:06.845766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:06.846736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:51:06.847799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:51:06.849716] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:06.996496] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:51:07.170295] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:51:07.181563] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:51:07.226627] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -0.51% | Symbol ETA: 0.8s | Global ETA: N/A
[2025-12-02T20:51:07.351291] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:51:07.402272] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.28%, Actual: 0.88%
[2025-12-02T20:51:07.420746] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -10.11% | Symbol ETA: 5.0s | Global ETA: N/A
[2025-12-02T20:51:07.420867] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:51:07.421639] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:51:07.421700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:07.426430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:07.428278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:07.428773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:07.429789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:51:07.430861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:51:07.432815] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:07.575256] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: 0.45%, Actual: 3.03%
[2025-12-02T20:51:07.746889] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.71%, Actual: 2.47%
[2025-12-02T20:51:07.765129] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:51:07.919235] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -0.16%, Actual: 0.75%
[2025-12-02T20:51:07.933533] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:51:08.003292] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 17.19% | Symbol ETA: 4.4s | Global ETA: N/A
[2025-12-02T20:51:08.003418] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:51:08.004162] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:51:08.004221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:08.008833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:08.010492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:08.010964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:08.011925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:51:08.012978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:51:08.014853] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:08.090790] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.62%, Actual: 0.19%
[2025-12-02T20:51:08.265976] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.20%, Actual: 0.95%
[2025-12-02T20:51:08.352301] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:51:08.436021] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: 0.28%, Actual: 0.95%
[2025-12-02T20:51:08.520384] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:51:08.591168] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 1.13% | Symbol ETA: 3.8s | Global ETA: N/A
[2025-12-02T20:51:08.591289] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:51:08.592100] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:51:08.592162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:08.597155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:08.599039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:08.599560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:08.600600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:51:08.601713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:51:08.603797] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:08.604850] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.74%, Actual: 0.95%
[2025-12-02T20:51:08.772540] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: -0.01%, Actual: 1.69%
[2025-12-02T20:51:08.939096] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.51%, Actual: 1.43%
[2025-12-02T20:51:08.939298] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 31.5120%
[2025-12-02T20:51:08.939381] [INFO ] [main      ] MMLP: DISCARDED add_volatility_state_percentiles (score: 31.51%)
[2025-12-02T20:51:08.939442] [INFO ] [main      ] MMLP: Testing feature 49/53: add_volume_dispersion
[2025-12-02T20:51:08.939482] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies', 'add_volume_dispersion']
[2025-12-02T20:51:08.939522] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:51:08.946457] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:51:08.950833] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:08.951180] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:51:08.952021] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:08.952079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:08.952934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:08.954160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:51:08.955528] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:09.113951] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:51:09.184834] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -9.72% | Symbol ETA: 3.2s | Global ETA: N/A
[2025-12-02T20:51:09.184958] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:51:09.185788] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:51:09.185853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:09.190932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:09.192787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:09.193268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:09.194317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:51:09.195498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:51:09.197557] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:09.291834] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:51:09.459123] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:51:09.514059] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.17% | Symbol ETA: 5.7s | Global ETA: N/A
[2025-12-02T20:51:09.514177] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:51:09.514924] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:09.514982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:09.515823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:09.517027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:51:09.518382] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:09.532384] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:51:09.699812] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:51:09.767828] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: 7.98% | Symbol ETA: 2.6s | Global ETA: N/A
[2025-12-02T20:51:09.767950] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:51:09.768757] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:51:09.768818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:09.773424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:09.775171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:09.775644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:09.776673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:51:09.777729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:51:09.779719] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:09.863074] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:51:10.037342] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:51:10.092092] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: -0.43% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-12-02T20:51:10.092215] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:51:10.092998] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:10.093058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:10.093895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:10.095320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:51:10.096725] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:10.166167] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:51:10.331430] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:51:10.399868] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: -3.58% | Symbol ETA: 2.0s | Global ETA: N/A
[2025-12-02T20:51:10.399988] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:51:10.400738] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:51:10.400798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:10.405433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:10.407129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:10.407620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:10.408636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:51:10.409720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:51:10.411641] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:10.448492] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:51:10.629405] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:51:10.684529] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.86% | Symbol ETA: 4.7s | Global ETA: N/A
[2025-12-02T20:51:10.684692] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:51:10.685492] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:10.685552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:10.686433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:10.687746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:51:10.689153] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:10.746798] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:51:10.912161] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:51:10.981968] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 0.28% | Symbol ETA: 1.4s | Global ETA: N/A
[2025-12-02T20:51:10.982088] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:51:10.982845] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:51:10.982904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:10.987475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:10.989212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:10.989697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:10.990667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:51:10.991723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:51:10.993588] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:11.025971] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:51:11.197985] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:51:11.250748] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: -0.38% | Symbol ETA: 4.1s | Global ETA: N/A
[2025-12-02T20:51:11.250873] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:51:11.251644] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:11.251704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:11.252527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:11.253808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:51:11.255183] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:11.324905] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:51:11.488861] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:51:11.555831] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -5.50% | Symbol ETA: 0.8s | Global ETA: N/A
[2025-12-02T20:51:11.591103] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:51:11.722761] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: -0.33%, Actual: 4.22%
[2025-12-02T20:51:11.768706] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:51:11.821318] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.30% | Symbol ETA: 3.5s | Global ETA: N/A
[2025-12-02T20:51:11.821472] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:51:11.822248] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:11.822308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:11.823135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:11.824361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:51:11.825712] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:11.888071] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: 2.07%, Actual: 6.87%
[2025-12-02T20:51:12.054126] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -10.11%, Actual: 0.49%
[2025-12-02T20:51:12.163843] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:51:12.218735] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 17.19%, Actual: 0.37%
[2025-12-02T20:51:12.328810] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:51:12.380468] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.21% | Symbol ETA: 2.9s | Global ETA: N/A
[2025-12-02T20:51:12.380615] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:51:12.381348] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:12.381407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:12.382213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:12.383447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:51:12.384451] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 1.13%, Actual: 0.83%
[2025-12-02T20:51:12.384822] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:12.554252] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -9.72%, Actual: 17.98%
[2025-12-02T20:51:12.720210] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:51:12.728374] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: 7.98%, Actual: 7.38%
[2025-12-02T20:51:12.886545] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:51:12.899526] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: -3.58%, Actual: 2.21%
[2025-12-02T20:51:12.939224] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -0.73% | Symbol ETA: 2.3s | Global ETA: N/A
[2025-12-02T20:51:12.939344] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:51:12.940125] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:12.940183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:12.941022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:12.942224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:51:12.943549] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:13.067025] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 0.28%, Actual: 2.91%
[2025-12-02T20:51:13.235883] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -5.50%, Actual: 1.60%
[2025-12-02T20:51:13.236074] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 34.2535%
[2025-12-02T20:51:13.236159] [INFO ] [main      ] IOVA: DISCARDED add_volatility_state_percentiles (score: 34.25%)
[2025-12-02T20:51:13.236201] [INFO ] [main      ] IOVA: Testing feature 49/53: add_volume_dispersion
[2025-12-02T20:51:13.236234] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_session_pressure', 'add_volume_dispersion']
[2025-12-02T20:51:13.236269] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:51:13.249087] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:13.249483] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:51:13.250319] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:13.250379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:13.255087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:13.256881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:13.257369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:13.258367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:51:13.259730] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:13.284205] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:51:13.449165] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:51:13.500765] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.20% | Symbol ETA: 1.8s | Global ETA: N/A
[2025-12-02T20:51:13.500884] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:51:13.501649] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:13.501720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:13.502516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:13.503807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:51:13.505125] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:13.596958] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:51:13.768036] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:51:13.838642] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: -2.48% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-12-02T20:51:13.838776] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:51:13.839524] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:13.839624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:13.844267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:13.845952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:13.846177] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:51:13.846465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:13.847532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:51:13.848939] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:14.012635] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:51:14.063933] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: 0.49% | Symbol ETA: 1.2s | Global ETA: N/A
[2025-12-02T20:51:14.064055] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:51:14.064798] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:14.064856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:14.065658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:14.066903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:51:14.068269] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:14.205433] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:51:14.386355] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:51:14.400356] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:51:14.452037] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: 3.94% | Symbol ETA: 5.4s | Global ETA: N/A
[2025-12-02T20:51:14.452154] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:51:14.452926] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:14.452984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:14.458178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:14.459861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:14.460332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:14.461296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:51:14.462650] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:14.570375] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:51:14.622331] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -0.68% | Symbol ETA: 0.6s | Global ETA: N/A
[2025-12-02T20:51:14.788950] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.17%, Actual: 0.88%
[2025-12-02T20:51:14.802597] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:51:14.954663] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: -0.43%, Actual: 3.03%
[2025-12-02T20:51:14.970568] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:51:15.037934] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -10.24% | Symbol ETA: 4.8s | Global ETA: N/A
[2025-12-02T20:51:15.038121] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:51:15.038892] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:15.038951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:15.043703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:15.045399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:15.045883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:15.046849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:51:15.048193] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:15.140847] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.86%, Actual: 2.47%
[2025-12-02T20:51:15.307447] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -0.38%, Actual: 0.75%
[2025-12-02T20:51:15.380287] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:51:15.476195] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.30%, Actual: 0.19%
[2025-12-02T20:51:15.546024] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:51:15.612775] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 18.96% | Symbol ETA: 4.2s | Global ETA: N/A
[2025-12-02T20:51:15.612896] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:51:15.613655] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:15.613727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:15.618352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:15.620088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:15.620544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:15.621542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:51:15.622886] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:15.641876] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.21%, Actual: 0.95%
[2025-12-02T20:51:15.805531] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -0.73%, Actual: 0.95%
[2025-12-02T20:51:15.955176] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:51:15.970153] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.20%, Actual: 0.95%
[2025-12-02T20:51:16.122508] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:51:16.137635] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: 0.49%, Actual: 1.69%
[2025-12-02T20:51:16.189850] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 4.68% | Symbol ETA: 3.6s | Global ETA: N/A
[2025-12-02T20:51:16.189974] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:51:16.190756] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:16.190818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:16.195557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:16.197310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:16.197800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:16.198831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:51:16.200152] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:16.307085] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.68%, Actual: 1.43%
[2025-12-02T20:51:16.307279] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 38.3658%
[2025-12-02T20:51:16.307367] [INFO ] [main      ] MMLP: DISCARDED add_volume_dispersion (score: 38.37%)
[2025-12-02T20:51:16.307408] [INFO ] [main      ] MMLP: Testing feature 50/53: add_volume_flow_differentials
[2025-12-02T20:51:16.307440] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies', 'add_volume_flow_differentials']
[2025-12-02T20:51:16.307476] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:51:16.320381] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:16.320784] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:51:16.321624] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:16.321683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:16.322703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:16.324108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:51:16.326854] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:16.557668] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:51:16.663229] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:51:16.724120] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:51:16.788861] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -2.80% | Symbol ETA: 3.0s | Global ETA: N/A
[2025-12-02T20:51:16.788996] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:51:16.790022] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:16.790100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:16.796061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:16.798289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:16.798933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:16.800168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:51:16.801786] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:16.828602] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:51:16.883022] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: -0.42% | Symbol ETA: 5.5s | Global ETA: N/A
[2025-12-02T20:51:16.883143] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:51:16.883901] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:16.883959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:16.884803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:16.886026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:51:16.888711] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:17.137545] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:51:17.216383] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:51:17.304710] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:51:17.377137] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: 0.78% | Symbol ETA: 2.4s | Global ETA: N/A
[2025-12-02T20:51:17.377282] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:51:17.378350] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:17.378449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:17.381967] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:51:17.385142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:17.387820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:17.388491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:17.389732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:51:17.391330] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:17.436608] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: 0.31% | Symbol ETA: 4.9s | Global ETA: N/A
[2025-12-02T20:51:17.436727] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:51:17.437448] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:17.437506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:17.438369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:17.439793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:51:17.442436] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:17.737653] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:51:17.774957] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:51:17.902905] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:51:17.939013] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:51:17.970670] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: 4.96% | Symbol ETA: 1.8s | Global ETA: N/A
[2025-12-02T20:51:17.970793] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:51:17.971534] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:17.971616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:17.976287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:17.978058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:17.978528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:17.979512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:51:17.980837] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:17.992645] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.67% | Symbol ETA: 4.4s | Global ETA: N/A
[2025-12-02T20:51:17.992763] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:51:17.993486] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:17.993544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:17.994371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:17.995602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:51:17.998270] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:18.324456] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:51:18.329638] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:51:18.496025] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:51:18.532004] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:51:18.564255] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 18.83% | Symbol ETA: 1.2s | Global ETA: N/A
[2025-12-02T20:51:18.564378] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:51:18.565145] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:18.565206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:18.570133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:18.571846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:18.572310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:18.573389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:51:18.574761] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:18.598918] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: 0.66% | Symbol ETA: 3.9s | Global ETA: N/A
[2025-12-02T20:51:18.599066] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:51:18.600212] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:18.600288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:18.601475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:18.603357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:51:18.607430] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:18.925383] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:51:18.945351] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:51:19.095146] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:51:19.110868] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:51:19.161622] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -7.81% | Symbol ETA: 0.6s | Global ETA: N/A
[2025-12-02T20:51:19.166541] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.60% | Symbol ETA: 3.3s | Global ETA: N/A
[2025-12-02T20:51:19.166698] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:51:19.167664] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:19.167730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:19.168674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:19.169999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:51:19.172921] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:19.333116] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: -2.48%, Actual: 4.22%
[2025-12-02T20:51:19.503432] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: 3.94%, Actual: 6.87%
[2025-12-02T20:51:19.513299] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:51:19.669269] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -10.24%, Actual: 0.49%
[2025-12-02T20:51:19.685080] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:51:19.740443] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: -0.58% | Symbol ETA: 2.7s | Global ETA: N/A
[2025-12-02T20:51:19.740566] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:51:19.741378] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:19.741437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:19.742359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:19.743691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:51:19.746468] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:19.838716] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 18.96%, Actual: 0.37%
[2025-12-02T20:51:20.009401] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 4.68%, Actual: 0.83%
[2025-12-02T20:51:20.085626] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:51:20.203889] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -2.80%, Actual: 17.98%
[2025-12-02T20:51:20.249704] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:51:20.304763] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: 0.61% | Symbol ETA: 2.2s | Global ETA: N/A
[2025-12-02T20:51:20.304887] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:51:20.305656] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:20.305716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:20.306598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:20.307835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:51:20.310929] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:20.373274] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: 0.78%, Actual: 7.38%
[2025-12-02T20:51:20.549367] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: 4.96%, Actual: 2.21%
[2025-12-02T20:51:20.650780] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:51:20.723431] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 18.83%, Actual: 2.91%
[2025-12-02T20:51:20.816348] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:51:20.869760] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.47% | Symbol ETA: 1.6s | Global ETA: N/A
[2025-12-02T20:51:20.869886] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:51:20.870636] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:20.870695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:20.871483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:20.872706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:51:20.875373] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:20.892412] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -7.81%, Actual: 1.60%
[2025-12-02T20:51:20.892625] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 27.7227%
[2025-12-02T20:51:20.892710] [INFO ] [main      ] IOVA: DISCARDED add_volume_dispersion (score: 27.72%)
[2025-12-02T20:51:20.892752] [INFO ] [main      ] IOVA: Testing feature 50/53: add_volume_flow_differentials
[2025-12-02T20:51:20.892784] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_session_pressure', 'add_volume_flow_differentials']
[2025-12-02T20:51:20.892819] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:51:20.905493] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:20.905883] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:51:20.906758] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:20.906822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:20.911676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:20.913483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:20.914026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:20.915051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:51:20.917855] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:21.211654] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:51:21.265708] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:51:21.377658] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:51:21.431327] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: -0.22% | Symbol ETA: 1.0s | Global ETA: N/A
[2025-12-02T20:51:21.431445] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:51:21.432205] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:21.432262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:21.433068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:21.433786] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:51:21.434315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:51:21.437066] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:21.504587] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: 4.01% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-12-02T20:51:21.504705] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:51:21.505460] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:21.505523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:21.510403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:21.512176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:21.512695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:21.513723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:51:21.516433] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:21.778415] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:51:21.859524] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:51:21.950235] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:51:22.004030] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -0.44% | Symbol ETA: 0.5s | Global ETA: N/A
[2025-12-02T20:51:22.030529] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:51:22.100311] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: -3.55% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-12-02T20:51:22.100440] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:51:22.101304] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:22.101365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:22.106222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:22.108018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:22.108520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:22.109553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:51:22.112250] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:22.178975] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: -0.42%, Actual: 0.88%
[2025-12-02T20:51:22.354727] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: 0.31%, Actual: 3.03%
[2025-12-02T20:51:22.461673] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:51:22.527084] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.67%, Actual: 2.47%
[2025-12-02T20:51:22.634334] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:51:22.694163] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: 0.66%, Actual: 0.75%
[2025-12-02T20:51:22.707473] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -11.48% | Symbol ETA: 4.7s | Global ETA: N/A
[2025-12-02T20:51:22.707611] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:51:22.708426] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:22.708487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:22.713299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:22.715116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:22.715603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:22.716612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:51:22.719474] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:22.862668] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.60%, Actual: 0.19%
[2025-12-02T20:51:23.029070] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: -0.58%, Actual: 0.95%
[2025-12-02T20:51:23.064282] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:51:23.194815] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: 0.61%, Actual: 0.95%
[2025-12-02T20:51:23.231098] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:51:23.300280] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 23.92% | Symbol ETA: 4.1s | Global ETA: N/A
[2025-12-02T20:51:23.300395] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:51:23.301133] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:23.301192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:23.305765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:23.307448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:23.307923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:23.308895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:51:23.311465] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:23.360927] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.47%, Actual: 0.95%
[2025-12-02T20:51:23.527448] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: -0.22%, Actual: 1.69%
[2025-12-02T20:51:23.658261] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:51:23.696350] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.44%, Actual: 1.43%
[2025-12-02T20:51:23.696541] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 41.3089%
[2025-12-02T20:51:23.696640] [INFO ] [main      ] MMLP: DISCARDED add_volume_flow_differentials (score: 41.31%)
[2025-12-02T20:51:23.696682] [INFO ] [main      ] MMLP: Testing feature 51/53: add_volume_pressure_into_close
[2025-12-02T20:51:23.696711] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies', 'add_volume_pressure_into_close']
[2025-12-02T20:51:23.696743] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:51:23.708628] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:23.709011] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:51:23.709919] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:23.709979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:23.710840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:23.712086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:51:23.713712] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:23.825152] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:51:23.894609] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 2.23% | Symbol ETA: 3.5s | Global ETA: N/A
[2025-12-02T20:51:23.894728] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:51:23.895445] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:23.895503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:23.900233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:23.901959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:23.902414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:23.903418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:51:23.906123] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:24.055134] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:51:24.225894] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:51:24.244882] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:51:24.281943] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.15% | Symbol ETA: 5.4s | Global ETA: N/A
[2025-12-02T20:51:24.282066] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:51:24.282821] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:24.282878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:24.283790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:24.285015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:51:24.286639] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:24.422802] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:51:24.491526] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -12.04% | Symbol ETA: 2.9s | Global ETA: N/A
[2025-12-02T20:51:24.491668] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:51:24.492391] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:24.492450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:24.497113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:24.498895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:24.499358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:24.500328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:51:24.502957] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:24.642261] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:51:24.810906] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:51:24.839605] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:51:24.865494] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: 0.07% | Symbol ETA: 4.9s | Global ETA: N/A
[2025-12-02T20:51:24.865641] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:51:24.866387] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:24.866445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:24.867268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:24.868520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:51:24.870148] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:25.010559] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:51:25.079070] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: -1.78% | Symbol ETA: 2.3s | Global ETA: N/A
[2025-12-02T20:51:25.079190] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:51:25.079967] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:25.080028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:25.085001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:25.086813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:25.087285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:25.088318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:51:25.091117] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:25.268881] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:51:25.425604] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:51:25.443031] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:51:25.496609] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.47% | Symbol ETA: 4.5s | Global ETA: N/A
[2025-12-02T20:51:25.496733] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:51:25.497467] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:25.497524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:25.498355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:25.499532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:51:25.501161] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:25.592290] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:51:25.660557] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: -3.63% | Symbol ETA: 1.7s | Global ETA: N/A
[2025-12-02T20:51:25.660693] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:51:25.661433] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:25.661495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:25.666369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:25.668240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:25.668728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:25.669721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:51:25.672465] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:25.838742] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:51:26.003662] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:51:26.009239] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:51:26.056746] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: -0.16% | Symbol ETA: 3.8s | Global ETA: N/A
[2025-12-02T20:51:26.056865] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:51:26.057618] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:26.057676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:26.058503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:26.059708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:51:26.061293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:26.178430] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:51:26.248144] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: -4.48% | Symbol ETA: 1.1s | Global ETA: N/A
[2025-12-02T20:51:26.248263] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:51:26.249061] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:26.249122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:26.253987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:26.255744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:26.256219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:26.257221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:51:26.260003] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:26.396000] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:51:26.566145] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:51:26.604644] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:51:26.620506] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.77% | Symbol ETA: 3.2s | Global ETA: N/A
[2025-12-02T20:51:26.620654] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:51:26.621419] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:26.621480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:26.622331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:26.623559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:51:26.625157] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:26.771762] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:51:26.843737] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -1.56% | Symbol ETA: 0.5s | Global ETA: N/A
[2025-12-02T20:51:26.959863] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:51:27.012223] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: 4.01%, Actual: 4.22%
[2025-12-02T20:51:27.128087] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:51:27.180170] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: -3.55%, Actual: 6.87%
[2025-12-02T20:51:27.181091] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 2.6s | Global ETA: N/A
[2025-12-02T20:51:27.181219] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:51:27.182035] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:27.182096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:27.182923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:27.184159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:51:27.185787] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:27.347918] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -11.48%, Actual: 0.49%
[2025-12-02T20:51:27.516179] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 23.92%, Actual: 0.37%
[2025-12-02T20:51:27.522687] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:51:27.686924] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 2.23%, Actual: 0.83%
[2025-12-02T20:51:27.689978] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:51:27.741971] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: 0.46% | Symbol ETA: 2.0s | Global ETA: N/A
[2025-12-02T20:51:27.742086] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:51:27.742835] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:27.742893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:27.743693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:27.744901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:51:27.746463] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:27.856910] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -12.04%, Actual: 17.98%
[2025-12-02T20:51:28.029025] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: -1.78%, Actual: 7.38%
[2025-12-02T20:51:28.077216] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:51:28.196203] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: -3.63%, Actual: 2.21%
[2025-12-02T20:51:28.242166] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:51:28.294592] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.67% | Symbol ETA: 1.4s | Global ETA: N/A
[2025-12-02T20:51:28.294712] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:51:28.295433] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:28.295490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:28.296293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:28.297709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:51:28.299274] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:28.363002] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: -4.48%, Actual: 2.91%
[2025-12-02T20:51:28.535094] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -1.56%, Actual: 1.60%
[2025-12-02T20:51:28.535283] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 45.2337%
[2025-12-02T20:51:28.535368] [INFO ] [main      ] IOVA: DISCARDED add_volume_flow_differentials (score: 45.23%)
[2025-12-02T20:51:28.535410] [INFO ] [main      ] IOVA: Testing feature 51/53: add_volume_pressure_into_close
[2025-12-02T20:51:28.535444] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_session_pressure', 'add_volume_pressure_into_close']
[2025-12-02T20:51:28.535479] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:51:28.548725] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:28.549114] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:51:28.550322] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:28.550382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:28.555806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:28.557563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:28.558091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:28.559090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:51:28.560727] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:28.630278] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:51:28.795142] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:51:28.847114] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: 0.43% | Symbol ETA: 0.9s | Global ETA: N/A
[2025-12-02T20:51:28.847229] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:51:28.847993] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:28.848052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:28.848848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:28.850112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:51:28.851679] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:28.901778] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:51:29.073370] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:51:29.141883] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: -3.10% | Symbol ETA: 5.6s | Global ETA: N/A
[2025-12-02T20:51:29.142006] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:51:29.142787] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:29.142864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:29.147950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:29.149744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:29.150215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:29.151232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:51:29.152885] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:29.182843] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:51:29.349616] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:51:29.401923] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -0.66% | Symbol ETA: 0.3s | Global ETA: N/A
[2025-12-02T20:51:29.493709] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:51:29.568708] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.15%, Actual: 0.88%
[2025-12-02T20:51:29.667111] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:51:29.734698] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: 0.07%, Actual: 3.03%
[2025-12-02T20:51:29.746912] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: 2.81% | Symbol ETA: 5.1s | Global ETA: N/A
[2025-12-02T20:51:29.747042] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:51:29.747811] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:29.747872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:29.752857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:29.754700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:29.755183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:29.756223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:51:29.757886] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:29.900122] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.47%, Actual: 2.47%
[2025-12-02T20:51:30.064297] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -0.16%, Actual: 0.75%
[2025-12-02T20:51:30.111863] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:51:30.229361] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.77%, Actual: 0.19%
[2025-12-02T20:51:30.281345] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:51:30.349551] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -10.75% | Symbol ETA: 4.5s | Global ETA: N/A
[2025-12-02T20:51:30.349691] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:51:30.350473] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:30.350532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:30.355407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:30.357177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:30.357667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:30.358721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:51:30.360381] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:30.393837] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.95%
[2025-12-02T20:51:30.560240] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: 0.46%, Actual: 0.95%
[2025-12-02T20:51:30.693532] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:51:30.723747] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.67%, Actual: 0.95%
[2025-12-02T20:51:30.863016] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:51:30.887669] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: 0.43%, Actual: 1.69%
[2025-12-02T20:51:30.931694] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 27.41% | Symbol ETA: 3.9s | Global ETA: N/A
[2025-12-02T20:51:30.931811] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:51:30.932564] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:30.932647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:30.937367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:30.939146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:30.939685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:30.940658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:51:30.942229] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:31.051345] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.66%, Actual: 1.43%
[2025-12-02T20:51:31.051546] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 29.6326%
[2025-12-02T20:51:31.051643] [INFO ] [main      ] MMLP: DISCARDED add_volume_pressure_into_close (score: 29.63%)
[2025-12-02T20:51:31.051683] [INFO ] [main      ] MMLP: Testing feature 52/53: add_volume_zscore
[2025-12-02T20:51:31.051714] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies', 'add_volume_zscore']
[2025-12-02T20:51:31.051747] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:51:31.063000] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:31.063338] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:51:31.064167] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:31.064224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:31.065060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:31.066262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:51:31.067845] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:31.288806] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:51:31.397718] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:51:31.463769] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:51:31.536150] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 7.77% | Symbol ETA: 3.3s | Global ETA: N/A
[2025-12-02T20:51:31.536277] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:51:31.537079] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:31.537139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:31.542243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:31.544322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:31.544930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:31.545987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:51:31.547638] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:31.562219] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:51:31.617845] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.15% | Symbol ETA: 5.1s | Global ETA: N/A
[2025-12-02T20:51:31.617987] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:51:31.618754] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:31.618811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:31.619626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:31.620825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:51:31.622386] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:31.912603] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:51:31.953000] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:51:32.094234] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:51:32.121146] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:51:32.161291] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -7.88% | Symbol ETA: 2.7s | Global ETA: N/A
[2025-12-02T20:51:32.161416] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:51:32.162176] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:32.162234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:32.166828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:32.168557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:32.169066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:32.170091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:51:32.171682] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:32.176699] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: 0.36% | Symbol ETA: 4.6s | Global ETA: N/A
[2025-12-02T20:51:32.176848] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:51:32.177661] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:32.177719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:32.178603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:32.179855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:51:32.181450] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:32.511868] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:51:32.518853] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:51:32.685931] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:51:32.688320] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:51:32.744918] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.99% | Symbol ETA: 4.1s | Global ETA: N/A
[2025-12-02T20:51:32.745038] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:51:32.745811] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:32.745870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:32.746705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:32.747950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:51:32.749588] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:32.755219] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: 12.01% | Symbol ETA: 2.1s | Global ETA: N/A
[2025-12-02T20:51:32.755341] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:51:32.756111] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:32.756170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:32.761976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:32.764080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:32.764619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:32.765694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:51:32.767444] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:33.093834] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:51:33.123957] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:51:33.260433] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:51:33.301332] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:51:33.313873] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: -0.26% | Symbol ETA: 3.5s | Global ETA: N/A
[2025-12-02T20:51:33.313997] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:51:33.314760] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:33.314817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:33.315634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:33.316821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:51:33.318404] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:33.369506] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: -4.39% | Symbol ETA: 1.5s | Global ETA: N/A
[2025-12-02T20:51:33.369640] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:51:33.370400] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:33.370459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:33.375243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:33.376981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:33.377449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:33.378501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:51:33.380245] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:33.649801] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:51:33.731349] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:51:33.814275] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:51:33.867958] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 0.90% | Symbol ETA: 2.9s | Global ETA: N/A
[2025-12-02T20:51:33.868106] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:51:33.868868] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:33.868926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:33.869742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:33.870953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:51:33.872507] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:33.906350] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:51:33.974840] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 12.15% | Symbol ETA: 0.9s | Global ETA: N/A
[2025-12-02T20:51:33.974959] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:51:33.975732] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:33.975793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:33.980799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:33.982881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:33.983456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:33.984726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:51:33.986681] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:34.204389] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:51:34.321080] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:51:34.371247] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:51:34.424871] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: 0.00% | Symbol ETA: 2.4s | Global ETA: N/A
[2025-12-02T20:51:34.424990] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:51:34.425751] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:34.425807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:34.426614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:34.427841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:51:34.429400] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:34.487569] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:51:34.558445] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -3.05% | Symbol ETA: 0.3s | Global ETA: N/A
[2025-12-02T20:51:34.728438] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: -3.10%, Actual: 4.22%
[2025-12-02T20:51:34.763866] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:51:34.897060] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: 2.81%, Actual: 6.87%
[2025-12-02T20:51:34.929897] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:51:34.982965] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -0.12% | Symbol ETA: 1.8s | Global ETA: N/A
[2025-12-02T20:51:34.983092] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:51:34.983877] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:34.983935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:34.984794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:34.986007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:51:34.987609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:35.065781] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -10.75%, Actual: 0.49%
[2025-12-02T20:51:35.236298] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 27.41%, Actual: 0.37%
[2025-12-02T20:51:35.335742] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:51:35.407490] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 7.77%, Actual: 0.83%
[2025-12-02T20:51:35.500633] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:51:35.553450] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.56% | Symbol ETA: 1.3s | Global ETA: N/A
[2025-12-02T20:51:35.553595] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:51:35.554354] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:35.554411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:35.555221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:35.556416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:51:35.557996] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:35.575932] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -7.88%, Actual: 17.98%
[2025-12-02T20:51:35.746114] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: 12.01%, Actual: 7.38%
[2025-12-02T20:51:35.887335] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:51:35.910521] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: -4.39%, Actual: 2.21%
[2025-12-02T20:51:36.053711] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:51:36.081297] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 12.15%, Actual: 2.91%
[2025-12-02T20:51:36.112488] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: 0.32% | Symbol ETA: 0.7s | Global ETA: N/A
[2025-12-02T20:51:36.112644] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:51:36.113442] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:36.113500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:36.114340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:36.115622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:51:36.117300] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:36.252542] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -3.05%, Actual: 1.60%
[2025-12-02T20:51:36.252795] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 35.7015%
[2025-12-02T20:51:36.252897] [INFO ] [main      ] IOVA: DISCARDED add_volume_pressure_into_close (score: 35.70%)
[2025-12-02T20:51:36.252939] [INFO ] [main      ] IOVA: Testing feature 52/53: add_volume_zscore
[2025-12-02T20:51:36.253008] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_session_pressure', 'add_volume_zscore']
[2025-12-02T20:51:36.253045] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:51:36.330885] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:36.331266] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:51:36.332108] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:36.332179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:36.337136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:36.339053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:36.339745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:36.340748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:51:36.342567] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:36.468120] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:51:36.646216] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:51:36.701485] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -0.66% | Symbol ETA: 0.1s | Global ETA: N/A
[2025-12-02T20:51:36.703639] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:51:36.876058] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:51:36.878158] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.15%, Actual: 0.88%
[2025-12-02T20:51:36.943916] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: -5.71% | Symbol ETA: 5.7s | Global ETA: N/A
[2025-12-02T20:51:36.944033] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:51:36.944794] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:36.944852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:36.949518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:36.951215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:36.951711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:36.952699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:51:36.954293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:37.053808] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: 0.36%, Actual: 3.03%
[2025-12-02T20:51:37.232257] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.99%, Actual: 2.47%
[2025-12-02T20:51:37.288138] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:51:37.406741] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -0.26%, Actual: 0.75%
[2025-12-02T20:51:37.454324] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:51:37.520475] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: -3.38% | Symbol ETA: 4.9s | Global ETA: N/A
[2025-12-02T20:51:37.520617] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:51:37.521338] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:37.521396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:37.526011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:37.527750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:37.528262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:37.529234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:51:37.530822] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:37.583807] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.90%, Actual: 0.19%
[2025-12-02T20:51:37.758223] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.00%, Actual: 0.95%
[2025-12-02T20:51:37.919382] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:51:37.938037] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -0.12%, Actual: 0.95%
[2025-12-02T20:51:38.084450] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:51:38.106431] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.56%, Actual: 0.95%
[2025-12-02T20:51:38.151523] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -13.20% | Symbol ETA: 4.4s | Global ETA: N/A
[2025-12-02T20:51:38.151670] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:51:38.152413] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:38.152471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:38.157087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:38.158819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:38.159317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:38.160310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:51:38.161857] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:38.273025] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: 0.32%, Actual: 1.69%
[2025-12-02T20:51:38.442443] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.66%, Actual: 1.43%
[2025-12-02T20:51:38.442680] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 29.2557%
[2025-12-02T20:51:38.442774] [INFO ] [main      ] MMLP: DISCARDED add_volume_zscore (score: 29.26%)
[2025-12-02T20:51:38.442821] [INFO ] [main      ] MMLP: Testing feature 53/53: add_vwap_deviations
[2025-12-02T20:51:38.442854] [DEBUG] [main      ] Testing with features: ['add_composite_volatility_context', 'add_intraday_skewness_proxies', 'add_vwap_deviations']
[2025-12-02T20:51:38.442889] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:51:38.454835] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:38.455241] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 2
[2025-12-02T20:51:38.456150] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:38.456218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:38.457172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:38.458548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:51:38.464657] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:38.499285] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:51:38.668272] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:51:38.735938] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: 25.38% | Symbol ETA: 3.8s | Global ETA: N/A
[2025-12-02T20:51:38.736064] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:51:38.736826] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:38.736884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:38.741563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:38.743353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:38.743834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:38.744801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:51:38.746345] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:38.811118] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-28
[2025-12-02T20:51:38.987380] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:51:39.046884] [INFO ] [main      ] MMLP: Lookback Days: 2, Magnitude: 0.49% | Symbol ETA: 5.3s | Global ETA: N/A
[2025-12-02T20:51:39.047016] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 3
[2025-12-02T20:51:39.047795] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:39.047879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:39.048754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:39.050105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:51:39.056248] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:39.082189] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:51:39.263425] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:51:39.335268] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 6.02% | Symbol ETA: 3.2s | Global ETA: N/A
[2025-12-02T20:51:39.335395] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:51:39.336212] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:39.336272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:39.341063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:39.342889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:39.343406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:39.344420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:51:39.346122] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:39.384921] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-26
[2025-12-02T20:51:39.558779] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:51:39.615533] [INFO ] [main      ] MMLP: Lookback Days: 3, Magnitude: 0.05% | Symbol ETA: 4.6s | Global ETA: N/A
[2025-12-02T20:51:39.615710] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 4
[2025-12-02T20:51:39.616458] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:39.616518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:39.617546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:39.618845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:51:39.624727] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:39.681221] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:51:39.846239] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:51:39.915336] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -9.38% | Symbol ETA: 2.5s | Global ETA: N/A
[2025-12-02T20:51:39.915454] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:51:39.916217] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:39.916276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:39.920952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:39.922920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:39.923499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:39.924832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:51:39.926765] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:39.972963] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-25
[2025-12-02T20:51:40.144839] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:51:40.200750] [INFO ] [main      ] MMLP: Lookback Days: 4, Magnitude: -0.22% | Symbol ETA: 4.1s | Global ETA: N/A
[2025-12-02T20:51:40.200881] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 5
[2025-12-02T20:51:40.201670] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:40.201730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:40.202619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:40.203892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:51:40.209843] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:40.266214] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:51:40.441485] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:51:40.511521] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: 1.06% | Symbol ETA: 1.9s | Global ETA: N/A
[2025-12-02T20:51:40.511662] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:51:40.512409] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:40.512472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:40.517483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:40.519286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:40.519785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:40.520977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:51:40.522825] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:40.557656] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-24
[2025-12-02T20:51:40.731425] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:51:40.787168] [INFO ] [main      ] MMLP: Lookback Days: 5, Magnitude: -0.55% | Symbol ETA: 3.5s | Global ETA: N/A
[2025-12-02T20:51:40.787287] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 6
[2025-12-02T20:51:40.788099] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:40.788158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:40.789007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:40.790428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:51:40.796391] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:40.876182] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:51:41.052510] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:51:41.122407] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: -0.17% | Symbol ETA: 1.3s | Global ETA: N/A
[2025-12-02T20:51:41.122556] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:51:41.123619] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:41.123693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:41.130507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:41.132985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:41.133630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:41.135013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:51:41.137239] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:41.139564] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-21
[2025-12-02T20:51:41.308125] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:51:41.364485] [INFO ] [main      ] MMLP: Lookback Days: 6, Magnitude: 1.07% | Symbol ETA: 2.9s | Global ETA: N/A
[2025-12-02T20:51:41.364629] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 7
[2025-12-02T20:51:41.365424] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:41.365491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:41.366424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:41.367709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:51:41.373675] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:41.473930] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:51:41.642867] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:51:41.709700] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 9.22% | Symbol ETA: 0.7s | Global ETA: N/A
[2025-12-02T20:51:41.709815] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:51:41.710561] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:41.710640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:41.715220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:41.716973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:41.717435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:41.718442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:51:41.720036] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:41.722328] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-20
[2025-12-02T20:51:41.896482] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:51:41.952115] [INFO ] [main      ] MMLP: Lookback Days: 7, Magnitude: -0.68% | Symbol ETA: 2.3s | Global ETA: N/A
[2025-12-02T20:51:41.952238] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 8
[2025-12-02T20:51:41.953006] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:41.953083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:41.953930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:41.955150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:51:41.961737] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:42.063278] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:51:42.235051] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:51:42.300916] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -4.78% | Symbol ETA: 0.2s | Global ETA: N/A
[2025-12-02T20:51:42.306315] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-19
[2025-12-02T20:51:42.468111] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: -5.71%, Actual: 4.22%
[2025-12-02T20:51:42.478047] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:51:42.533751] [INFO ] [main      ] MMLP: Lookback Days: 8, Magnitude: -0.47% | Symbol ETA: 1.7s | Global ETA: N/A
[2025-12-02T20:51:42.533871] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 9
[2025-12-02T20:51:42.534628] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:42.534686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:42.535648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:42.536834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:51:42.542477] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:42.648402] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: -3.38%, Actual: 6.87%
[2025-12-02T20:51:42.823007] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -13.20%, Actual: 0.49%
[2025-12-02T20:51:42.875015] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-18
[2025-12-02T20:51:42.994643] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 25.38%, Actual: 0.37%
[2025-12-02T20:51:43.040703] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:51:43.093184] [INFO ] [main      ] MMLP: Lookback Days: 9, Magnitude: 0.54% | Symbol ETA: 1.2s | Global ETA: N/A
[2025-12-02T20:51:43.093302] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 10
[2025-12-02T20:51:43.094071] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:43.094129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:43.094939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:43.096139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:51:43.101740] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:43.165223] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 6.02%, Actual: 0.83%
[2025-12-02T20:51:43.335935] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -9.38%, Actual: 17.98%
[2025-12-02T20:51:43.434684] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-17
[2025-12-02T20:51:43.509438] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: 1.06%, Actual: 7.38%
[2025-12-02T20:51:43.608690] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:51:43.663558] [INFO ] [main      ] MMLP: Lookback Days: 10, Magnitude: 0.10% | Symbol ETA: 0.6s | Global ETA: N/A
[2025-12-02T20:51:43.663710] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 11
[2025-12-02T20:51:43.664477] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:43.664538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:43.665369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:43.666646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:51:43.672428] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:43.687466] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: -0.17%, Actual: 2.21%
[2025-12-02T20:51:43.877866] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 9.22%, Actual: 2.91%
[2025-12-02T20:51:44.017619] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-11-14
[2025-12-02T20:51:44.064057] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -4.78%, Actual: 1.60%
[2025-12-02T20:51:44.064264] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 29.6037%
[2025-12-02T20:51:44.064366] [INFO ] [main      ] IOVA: DISCARDED add_volume_zscore (score: 29.60%)
[2025-12-02T20:51:44.064407] [INFO ] [main      ] IOVA: Testing feature 53/53: add_vwap_deviations
[2025-12-02T20:51:44.064439] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_session_pressure', 'add_vwap_deviations']
[2025-12-02T20:51:44.064475] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:51:44.077788] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:44.078238] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 2
[2025-12-02T20:51:44.079135] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:44.079196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:44.084411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:44.086328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:44.086909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:44.088005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:51:44.093922] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:44.191438] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:51:44.248447] [INFO ] [main      ] MMLP: Lookback Days: 11, Magnitude: -0.58% | Symbol ETA: 0.0s | Global ETA: N/A
[2025-12-02T20:51:44.431245] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.49%, Actual: 0.88%
[2025-12-02T20:51:44.455211] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-28
[2025-12-02T20:51:44.604887] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: 0.05%, Actual: 3.03%
[2025-12-02T20:51:44.631459] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-01
[2025-12-02T20:51:44.710712] [INFO ] [main      ] IOVA: Lookback Days: 2, Magnitude: 2.16% | Symbol ETA: 5.7s | Global ETA: N/A
[2025-12-02T20:51:44.710837] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 3
[2025-12-02T20:51:44.711671] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:44.711732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:44.716593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:44.718903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:44.719423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:44.720460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:51:44.726852] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:44.781219] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.22%, Actual: 2.47%
[2025-12-02T20:51:44.956937] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -0.55%, Actual: 0.75%
[2025-12-02T20:51:45.084669] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-26
[2025-12-02T20:51:45.123264] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 1.07%, Actual: 0.19%
[2025-12-02T20:51:45.258921] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-28
[2025-12-02T20:51:45.289784] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: -0.68%, Actual: 0.95%
[2025-12-02T20:51:45.328562] [INFO ] [main      ] IOVA: Lookback Days: 3, Magnitude: 3.67% | Symbol ETA: 5.0s | Global ETA: N/A
[2025-12-02T20:51:45.328708] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 4
[2025-12-02T20:51:45.329476] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:45.329535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:45.334830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:45.336774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:45.337255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:45.338322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:51:45.345551] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:45.455157] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -0.47%, Actual: 0.95%
[2025-12-02T20:51:45.620010] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.54%, Actual: 0.95%
[2025-12-02T20:51:45.696325] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-25
[2025-12-02T20:51:45.784950] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: 0.10%, Actual: 1.69%
[2025-12-02T20:51:45.870405] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-26
[2025-12-02T20:51:45.940077] [INFO ] [main      ] IOVA: Lookback Days: 4, Magnitude: -6.37% | Symbol ETA: 4.3s | Global ETA: N/A
[2025-12-02T20:51:45.940198] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 5
[2025-12-02T20:51:45.941035] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:45.941094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:45.945993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:45.947768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:45.947876] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.58%, Actual: 1.43%
[2025-12-02T20:51:45.948052] [INFO ] [main      ] MMLP: Magnitude Forecast Confidence: 36.5617%
[2025-12-02T20:51:45.948134] [INFO ] [main      ] MMLP: DISCARDED add_vwap_deviations (score: 36.56%)
[2025-12-02T20:51:45.948171] [INFO ] [main      ] MMLP: ===== FEATURE SELECTION COMPLETE =====
[2025-12-02T20:51:45.948201] [INFO ] [main      ] MMLP: Best accuracy: 52.79%
[2025-12-02T20:51:45.948230] [INFO ] [main      ] MMLP: Best feature set (2 features): ['add_composite_volatility_context', 'add_intraday_skewness_proxies']
[2025-12-02T20:51:45.948258] [INFO ] [main      ] MMLP: Improvement over baseline: 27.78%
[2025-12-02T20:51:45.948284] [INFO ] [main      ] MMLP: Total time: 6.6 minutes
[2025-12-02T20:51:45.948283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:45.948309] [INFO ] [main      ] MMLP: Average time per feature: 7.5 seconds
[2025-12-02T20:51:45.948335] [INFO ] [main      ] MMLP: Average speed: 0.13 features/sec
[2025-12-02T20:51:45.949284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:51:45.955266] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:46.111903] [DEBUG] [METRICS   ] MMLP: 2025-12-01:2025-12-02: Predicted: 0.61%, Actual: 0.88%
[2025-12-02T20:51:46.277670] [DEBUG] [METRICS   ] MMLP: 2025-11-28:2025-12-01: Predicted: -0.21%, Actual: 3.03%
[2025-12-02T20:51:46.302439] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-24
[2025-12-02T20:51:46.447080] [DEBUG] [METRICS   ] MMLP: 2025-11-26:2025-11-28: Predicted: -0.88%, Actual: 2.47%
[2025-12-02T20:51:46.474541] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-25
[2025-12-02T20:51:46.545126] [INFO ] [main      ] IOVA: Lookback Days: 5, Magnitude: -0.73% | Symbol ETA: 3.7s | Global ETA: N/A
[2025-12-02T20:51:46.545247] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 6
[2025-12-02T20:51:46.546018] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:46.546076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:46.551292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:46.553407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:46.554083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:46.555047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:51:46.561235] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:46.616128] [DEBUG] [METRICS   ] MMLP: 2025-11-25:2025-11-26: Predicted: -0.72%, Actual: 0.75%
[2025-12-02T20:51:46.779529] [DEBUG] [METRICS   ] MMLP: 2025-11-24:2025-11-25: Predicted: 0.20%, Actual: 0.19%
[2025-12-02T20:51:46.892735] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-21
[2025-12-02T20:51:46.945600] [DEBUG] [METRICS   ] MMLP: 2025-11-21:2025-11-24: Predicted: 0.59%, Actual: 0.95%
[2025-12-02T20:51:47.059692] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-24
[2025-12-02T20:51:47.109752] [DEBUG] [METRICS   ] MMLP: 2025-11-20:2025-11-21: Predicted: -0.36%, Actual: 0.95%
[2025-12-02T20:51:47.129140] [INFO ] [main      ] IOVA: Lookback Days: 6, Magnitude: 5.29% | Symbol ETA: 3.1s | Global ETA: N/A
[2025-12-02T20:51:47.129265] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 7
[2025-12-02T20:51:47.130047] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:47.130105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:47.134896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:47.136692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:47.137200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:47.138221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:51:47.143897] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:47.276328] [DEBUG] [METRICS   ] MMLP: 2025-11-19:2025-11-20: Predicted: 0.57%, Actual: 0.95%
[2025-12-02T20:51:47.442052] [DEBUG] [METRICS   ] MMLP: 2025-11-18:2025-11-19: Predicted: 0.87%, Actual: 1.69%
[2025-12-02T20:51:47.485402] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-20
[2025-12-02T20:51:47.612117] [DEBUG] [METRICS   ] MMLP: 2025-11-17:2025-11-18: Predicted: -0.66%, Actual: 1.43%
[2025-12-02T20:51:47.612714] [INFO ] [LOCAL     ] Saved configuration for MMLP: 2 features, 52.79% accuracy -> ./output/feature-sets/MMLP.json
[2025-12-02T20:51:47.615356] [INFO ] [main      ] Progress: 1/2 symbols completed (50.0%). MMLP finished in 6m 46s. ETA: 6m 46s. Rate: 0.15 symbols/min
[2025-12-02T20:51:47.653197] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-21
[2025-12-02T20:51:47.721171] [INFO ] [main      ] IOVA: Lookback Days: 7, Magnitude: -10.63% | Symbol ETA: 2.4s | Global ETA: 6m 46s
[2025-12-02T20:51:47.721286] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 8
[2025-12-02T20:51:47.722117] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:47.722176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:47.726816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:47.728596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:47.729050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:47.730052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:51:47.735746] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:48.073988] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-19
[2025-12-02T20:51:48.250570] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-20
[2025-12-02T20:51:48.321059] [INFO ] [main      ] IOVA: Lookback Days: 8, Magnitude: 2.41% | Symbol ETA: 1.8s | Global ETA: 6m 47s
[2025-12-02T20:51:48.321191] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 9
[2025-12-02T20:51:48.322050] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:48.322109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:48.327106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:48.328973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:48.329447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:48.330466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:51:48.336364] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:48.705056] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-18
[2025-12-02T20:51:48.872444] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-19
[2025-12-02T20:51:48.940127] [INFO ] [main      ] IOVA: Lookback Days: 9, Magnitude: 0.37% | Symbol ETA: 1.2s | Global ETA: 6m 47s
[2025-12-02T20:51:48.940248] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 10
[2025-12-02T20:51:48.941011] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:48.941069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:48.945693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:48.947382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:48.947876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:48.948872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:51:48.954478] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:49.302459] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-17
[2025-12-02T20:51:49.469778] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-18
[2025-12-02T20:51:49.538856] [INFO ] [main      ] IOVA: Lookback Days: 10, Magnitude: 10.08% | Symbol ETA: 0.6s | Global ETA: 6m 48s
[2025-12-02T20:51:49.538978] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 11
[2025-12-02T20:51:49.539768] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:49.539827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:49.544618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:49.546425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:49.546928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:51:49.547938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:51:49.553835] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:49.890940] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-11-14
[2025-12-02T20:51:50.055880] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-11-17
[2025-12-02T20:51:50.121853] [INFO ] [main      ] IOVA: Lookback Days: 11, Magnitude: -4.48% | Symbol ETA: 0.0s | Global ETA: 6m 48s
[2025-12-02T20:51:50.289335] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: 2.16%, Actual: 4.22%
[2025-12-02T20:51:50.460445] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: 3.67%, Actual: 6.87%
[2025-12-02T20:51:50.626237] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -6.37%, Actual: 0.49%
[2025-12-02T20:51:50.790409] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: -0.73%, Actual: 0.37%
[2025-12-02T20:51:50.958214] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 5.29%, Actual: 0.83%
[2025-12-02T20:51:51.123308] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -10.63%, Actual: 17.98%
[2025-12-02T20:51:51.288229] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: 2.41%, Actual: 7.38%
[2025-12-02T20:51:51.456197] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: 0.37%, Actual: 2.21%
[2025-12-02T20:51:51.621941] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 10.08%, Actual: 2.91%
[2025-12-02T20:51:51.787272] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -4.48%, Actual: 1.60%
[2025-12-02T20:51:51.787480] [INFO ] [main      ] IOVA: Magnitude Forecast Confidence: 36.4615%
[2025-12-02T20:51:51.787593] [INFO ] [main      ] IOVA: DISCARDED add_vwap_deviations (score: 36.46%)
[2025-12-02T20:51:51.787638] [INFO ] [main      ] IOVA: ===== FEATURE SELECTION COMPLETE =====
[2025-12-02T20:51:51.787669] [INFO ] [main      ] IOVA: Best accuracy: 46.07%
[2025-12-02T20:51:51.787699] [INFO ] [main      ] IOVA: Best feature set (4 features): ['add_afternoon_v_morning_volatility_mix', 'add_true_range', 'add_atr_10', 'add_late_session_pressure']
[2025-12-02T20:51:51.787727] [INFO ] [main      ] IOVA: Improvement over baseline: 15.47%
[2025-12-02T20:51:51.787752] [INFO ] [main      ] IOVA: Total time: 6.7 minutes
[2025-12-02T20:51:51.787777] [INFO ] [main      ] IOVA: Average time per feature: 7.7 seconds
[2025-12-02T20:51:51.787802] [INFO ] [main      ] IOVA: Average speed: 0.13 features/sec
[2025-12-02T20:51:51.952139] [DEBUG] [METRICS   ] IOVA: 2025-12-01:2025-12-02: Predicted: 3.13%, Actual: 4.22%
[2025-12-02T20:51:52.119734] [DEBUG] [METRICS   ] IOVA: 2025-11-28:2025-12-01: Predicted: 2.66%, Actual: 6.87%
[2025-12-02T20:51:52.286160] [DEBUG] [METRICS   ] IOVA: 2025-11-26:2025-11-28: Predicted: -9.49%, Actual: 0.49%
[2025-12-02T20:51:52.452816] [DEBUG] [METRICS   ] IOVA: 2025-11-25:2025-11-26: Predicted: 18.57%, Actual: 0.37%
[2025-12-02T20:51:52.622701] [DEBUG] [METRICS   ] IOVA: 2025-11-24:2025-11-25: Predicted: 2.00%, Actual: 0.83%
[2025-12-02T20:51:52.787399] [DEBUG] [METRICS   ] IOVA: 2025-11-21:2025-11-24: Predicted: -9.14%, Actual: 17.98%
[2025-12-02T20:51:52.953607] [DEBUG] [METRICS   ] IOVA: 2025-11-20:2025-11-21: Predicted: 5.36%, Actual: 7.38%
[2025-12-02T20:51:53.118468] [DEBUG] [METRICS   ] IOVA: 2025-11-19:2025-11-20: Predicted: -3.31%, Actual: 2.21%
[2025-12-02T20:51:53.286651] [DEBUG] [METRICS   ] IOVA: 2025-11-18:2025-11-19: Predicted: 4.39%, Actual: 2.91%
[2025-12-02T20:51:53.452860] [DEBUG] [METRICS   ] IOVA: 2025-11-17:2025-11-18: Predicted: -2.05%, Actual: 1.60%
[2025-12-02T20:51:53.453401] [INFO ] [LOCAL     ] Saved configuration for IOVA: 4 features, 46.07% accuracy -> ./output/feature-sets/IOVA.json
[2025-12-02T20:51:53.454763] [INFO ] [main      ] Progress: 2/2 symbols completed (100.0%). IOVA finished in 6m 52s. ETA: 0.0s. Rate: 0.29 symbols/min
[2025-12-02T20:51:53.476398] [INFO ] [main      ] Parallel configuration completed in 6m 52s. Processed 2 symbols.
[2025-12-02T20:51:53.476548] [INFO ] [main      ] Configuration success rate: 100.0% (2/2 symbols)
[2025-12-02T20:51:54.300532] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: MAG Forecast Configuration Completed (2/2 @ 100.00%)'
[2025-12-02T20:51:54.310463] [INFO ] [MODE      ] Using multithreaded
[2025-12-02T20:51:54.310638] [INFO ] [main      ] Fetching signal forecasts...
[2025-12-02T20:51:54.310702] [DEBUG] [REMOTE    ] Fetching available forecast dates from 'https://sig.silogroup.org/forecasts/full'.
[2025-12-02T20:51:54.347186] [DEBUG] [REMOTE    ] Found 36 available forecast dates.
[2025-12-02T20:51:54.347409] [INFO ] [main      ] Found available forecast date (2025-12-03).
[2025-12-02T20:51:54.347485] [DEBUG] [REMOTE    ] Fetching signal forecasts from 'https://sig.silogroup.org/forecasts/full/2025-12-03.txt'.
[2025-12-02T20:51:54.354412] [DEBUG] [REMOTE    ] Fetched 3544 signal forecasts for 2025-12-03.
[2025-12-02T20:51:54.354633] [INFO ] [main      ] Fetched 3544 forecasts.
[2025-12-02T20:51:54.354975] [INFO ] [main      ] Found 965 high-confidence bullish forecasts (>= 80.0%).
[2025-12-02T20:51:54.355038] [INFO ] [main      ] Starting parallel forecast generation with 4 worker processes for 965 symbols
[2025-12-02T20:51:54.381671] [INFO ] [main      ] Fetching symbol history for PFL...
[2025-12-02T20:51:54.381803] [INFO ] [main      ] Fetching symbol history for DGRE...
[2025-12-02T20:51:54.381957] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-12-02T20:51:54.381797] [INFO ] [main      ] Fetching symbol history for SEDG...
[2025-12-02T20:51:54.382041] [DEBUG] [REMOTE    ] DGRE: Fetching historical data.
[2025-12-02T20:51:54.382117] [DEBUG] [REMOTE    ] SEDG: Fetching historical data.
[2025-12-02T20:51:54.383803] [INFO ] [main      ] Fetching symbol history for PCN...
[2025-12-02T20:51:54.384030] [DEBUG] [REMOTE    ] PCN: Fetching historical data.
[2025-12-02T20:51:54.406200] [DEBUG] [REMOTE    ] SEDG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:54.407363] [DEBUG] [LOCAL     ] Loaded configuration for SEDG: 1 features, N/A% accuracy
[2025-12-02T20:51:54.407426] [INFO ] [LOCAL     ] SEDG: Loaded 1 optimal features with 37.78% confidence from JSON config
[2025-12-02T20:51:54.407463] [DEBUG] [MAG       ] Building data for symbol: SEDG with lookback: 0
[2025-12-02T20:51:54.409289] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:51:54.409386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:54.413345] [DEBUG] [REMOTE    ] PFL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:54.414120] [DEBUG] [REMOTE    ] DGRE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:54.414159] [DEBUG] [REMOTE    ] PCN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:54.414629] [DEBUG] [LOCAL     ] Loaded configuration for PFL: 15 features, N/A% accuracy
[2025-12-02T20:51:54.414700] [INFO ] [LOCAL     ] PFL: Loaded 15 optimal features with 29.36% confidence from JSON config
[2025-12-02T20:51:54.414744] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 0
[2025-12-02T20:51:54.414926] [DEBUG] [LOCAL     ] Loaded configuration for PCN: 4 features, N/A% accuracy
[2025-12-02T20:51:54.414936] [DEBUG] [LOCAL     ] Loaded configuration for DGRE: 2 features, N/A% accuracy
[2025-12-02T20:51:54.414999] [INFO ] [LOCAL     ] PCN: Loaded 4 optimal features with 56.27% confidence from JSON config
[2025-12-02T20:51:54.414999] [INFO ] [LOCAL     ] DGRE: Loaded 2 optimal features with 51.96% confidence from JSON config
[2025-12-02T20:51:54.415056] [DEBUG] [MAG       ] Building data for symbol: PCN with lookback: 0
[2025-12-02T20:51:54.415056] [DEBUG] [MAG       ] Building data for symbol: DGRE with lookback: 0
[2025-12-02T20:51:54.415633] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:54.416450] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-12-02T20:51:54.416545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:54.417056] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:51:54.417042] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:51:54.417144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:54.417138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:54.419259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:51:54.420118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:51:54.420621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:51:54.423331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:51:54.423551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:51:54.423595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:54.425042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:51:54.425783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:51:54.425846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:54.426513] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:54.426655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:51:54.427517] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:54.428797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:51:54.431325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:54.431830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:51:54.432848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:51:54.434530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:51:54.435625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:51:54.436295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:51:54.437690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:51:54.440598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:54.763442] [DEBUG] [MAG       ] SEDG: Last date is validated at 2025-12-02
[2025-12-02T20:51:54.771982] [DEBUG] [MAG       ] PCN: Last date is validated at 2025-12-02
[2025-12-02T20:51:54.813661] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-12-02
[2025-12-02T20:51:54.828000] [DEBUG] [MAG       ] DGRE: Last date is validated at 2025-12-02
[2025-12-02T20:51:54.933903] [DEBUG] [MAG       ] SEDG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:51:54.938609] [DEBUG] [MAG       ] PCN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:51:54.995369] [DEBUG] [MAG       ] DGRE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:51:55.004836] [INFO ] [LOCAL     ] PCN: Saved forecast.
[2025-12-02T20:51:55.004910] [INFO ] [main      ] PCN: Signal=1 (Conf=100.0%), Magnitude=-0.01% (Conf=56.2675%)
[2025-12-02T20:51:55.005410] [INFO ] [main      ] Fetching symbol history for TSQ...
[2025-12-02T20:51:55.005463] [DEBUG] [REMOTE    ] TSQ: Fetching historical data.
[2025-12-02T20:51:55.005695] [INFO ] [main      ] Progress: 1/965 forecasts completed (0.1%). PCN finished in 0.6s. ETA: 10m 27s. Rate: 92.22 forecasts/min
[2025-12-02T20:51:55.013301] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:51:55.015651] [DEBUG] [REMOTE    ] TSQ: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:55.016653] [DEBUG] [LOCAL     ] Loaded configuration for TSQ: 4 features, N/A% accuracy
[2025-12-02T20:51:55.016708] [INFO ] [LOCAL     ] TSQ: Loaded 4 optimal features with 55.88% confidence from JSON config
[2025-12-02T20:51:55.016746] [DEBUG] [MAG       ] Building data for symbol: TSQ with lookback: 0
[2025-12-02T20:51:55.017508] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:51:55.017568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:55.022456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:51:55.025361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:51:55.026728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:51:55.027345] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:55.036913] [INFO ] [LOCAL     ] SEDG: Saved forecast.
[2025-12-02T20:51:55.036980] [INFO ] [main      ] SEDG: Signal=1 (Conf=100.0%), Magnitude=-0.25% (Conf=37.7786%)
[2025-12-02T20:51:55.037244] [INFO ] [main      ] Fetching symbol history for PMAX...
[2025-12-02T20:51:55.037297] [DEBUG] [REMOTE    ] PMAX: Fetching historical data.
[2025-12-02T20:51:55.038007] [INFO ] [main      ] Progress: 2/965 forecasts completed (0.2%). SEDG finished in 0.7s. ETA: 5m 29s. Rate: 175.73 forecasts/min
[2025-12-02T20:51:55.048268] [DEBUG] [REMOTE    ] PMAX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:55.049273] [DEBUG] [LOCAL     ] Loaded configuration for PMAX: 6 features, N/A% accuracy
[2025-12-02T20:51:55.049326] [INFO ] [LOCAL     ] PMAX: Loaded 6 optimal features with 47.90% confidence from JSON config
[2025-12-02T20:51:55.049358] [DEBUG] [MAG       ] Building data for symbol: PMAX with lookback: 0
[2025-12-02T20:51:55.050146] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:51:55.050210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:55.055177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:55.057134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:51:55.057841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:51:55.058343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:51:55.059158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:55.060106] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:55.071076] [INFO ] [LOCAL     ] DGRE: Saved forecast.
[2025-12-02T20:51:55.071149] [INFO ] [main      ] DGRE: Signal=1 (Conf=100.0%), Magnitude=0.09% (Conf=51.9643%)
[2025-12-02T20:51:55.071595] [INFO ] [main      ] Progress: 3/965 forecasts completed (0.3%). DGRE finished in 0.7s. ETA: 3m 50s. Rate: 251.23 forecasts/min
[2025-12-02T20:51:55.071726] [INFO ] [main      ] Fetching symbol history for CNK...
[2025-12-02T20:51:55.071773] [DEBUG] [REMOTE    ] CNK: Fetching historical data.
[2025-12-02T20:51:55.082373] [DEBUG] [REMOTE    ] CNK: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:55.083300] [DEBUG] [LOCAL     ] Loaded configuration for CNK: 6 features, N/A% accuracy
[2025-12-02T20:51:55.083352] [INFO ] [LOCAL     ] CNK: Loaded 6 optimal features with 53.39% confidence from JSON config
[2025-12-02T20:51:55.083383] [DEBUG] [MAG       ] Building data for symbol: CNK with lookback: 0
[2025-12-02T20:51:55.084185] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:51:55.084253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:55.086031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:51:55.086748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:55.087243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:51:55.087697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:51:55.098637] [INFO ] [LOCAL     ] PFL: Saved forecast.
[2025-12-02T20:51:55.098709] [INFO ] [main      ] PFL: Signal=1 (Conf=100.0%), Magnitude=0.05% (Conf=29.3567%)
[2025-12-02T20:51:55.099136] [INFO ] [main      ] Fetching symbol history for JKHY...
[2025-12-02T20:51:55.099188] [DEBUG] [REMOTE    ] JKHY: Fetching historical data.
[2025-12-02T20:51:55.100649] [INFO ] [main      ] Progress: 4/965 forecasts completed (0.4%). PFL finished in 0.7s. ETA: 2m 59s. Rate: 321.91 forecasts/min
[2025-12-02T20:51:55.110443] [DEBUG] [REMOTE    ] JKHY: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:55.111658] [DEBUG] [LOCAL     ] Loaded configuration for JKHY: 9 features, N/A% accuracy
[2025-12-02T20:51:55.111717] [INFO ] [LOCAL     ] JKHY: Loaded 9 optimal features with 53.57% confidence from JSON config
[2025-12-02T20:51:55.111750] [DEBUG] [MAG       ] Building data for symbol: JKHY with lookback: 0
[2025-12-02T20:51:55.112597] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:51:55.112675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:55.114394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:51:55.114937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:51:55.115345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:51:55.118341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:51:55.119101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:55.119563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:51:55.120888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:51:55.122906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:51:55.128674] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:55.138778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:51:55.140088] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:55.362372] [DEBUG] [MAG       ] TSQ: Last date is validated at 2025-12-02
[2025-12-02T20:51:55.398053] [DEBUG] [MAG       ] PMAX: Last date is validated at 2025-12-02
[2025-12-02T20:51:55.477756] [DEBUG] [MAG       ] CNK: Last date is validated at 2025-12-02
[2025-12-02T20:51:55.500072] [DEBUG] [MAG       ] JKHY: Last date is validated at 2025-12-02
[2025-12-02T20:51:55.530963] [DEBUG] [MAG       ] TSQ: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:51:55.579590] [DEBUG] [MAG       ] PMAX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:51:55.594992] [INFO ] [LOCAL     ] TSQ: Saved forecast.
[2025-12-02T20:51:55.595056] [INFO ] [main      ] TSQ: Signal=1 (Conf=100.0%), Magnitude=6.05% (Conf=55.8827%)
[2025-12-02T20:51:55.595218] [INFO ] [main      ] Fetching symbol history for SOJC...
[2025-12-02T20:51:55.595260] [DEBUG] [REMOTE    ] SOJC: Fetching historical data.
[2025-12-02T20:51:55.597650] [INFO ] [main      ] Progress: 5/965 forecasts completed (0.5%). TSQ finished in 0.6s. ETA: 3m 59s. Rate: 241.44 forecasts/min
[2025-12-02T20:51:55.605418] [DEBUG] [REMOTE    ] SOJC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:55.606364] [DEBUG] [LOCAL     ] Loaded configuration for SOJC: 4 features, N/A% accuracy
[2025-12-02T20:51:55.606443] [INFO ] [LOCAL     ] SOJC: Loaded 4 optimal features with 51.36% confidence from JSON config
[2025-12-02T20:51:55.606475] [DEBUG] [MAG       ] Building data for symbol: SOJC with lookback: 0
[2025-12-02T20:51:55.607482] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:51:55.607543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:55.612260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:55.614073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:55.614564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:51:55.645396] [DEBUG] [MAG       ] CNK: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:51:55.653393] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:55.662223] [INFO ] [LOCAL     ] PMAX: Saved forecast.
[2025-12-02T20:51:55.662282] [INFO ] [main      ] PMAX: Signal=1 (Conf=100.0%), Magnitude=-6.69% (Conf=47.8997%)
[2025-12-02T20:51:55.662637] [INFO ] [main      ] Fetching symbol history for NVO...
[2025-12-02T20:51:55.662691] [DEBUG] [REMOTE    ] NVO: Fetching historical data.
[2025-12-02T20:51:55.662652] [INFO ] [main      ] Progress: 6/965 forecasts completed (0.6%). PMAX finished in 0.6s. ETA: 3m 29s. Rate: 275.32 forecasts/min
[2025-12-02T20:51:55.672957] [DEBUG] [REMOTE    ] NVO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:55.673795] [DEBUG] [LOCAL     ] Loaded configuration for NVO: 6 features, N/A% accuracy
[2025-12-02T20:51:55.673845] [INFO ] [LOCAL     ] NVO: Loaded 6 optimal features with 56.02% confidence from JSON config
[2025-12-02T20:51:55.673876] [DEBUG] [MAG       ] Building data for symbol: NVO with lookback: 0
[2025-12-02T20:51:55.674638] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:51:55.674698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:55.676365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:51:55.676463] [DEBUG] [MAG       ] JKHY: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:51:55.676894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:51:55.677284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:51:55.679350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:51:55.680013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:51:55.680695] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:55.726501] [INFO ] [LOCAL     ] CNK: Saved forecast.
[2025-12-02T20:51:55.726591] [INFO ] [main      ] CNK: Signal=1 (Conf=100.0%), Magnitude=1.62% (Conf=53.3928%)
[2025-12-02T20:51:55.726910] [INFO ] [main      ] Fetching symbol history for OVID...
[2025-12-02T20:51:55.726960] [DEBUG] [REMOTE    ] OVID: Fetching historical data.
[2025-12-02T20:51:55.727823] [INFO ] [main      ] Progress: 7/965 forecasts completed (0.7%). CNK finished in 0.7s. ETA: 3m 8s. Rate: 305.96 forecasts/min
[2025-12-02T20:51:55.738995] [DEBUG] [REMOTE    ] OVID: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:55.740108] [DEBUG] [LOCAL     ] Loaded configuration for OVID: 3 features, N/A% accuracy
[2025-12-02T20:51:55.740161] [INFO ] [LOCAL     ] OVID: Loaded 3 optimal features with 53.70% confidence from JSON config
[2025-12-02T20:51:55.740193] [DEBUG] [MAG       ] Building data for symbol: OVID with lookback: 0
[2025-12-02T20:51:55.740995] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:55.741054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:55.745889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:51:55.747187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:55.749029] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:55.804722] [INFO ] [LOCAL     ] JKHY: Saved forecast.
[2025-12-02T20:51:55.804797] [INFO ] [main      ] JKHY: Signal=1 (Conf=100.0%), Magnitude=0.28% (Conf=53.5721%)
[2025-12-02T20:51:55.805224] [INFO ] [main      ] Fetching symbol history for VALE...
[2025-12-02T20:51:55.805287] [DEBUG] [REMOTE    ] VALE: Fetching historical data.
[2025-12-02T20:51:55.805654] [INFO ] [main      ] Progress: 8/965 forecasts completed (0.8%). JKHY finished in 0.7s. ETA: 2m 54s. Rate: 330.91 forecasts/min
[2025-12-02T20:51:55.816905] [DEBUG] [REMOTE    ] VALE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:55.817953] [DEBUG] [LOCAL     ] Loaded configuration for VALE: 5 features, N/A% accuracy
[2025-12-02T20:51:55.818035] [INFO ] [LOCAL     ] VALE: Loaded 5 optimal features with 53.62% confidence from JSON config
[2025-12-02T20:51:55.818067] [DEBUG] [MAG       ] Building data for symbol: VALE with lookback: 0
[2025-12-02T20:51:55.818933] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:55.818997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:55.824020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:55.825867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:51:55.826358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:51:55.826783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:51:55.827658] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:55.987012] [DEBUG] [MAG       ] SOJC: Last date is validated at 2025-12-02
[2025-12-02T20:51:56.014643] [DEBUG] [MAG       ] NVO: Last date is validated at 2025-12-02
[2025-12-02T20:51:56.086597] [DEBUG] [MAG       ] OVID: Last date is validated at 2025-12-02
[2025-12-02T20:51:56.152815] [DEBUG] [MAG       ] SOJC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:51:56.173174] [DEBUG] [MAG       ] VALE: Last date is validated at 2025-12-02
[2025-12-02T20:51:56.180993] [DEBUG] [MAG       ] NVO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:51:56.213622] [INFO ] [LOCAL     ] SOJC: Saved forecast.
[2025-12-02T20:51:56.213688] [INFO ] [main      ] SOJC: Signal=1 (Conf=100.0%), Magnitude=-0.31% (Conf=51.3622%)
[2025-12-02T20:51:56.214024] [INFO ] [main      ] Fetching symbol history for BBLG...
[2025-12-02T20:51:56.214072] [DEBUG] [REMOTE    ] BBLG: Fetching historical data.
[2025-12-02T20:51:56.214652] [INFO ] [main      ] Progress: 9/965 forecasts completed (0.9%). SOJC finished in 0.6s. ETA: 3m 18s. Rate: 290.39 forecasts/min
[2025-12-02T20:51:56.225065] [DEBUG] [REMOTE    ] BBLG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:56.225884] [DEBUG] [LOCAL     ] Loaded configuration for BBLG: 6 features, N/A% accuracy
[2025-12-02T20:51:56.225934] [INFO ] [LOCAL     ] BBLG: Loaded 6 optimal features with 55.63% confidence from JSON config
[2025-12-02T20:51:56.225964] [DEBUG] [MAG       ] Building data for symbol: BBLG with lookback: 0
[2025-12-02T20:51:56.226770] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:51:56.226829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:56.231524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:56.233251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:51:56.233748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:51:56.234161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:51:56.253458] [DEBUG] [MAG       ] OVID: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:51:56.304629] [INFO ] [LOCAL     ] NVO: Saved forecast.
[2025-12-02T20:51:56.304694] [INFO ] [main      ] NVO: Signal=1 (Conf=100.0%), Magnitude=0.77% (Conf=56.0234%)
[2025-12-02T20:51:56.305054] [INFO ] [main      ] Fetching symbol history for PSCH...
[2025-12-02T20:51:56.305102] [DEBUG] [REMOTE    ] PSCH: Fetching historical data.
[2025-12-02T20:51:56.305078] [INFO ] [main      ] Progress: 10/965 forecasts completed (1.0%). NVO finished in 0.6s. ETA: 3m 6s. Rate: 307.70 forecasts/min
[2025-12-02T20:51:56.315436] [DEBUG] [REMOTE    ] PSCH: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:56.316412] [DEBUG] [LOCAL     ] Loaded configuration for PSCH: 0 features, N/A% accuracy
[2025-12-02T20:51:56.316463] [INFO ] [LOCAL     ] PSCH: Loaded 0 optimal features with 64.82% confidence from JSON config
[2025-12-02T20:51:56.316493] [DEBUG] [MAG       ] Building data for symbol: PSCH with lookback: 0
[2025-12-02T20:51:56.317250] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-02T20:51:56.346686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:51:56.349284] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:56.351468] [DEBUG] [MAG       ] VALE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:51:56.367711] [INFO ] [LOCAL     ] OVID: Saved forecast.
[2025-12-02T20:51:56.367776] [INFO ] [main      ] OVID: Signal=1 (Conf=100.0%), Magnitude=-0.95% (Conf=53.6964%)
[2025-12-02T20:51:56.368110] [INFO ] [main      ] Fetching symbol history for XYL...
[2025-12-02T20:51:56.368160] [DEBUG] [REMOTE    ] XYL: Fetching historical data.
[2025-12-02T20:51:56.369097] [INFO ] [main      ] Progress: 11/965 forecasts completed (1.1%). OVID finished in 0.6s. ETA: 2m 55s. Rate: 327.70 forecasts/min
[2025-12-02T20:51:56.380189] [DEBUG] [REMOTE    ] XYL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:56.381018] [DEBUG] [LOCAL     ] Loaded configuration for XYL: 6 features, N/A% accuracy
[2025-12-02T20:51:56.381079] [INFO ] [LOCAL     ] XYL: Loaded 6 optimal features with 66.98% confidence from JSON config
[2025-12-02T20:51:56.381110] [DEBUG] [MAG       ] Building data for symbol: XYL with lookback: 0
[2025-12-02T20:51:56.381898] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:51:56.381957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:56.386728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:51:56.387513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:51:56.389902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:51:56.415102] [INFO ] [LOCAL     ] VALE: Saved forecast.
[2025-12-02T20:51:56.415167] [INFO ] [main      ] VALE: Signal=1 (Conf=100.0%), Magnitude=0.09% (Conf=53.6249%)
[2025-12-02T20:51:56.415517] [INFO ] [main      ] Fetching symbol history for RAIL...
[2025-12-02T20:51:56.415566] [DEBUG] [REMOTE    ] RAIL: Fetching historical data.
[2025-12-02T20:51:56.415661] [INFO ] [main      ] Progress: 12/965 forecasts completed (1.2%). VALE finished in 0.6s. ETA: 2m 44s. Rate: 349.42 forecasts/min
[2025-12-02T20:51:56.426618] [DEBUG] [REMOTE    ] RAIL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:56.427448] [DEBUG] [LOCAL     ] Loaded configuration for RAIL: 1 features, N/A% accuracy
[2025-12-02T20:51:56.427504] [INFO ] [LOCAL     ] RAIL: Loaded 1 optimal features with 49.20% confidence from JSON config
[2025-12-02T20:51:56.427537] [DEBUG] [MAG       ] Building data for symbol: RAIL with lookback: 0
[2025-12-02T20:51:56.428514] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:51:56.428591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:51:56.429939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:51:56.431023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:51:56.432071] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:56.432774] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:56.656256] [DEBUG] [MAG       ] PSCH: Last date is validated at 2025-12-02
[2025-12-02T20:51:56.682167] [DEBUG] [MAG       ] BBLG: Last date is validated at 2025-12-02
[2025-12-02T20:51:56.769095] [DEBUG] [MAG       ] XYL: Last date is validated at 2025-12-02
[2025-12-02T20:51:56.780778] [DEBUG] [MAG       ] RAIL: Last date is validated at 2025-12-02
[2025-12-02T20:51:56.820520] [DEBUG] [MAG       ] PSCH: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:51:56.846962] [DEBUG] [MAG       ] BBLG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:51:56.891584] [INFO ] [LOCAL     ] PSCH: Saved forecast.
[2025-12-02T20:51:56.891654] [INFO ] [main      ] PSCH: Signal=1 (Conf=100.0%), Magnitude=-2.84% (Conf=64.8248%)
[2025-12-02T20:51:56.892073] [INFO ] [main      ] Fetching symbol history for IEF...
[2025-12-02T20:51:56.892122] [DEBUG] [REMOTE    ] IEF: Fetching historical data.
[2025-12-02T20:51:56.892673] [INFO ] [main      ] Progress: 13/965 forecasts completed (1.3%). PSCH finished in 0.6s. ETA: 3m 6s. Rate: 307.38 forecasts/min
[2025-12-02T20:51:56.903466] [DEBUG] [REMOTE    ] IEF: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:56.904523] [DEBUG] [LOCAL     ] Loaded configuration for IEF: 8 features, N/A% accuracy
[2025-12-02T20:51:56.904592] [INFO ] [LOCAL     ] IEF: Loaded 8 optimal features with 48.79% confidence from JSON config
[2025-12-02T20:51:56.904634] [DEBUG] [MAG       ] Building data for symbol: IEF with lookback: 0
[2025-12-02T20:51:56.905382] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:51:56.905442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:56.912089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:56.913874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:51:56.914341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:51:56.914737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:56.915588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:56.916044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:51:56.917266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:51:56.919251] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:56.922875] [INFO ] [LOCAL     ] BBLG: Saved forecast.
[2025-12-02T20:51:56.922929] [INFO ] [main      ] BBLG: Signal=1 (Conf=100.0%), Magnitude=-11.88% (Conf=55.629%)
[2025-12-02T20:51:56.923289] [INFO ] [main      ] Progress: 14/965 forecasts completed (1.5%). BBLG finished in 0.7s. ETA: 2m 54s. Rate: 327.08 forecasts/min
[2025-12-02T20:51:56.923414] [INFO ] [main      ] Fetching symbol history for LPSN...
[2025-12-02T20:51:56.923456] [DEBUG] [REMOTE    ] LPSN: Fetching historical data.
[2025-12-02T20:51:56.934162] [DEBUG] [REMOTE    ] LPSN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:56.934816] [DEBUG] [LOCAL     ] Loaded configuration for LPSN: 2 features, N/A% accuracy
[2025-12-02T20:51:56.934870] [INFO ] [LOCAL     ] LPSN: Loaded 2 optimal features with 48.89% confidence from JSON config
[2025-12-02T20:51:56.934901] [DEBUG] [MAG       ] Building data for symbol: LPSN with lookback: 0
[2025-12-02T20:51:56.935656] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:51:56.935712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:51:56.936392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:51:56.937086] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:56.948015] [DEBUG] [MAG       ] RAIL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:51:56.948461] [DEBUG] [MAG       ] XYL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:51:57.021143] [INFO ] [LOCAL     ] RAIL: Saved forecast.
[2025-12-02T20:51:57.021208] [INFO ] [main      ] RAIL: Signal=1 (Conf=100.0%), Magnitude=3.45% (Conf=49.2043%)
[2025-12-02T20:51:57.021854] [INFO ] [main      ] Fetching symbol history for NIC...
[2025-12-02T20:51:57.021900] [DEBUG] [REMOTE    ] NIC: Fetching historical data.
[2025-12-02T20:51:57.026638] [INFO ] [main      ] Progress: 15/965 forecasts completed (1.6%). RAIL finished in 0.6s. ETA: 2m 49s. Rate: 336.88 forecasts/min
[2025-12-02T20:51:57.037387] [DEBUG] [REMOTE    ] NIC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:57.038112] [DEBUG] [LOCAL     ] Loaded configuration for NIC: 5 features, N/A% accuracy
[2025-12-02T20:51:57.038169] [INFO ] [LOCAL     ] NIC: Loaded 5 optimal features with 49.74% confidence from JSON config
[2025-12-02T20:51:57.038202] [DEBUG] [MAG       ] Building data for symbol: NIC with lookback: 0
[2025-12-02T20:51:57.039041] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:57.039106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:57.040942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:51:57.041473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:51:57.041887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:51:57.057963] [INFO ] [LOCAL     ] XYL: Saved forecast.
[2025-12-02T20:51:57.058046] [INFO ] [main      ] XYL: Signal=1 (Conf=100.0%), Magnitude=-0.90% (Conf=66.98%)
[2025-12-02T20:51:57.058387] [INFO ] [main      ] Fetching symbol history for AEMD...
[2025-12-02T20:51:57.058436] [DEBUG] [REMOTE    ] AEMD: Fetching historical data.
[2025-12-02T20:51:57.058626] [INFO ] [main      ] Progress: 16/965 forecasts completed (1.7%). XYL finished in 0.7s. ETA: 2m 40s. Rate: 355.09 forecasts/min
[2025-12-02T20:51:57.068703] [DEBUG] [REMOTE    ] AEMD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:57.069433] [DEBUG] [LOCAL     ] Loaded configuration for AEMD: 3 features, N/A% accuracy
[2025-12-02T20:51:57.069488] [INFO ] [LOCAL     ] AEMD: Loaded 3 optimal features with 55.37% confidence from JSON config
[2025-12-02T20:51:57.069519] [DEBUG] [MAG       ] Building data for symbol: AEMD with lookback: 0
[2025-12-02T20:51:57.070285] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:57.070342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:51:57.091534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:51:57.094556] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:57.176538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:51:57.177385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:51:57.182967] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:57.255541] [DEBUG] [MAG       ] IEF: Last date is validated at 2025-12-02
[2025-12-02T20:51:57.319545] [DEBUG] [MAG       ] LPSN: Last date is validated at 2025-12-02
[2025-12-02T20:51:57.422002] [DEBUG] [MAG       ] IEF: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:51:57.446267] [DEBUG] [MAG       ] NIC: Last date is validated at 2025-12-02
[2025-12-02T20:51:57.484659] [DEBUG] [MAG       ] LPSN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:51:57.495005] [INFO ] [LOCAL     ] IEF: Saved forecast.
[2025-12-02T20:51:57.495070] [INFO ] [main      ] IEF: Signal=1 (Conf=100.0%), Magnitude=0.08% (Conf=48.7917%)
[2025-12-02T20:51:57.495479] [INFO ] [main      ] Fetching symbol history for BSMS...
[2025-12-02T20:51:57.495528] [DEBUG] [REMOTE    ] BSMS: Fetching historical data.
[2025-12-02T20:51:57.495655] [INFO ] [main      ] Progress: 17/965 forecasts completed (1.8%). IEF finished in 0.6s. ETA: 2m 55s. Rate: 324.78 forecasts/min
[2025-12-02T20:51:57.506773] [DEBUG] [REMOTE    ] BSMS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:57.507821] [DEBUG] [LOCAL     ] Loaded configuration for BSMS: 16 features, N/A% accuracy
[2025-12-02T20:51:57.507875] [INFO ] [LOCAL     ] BSMS: Loaded 16 optimal features with 31.04% confidence from JSON config
[2025-12-02T20:51:57.507906] [DEBUG] [MAG       ] Building data for symbol: BSMS with lookback: 0
[2025-12-02T20:51:57.508718] [DEBUG] [FEATURES  ] DataBuilder: Executing 16 feature methods.
[2025-12-02T20:51:57.508783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:57.513484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:57.515221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:51:57.515701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:57.516122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:51:57.516494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:51:57.517243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:57.518061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:51:57.520470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:51:57.525716] [DEBUG] [MAG       ] AEMD: Last date is validated at 2025-12-02
[2025-12-02T20:51:57.576692] [INFO ] [LOCAL     ] LPSN: Saved forecast.
[2025-12-02T20:51:57.576757] [INFO ] [main      ] LPSN: Signal=1 (Conf=100.0%), Magnitude=9.21% (Conf=48.8904%)
[2025-12-02T20:51:57.577130] [INFO ] [main      ] Progress: 18/965 forecasts completed (1.9%). LPSN finished in 0.7s. ETA: 2m 50s. Rate: 335.19 forecasts/min
[2025-12-02T20:51:57.577260] [INFO ] [main      ] Fetching symbol history for AGNCO...
[2025-12-02T20:51:57.577303] [DEBUG] [REMOTE    ] AGNCO: Fetching historical data.
[2025-12-02T20:51:57.588053] [DEBUG] [REMOTE    ] AGNCO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:57.588895] [DEBUG] [LOCAL     ] Loaded configuration for AGNCO: 8 features, N/A% accuracy
[2025-12-02T20:51:57.588950] [INFO ] [LOCAL     ] AGNCO: Loaded 8 optimal features with 26.73% confidence from JSON config
[2025-12-02T20:51:57.588982] [DEBUG] [MAG       ] Building data for symbol: AGNCO with lookback: 0
[2025-12-02T20:51:57.589768] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:51:57.589830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:57.594686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:57.596392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:51:57.596881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:51:57.597281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:51:57.598990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:57.599421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:51:57.600713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:51:57.602685] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:57.623503] [DEBUG] [MAG       ] NIC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:51:57.628999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:51:57.630758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:51:57.668894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:51:57.669936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:51:57.695110] [DEBUG] [MAG       ] AEMD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:51:57.712838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:51:57.713727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:51:57.715738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:51:57.718185] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:57.724246] [INFO ] [LOCAL     ] NIC: Saved forecast.
[2025-12-02T20:51:57.724315] [INFO ] [main      ] NIC: Signal=1 (Conf=100.0%), Magnitude=0.25% (Conf=49.7359%)
[2025-12-02T20:51:57.724697] [INFO ] [main      ] Fetching symbol history for PTON...
[2025-12-02T20:51:57.724747] [DEBUG] [REMOTE    ] PTON: Fetching historical data.
[2025-12-02T20:51:57.725653] [INFO ] [main      ] Progress: 19/965 forecasts completed (2.0%). NIC finished in 0.7s. ETA: 2m 48s. Rate: 338.22 forecasts/min
[2025-12-02T20:51:57.736499] [DEBUG] [REMOTE    ] PTON: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:57.737667] [DEBUG] [LOCAL     ] Loaded configuration for PTON: 5 features, N/A% accuracy
[2025-12-02T20:51:57.737719] [INFO ] [LOCAL     ] PTON: Loaded 5 optimal features with 70.41% confidence from JSON config
[2025-12-02T20:51:57.737750] [DEBUG] [MAG       ] Building data for symbol: PTON with lookback: 0
[2025-12-02T20:51:57.738597] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:51:57.738658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:57.740521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:57.741059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:51:57.741916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:51:57.744346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:51:57.745905] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:57.795258] [INFO ] [LOCAL     ] AEMD: Saved forecast.
[2025-12-02T20:51:57.795326] [INFO ] [main      ] AEMD: Signal=1 (Conf=100.0%), Magnitude=3.40% (Conf=55.3669%)
[2025-12-02T20:51:57.795720] [INFO ] [main      ] Fetching symbol history for AZN...
[2025-12-02T20:51:57.795771] [DEBUG] [REMOTE    ] AZN: Fetching historical data.
[2025-12-02T20:51:57.797639] [INFO ] [main      ] Progress: 20/965 forecasts completed (2.1%). AEMD finished in 0.7s. ETA: 2m 43s. Rate: 348.58 forecasts/min
[2025-12-02T20:51:57.806560] [DEBUG] [REMOTE    ] AZN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:57.807740] [DEBUG] [LOCAL     ] Loaded configuration for AZN: 7 features, N/A% accuracy
[2025-12-02T20:51:57.807807] [INFO ] [LOCAL     ] AZN: Loaded 7 optimal features with 48.60% confidence from JSON config
[2025-12-02T20:51:57.807847] [DEBUG] [MAG       ] Building data for symbol: AZN with lookback: 0
[2025-12-02T20:51:57.808948] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:51:57.809019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:57.813863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:57.815678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:51:57.816157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:51:57.816566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:51:57.817309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:51:57.818922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:51:57.819662] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:57.936505] [DEBUG] [MAG       ] AGNCO: Last date is validated at 2025-12-02
[2025-12-02T20:51:58.052617] [DEBUG] [MAG       ] BSMS: Last date is validated at 2025-12-02
[2025-12-02T20:51:58.091377] [DEBUG] [MAG       ] PTON: Last date is validated at 2025-12-02
[2025-12-02T20:51:58.103038] [DEBUG] [MAG       ] AGNCO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:51:58.161742] [INFO ] [LOCAL     ] AGNCO: Saved forecast.
[2025-12-02T20:51:58.161806] [INFO ] [main      ] AGNCO: Signal=1 (Conf=100.0%), Magnitude=-0.01% (Conf=26.7284%)
[2025-12-02T20:51:58.162032] [DEBUG] [MAG       ] AZN: Last date is validated at 2025-12-02
[2025-12-02T20:51:58.162159] [INFO ] [main      ] Progress: 21/965 forecasts completed (2.2%). AGNCO finished in 0.6s. ETA: 2m 51s. Rate: 330.96 forecasts/min
[2025-12-02T20:51:58.162296] [INFO ] [main      ] Fetching symbol history for CAH...
[2025-12-02T20:51:58.162337] [DEBUG] [REMOTE    ] CAH: Fetching historical data.
[2025-12-02T20:51:58.174980] [DEBUG] [REMOTE    ] CAH: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:58.175898] [DEBUG] [LOCAL     ] Loaded configuration for CAH: 10 features, N/A% accuracy
[2025-12-02T20:51:58.175949] [INFO ] [LOCAL     ] CAH: Loaded 10 optimal features with 41.88% confidence from JSON config
[2025-12-02T20:51:58.175980] [DEBUG] [MAG       ] Building data for symbol: CAH with lookback: 0
[2025-12-02T20:51:58.176735] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-02T20:51:58.176798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:58.181543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:51:58.182904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:58.184618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:58.185099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:51:58.186096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:51:58.187667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:51:58.188688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:51:58.189336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:51:58.190498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:51:58.192185] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:58.218356] [DEBUG] [MAG       ] BSMS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:51:58.259996] [DEBUG] [MAG       ] PTON: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:51:58.288248] [INFO ] [LOCAL     ] BSMS: Saved forecast.
[2025-12-02T20:51:58.288315] [INFO ] [main      ] BSMS: Signal=1 (Conf=100.0%), Magnitude=0.00% (Conf=31.0434%)
[2025-12-02T20:51:58.288744] [INFO ] [main      ] Fetching symbol history for NAC...
[2025-12-02T20:51:58.288797] [DEBUG] [REMOTE    ] NAC: Fetching historical data.
[2025-12-02T20:51:58.289666] [INFO ] [main      ] Progress: 22/965 forecasts completed (2.3%). BSMS finished in 0.8s. ETA: 2m 49s. Rate: 335.49 forecasts/min
[2025-12-02T20:51:58.302036] [DEBUG] [REMOTE    ] NAC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:58.303124] [DEBUG] [LOCAL     ] Loaded configuration for NAC: 6 features, N/A% accuracy
[2025-12-02T20:51:58.303174] [INFO ] [LOCAL     ] NAC: Loaded 6 optimal features with 32.57% confidence from JSON config
[2025-12-02T20:51:58.303204] [DEBUG] [MAG       ] Building data for symbol: NAC with lookback: 0
[2025-12-02T20:51:58.303980] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:51:58.304040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:58.308816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:51:58.309621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:51:58.311891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:51:58.334827] [DEBUG] [MAG       ] AZN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:51:58.350289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:51:58.352269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:51:58.353003] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:58.399273] [INFO ] [LOCAL     ] PTON: Saved forecast.
[2025-12-02T20:51:58.399342] [INFO ] [main      ] PTON: Signal=1 (Conf=100.0%), Magnitude=-4.39% (Conf=70.4097%)
[2025-12-02T20:51:58.399509] [INFO ] [main      ] Fetching symbol history for LXEO...
[2025-12-02T20:51:58.399553] [DEBUG] [REMOTE    ] LXEO: Fetching historical data.
[2025-12-02T20:51:58.400646] [INFO ] [main      ] Progress: 23/965 forecasts completed (2.4%). PTON finished in 0.7s. ETA: 2m 46s. Rate: 341.11 forecasts/min
[2025-12-02T20:51:58.410549] [DEBUG] [REMOTE    ] LXEO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:58.411549] [DEBUG] [LOCAL     ] Loaded configuration for LXEO: 3 features, N/A% accuracy
[2025-12-02T20:51:58.411624] [INFO ] [LOCAL     ] LXEO: Loaded 3 optimal features with 51.84% confidence from JSON config
[2025-12-02T20:51:58.411657] [DEBUG] [MAG       ] Building data for symbol: LXEO with lookback: 0
[2025-12-02T20:51:58.412469] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:58.412529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:51:58.414998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:51:58.415716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:51:58.417366] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:58.427293] [INFO ] [LOCAL     ] AZN: Saved forecast.
[2025-12-02T20:51:58.427357] [INFO ] [main      ] AZN: Signal=1 (Conf=100.0%), Magnitude=-0.71% (Conf=48.6001%)
[2025-12-02T20:51:58.427517] [INFO ] [main      ] Fetching symbol history for QBTS...
[2025-12-02T20:51:58.427559] [DEBUG] [REMOTE    ] QBTS: Fetching historical data.
[2025-12-02T20:51:58.428660] [INFO ] [main      ] Progress: 24/965 forecasts completed (2.5%). AZN finished in 0.6s. ETA: 2m 40s. Rate: 353.50 forecasts/min
[2025-12-02T20:51:58.438337] [DEBUG] [REMOTE    ] QBTS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:58.439237] [DEBUG] [LOCAL     ] Loaded configuration for QBTS: 8 features, N/A% accuracy
[2025-12-02T20:51:58.439288] [INFO ] [LOCAL     ] QBTS: Loaded 8 optimal features with 61.34% confidence from JSON config
[2025-12-02T20:51:58.439320] [DEBUG] [MAG       ] Building data for symbol: QBTS with lookback: 0
[2025-12-02T20:51:58.440072] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:51:58.440132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:58.440997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:51:58.444856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:58.446492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:58.446949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:51:58.447952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:51:58.449558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:51:58.450523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:51:58.451169] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:58.536483] [DEBUG] [MAG       ] CAH: Last date is validated at 2025-12-02
[2025-12-02T20:51:58.688205] [DEBUG] [MAG       ] NAC: Last date is validated at 2025-12-02
[2025-12-02T20:51:58.709551] [DEBUG] [MAG       ] CAH: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:51:58.753950] [DEBUG] [MAG       ] LXEO: Last date is validated at 2025-12-02
[2025-12-02T20:51:58.782501] [DEBUG] [MAG       ] QBTS: Last date is validated at 2025-12-02
[2025-12-02T20:51:58.852747] [DEBUG] [MAG       ] NAC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:51:58.915513] [INFO ] [LOCAL     ] NAC: Saved forecast.
[2025-12-02T20:51:58.915594] [INFO ] [main      ] NAC: Signal=1 (Conf=100.0%), Magnitude=0.02% (Conf=32.5736%)
[2025-12-02T20:51:58.915933] [INFO ] [main      ] Fetching symbol history for OVLY...
[2025-12-02T20:51:58.915981] [DEBUG] [REMOTE    ] OVLY: Fetching historical data.
[2025-12-02T20:51:58.916657] [INFO ] [main      ] Progress: 25/965 forecasts completed (2.6%). NAC finished in 0.6s. ETA: 2m 52s. Rate: 328.83 forecasts/min
[2025-12-02T20:51:58.921185] [DEBUG] [MAG       ] LXEO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:51:58.926729] [DEBUG] [REMOTE    ] OVLY: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:58.927866] [DEBUG] [LOCAL     ] Loaded configuration for OVLY: 7 features, N/A% accuracy
[2025-12-02T20:51:58.927918] [INFO ] [LOCAL     ] OVLY: Loaded 7 optimal features with 47.12% confidence from JSON config
[2025-12-02T20:51:58.927950] [DEBUG] [MAG       ] Building data for symbol: OVLY with lookback: 0
[2025-12-02T20:51:58.928765] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:51:58.928826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:58.933503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:58.935245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:51:58.935731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:51:58.936103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:51:58.938434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:51:58.940745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:51:58.946468] [DEBUG] [MAG       ] QBTS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:51:58.958050] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:58.981926] [INFO ] [LOCAL     ] CAH: Saved forecast.
[2025-12-02T20:51:58.981991] [INFO ] [main      ] CAH: Signal=1 (Conf=100.0%), Magnitude=0.45% (Conf=41.8755%)
[2025-12-02T20:51:58.982347] [INFO ] [main      ] Fetching symbol history for EWTX...
[2025-12-02T20:51:58.982396] [DEBUG] [REMOTE    ] EWTX: Fetching historical data.
[2025-12-02T20:51:58.982378] [INFO ] [main      ] Progress: 26/965 forecasts completed (2.7%). CAH finished in 0.8s. ETA: 2m 47s. Rate: 337.13 forecasts/min
[2025-12-02T20:51:58.990692] [INFO ] [LOCAL     ] LXEO: Saved forecast.
[2025-12-02T20:51:58.990757] [INFO ] [main      ] LXEO: Signal=1 (Conf=100.0%), Magnitude=-13.77% (Conf=51.8446%)
[2025-12-02T20:51:58.991116] [INFO ] [main      ] Fetching symbol history for TKO...
[2025-12-02T20:51:58.991164] [DEBUG] [REMOTE    ] TKO: Fetching historical data.
[2025-12-02T20:51:58.991178] [INFO ] [main      ] Progress: 27/965 forecasts completed (2.8%). LXEO finished in 0.6s. ETA: 2m 41s. Rate: 349.43 forecasts/min
[2025-12-02T20:51:58.993068] [DEBUG] [REMOTE    ] EWTX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:58.993996] [DEBUG] [LOCAL     ] Loaded configuration for EWTX: 4 features, N/A% accuracy
[2025-12-02T20:51:58.994046] [INFO ] [LOCAL     ] EWTX: Loaded 4 optimal features with 57.73% confidence from JSON config
[2025-12-02T20:51:58.994076] [DEBUG] [MAG       ] Building data for symbol: EWTX with lookback: 0
[2025-12-02T20:51:58.994836] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:51:58.994893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:58.999682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:51:59.002000] [DEBUG] [REMOTE    ] TKO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:59.002097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:51:59.003001] [DEBUG] [LOCAL     ] Loaded configuration for TKO: 2 features, N/A% accuracy
[2025-12-02T20:51:59.003051] [INFO ] [LOCAL     ] TKO: Loaded 2 optimal features with 46.59% confidence from JSON config
[2025-12-02T20:51:59.003082] [DEBUG] [MAG       ] Building data for symbol: TKO with lookback: 0
[2025-12-02T20:51:59.003839] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:51:59.003895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:59.008537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:51:59.009335] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:59.040495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:51:59.042428] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:59.044472] [INFO ] [LOCAL     ] QBTS: Saved forecast.
[2025-12-02T20:51:59.044536] [INFO ] [main      ] QBTS: Signal=1 (Conf=100.0%), Magnitude=4.78% (Conf=61.3435%)
[2025-12-02T20:51:59.044846] [INFO ] [main      ] Fetching symbol history for VNQI...
[2025-12-02T20:51:59.044894] [DEBUG] [REMOTE    ] VNQI: Fetching historical data.
[2025-12-02T20:51:59.045756] [INFO ] [main      ] Progress: 28/965 forecasts completed (2.9%). QBTS finished in 0.6s. ETA: 2m 37s. Rate: 358.16 forecasts/min
[2025-12-02T20:51:59.056175] [DEBUG] [REMOTE    ] VNQI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:59.057217] [DEBUG] [LOCAL     ] Loaded configuration for VNQI: 2 features, N/A% accuracy
[2025-12-02T20:51:59.057278] [INFO ] [LOCAL     ] VNQI: Loaded 2 optimal features with 63.20% confidence from JSON config
[2025-12-02T20:51:59.057309] [DEBUG] [MAG       ] Building data for symbol: VNQI with lookback: 0
[2025-12-02T20:51:59.058105] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:51:59.058161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:51:59.059740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:51:59.060720] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:59.293246] [DEBUG] [MAG       ] OVLY: Last date is validated at 2025-12-02
[2025-12-02T20:51:59.341178] [DEBUG] [MAG       ] TKO: Last date is validated at 2025-12-02
[2025-12-02T20:51:59.386350] [DEBUG] [MAG       ] EWTX: Last date is validated at 2025-12-02
[2025-12-02T20:51:59.391676] [DEBUG] [MAG       ] VNQI: Last date is validated at 2025-12-02
[2025-12-02T20:51:59.457292] [DEBUG] [MAG       ] OVLY: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:51:59.504713] [DEBUG] [MAG       ] TKO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:51:59.535979] [INFO ] [LOCAL     ] OVLY: Saved forecast.
[2025-12-02T20:51:59.536042] [INFO ] [main      ] OVLY: Signal=1 (Conf=100.0%), Magnitude=-0.24% (Conf=47.1172%)
[2025-12-02T20:51:59.536365] [INFO ] [main      ] Fetching symbol history for QDEL...
[2025-12-02T20:51:59.536413] [DEBUG] [REMOTE    ] QDEL: Fetching historical data.
[2025-12-02T20:51:59.536666] [INFO ] [main      ] Progress: 29/965 forecasts completed (3.0%). OVLY finished in 0.6s. ETA: 2m 47s. Rate: 335.81 forecasts/min
[2025-12-02T20:51:59.547191] [DEBUG] [REMOTE    ] QDEL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:59.548050] [DEBUG] [LOCAL     ] Loaded configuration for QDEL: 3 features, N/A% accuracy
[2025-12-02T20:51:59.548099] [INFO ] [LOCAL     ] QDEL: Loaded 3 optimal features with 57.30% confidence from JSON config
[2025-12-02T20:51:59.548130] [DEBUG] [MAG       ] Building data for symbol: QDEL with lookback: 0
[2025-12-02T20:51:59.548956] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:51:59.549015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:59.553476] [DEBUG] [MAG       ] EWTX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:51:59.553899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:51:59.557762] [DEBUG] [MAG       ] VNQI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:51:59.612481] [INFO ] [LOCAL     ] TKO: Saved forecast.
[2025-12-02T20:51:59.612556] [INFO ] [main      ] TKO: Signal=1 (Conf=100.0%), Magnitude=-2.52% (Conf=46.5912%)
[2025-12-02T20:51:59.612928] [INFO ] [main      ] Fetching symbol history for SPB...
[2025-12-02T20:51:59.612978] [DEBUG] [REMOTE    ] SPB: Fetching historical data.
[2025-12-02T20:51:59.612975] [INFO ] [main      ] Progress: 30/965 forecasts completed (3.1%). TKO finished in 0.6s. ETA: 2m 44s. Rate: 342.34 forecasts/min
[2025-12-02T20:51:59.622803] [INFO ] [LOCAL     ] VNQI: Saved forecast.
[2025-12-02T20:51:59.622863] [INFO ] [main      ] VNQI: Signal=1 (Conf=100.0%), Magnitude=-0.50% (Conf=63.1963%)
[2025-12-02T20:51:59.623198] [INFO ] [main      ] Progress: 31/965 forecasts completed (3.2%). VNQI finished in 0.6s. ETA: 2m 39s. Rate: 353.07 forecasts/min
[2025-12-02T20:51:59.623311] [INFO ] [main      ] Fetching symbol history for CIVB...
[2025-12-02T20:51:59.623351] [DEBUG] [REMOTE    ] CIVB: Fetching historical data.
[2025-12-02T20:51:59.623829] [DEBUG] [REMOTE    ] SPB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:59.624662] [DEBUG] [LOCAL     ] Loaded configuration for SPB: 6 features, N/A% accuracy
[2025-12-02T20:51:59.624747] [INFO ] [LOCAL     ] SPB: Loaded 6 optimal features with 40.52% confidence from JSON config
[2025-12-02T20:51:59.624781] [DEBUG] [MAG       ] Building data for symbol: SPB with lookback: 0
[2025-12-02T20:51:59.625936] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:51:59.626000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:59.627816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:51:59.628376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:51:59.628811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:59.629762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:51:59.631326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:51:59.632747] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:59.629023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:51:59.635608] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:59.635647] [DEBUG] [REMOTE    ] CIVB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:59.636517] [DEBUG] [LOCAL     ] Loaded configuration for CIVB: 9 features, N/A% accuracy
[2025-12-02T20:51:59.636568] [INFO ] [LOCAL     ] CIVB: Loaded 9 optimal features with 62.15% confidence from JSON config
[2025-12-02T20:51:59.636625] [DEBUG] [MAG       ] Building data for symbol: CIVB with lookback: 0
[2025-12-02T20:51:59.637409] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:51:59.637472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:51:59.642323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:59.642694] [INFO ] [LOCAL     ] EWTX: Saved forecast.
[2025-12-02T20:51:59.642762] [INFO ] [main      ] EWTX: Signal=1 (Conf=100.0%), Magnitude=-7.37% (Conf=57.7345%)
[2025-12-02T20:51:59.643106] [INFO ] [main      ] Fetching symbol history for UPLD...
[2025-12-02T20:51:59.643154] [DEBUG] [REMOTE    ] UPLD: Fetching historical data.
[2025-12-02T20:51:59.644004] [INFO ] [main      ] Progress: 32/965 forecasts completed (3.3%). EWTX finished in 0.7s. ETA: 2m 34s. Rate: 363.02 forecasts/min
[2025-12-02T20:51:59.644119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:51:59.645042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:51:59.645493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:51:59.646370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:51:59.647022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:51:59.649724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:51:59.652448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:51:59.654605] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:59.654931] [DEBUG] [REMOTE    ] UPLD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:51:59.655722] [DEBUG] [LOCAL     ] Loaded configuration for UPLD: 8 features, N/A% accuracy
[2025-12-02T20:51:59.655794] [INFO ] [LOCAL     ] UPLD: Loaded 8 optimal features with 72.51% confidence from JSON config
[2025-12-02T20:51:59.655827] [DEBUG] [MAG       ] Building data for symbol: UPLD with lookback: 0
[2025-12-02T20:51:59.656613] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:51:59.656675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:51:59.658371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:51:59.658922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:51:59.661368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:51:59.776795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:51:59.778845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:51:59.819529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:51:59.821952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:51:59.823269] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:51:59.968497] [DEBUG] [MAG       ] SPB: Last date is validated at 2025-12-02
[2025-12-02T20:51:59.972613] [DEBUG] [MAG       ] QDEL: Last date is validated at 2025-12-02
[2025-12-02T20:51:59.991112] [DEBUG] [MAG       ] CIVB: Last date is validated at 2025-12-02
[2025-12-02T20:52:00.137469] [DEBUG] [MAG       ] SPB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:00.139228] [DEBUG] [MAG       ] QDEL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:00.158011] [DEBUG] [MAG       ] CIVB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:00.182746] [DEBUG] [MAG       ] UPLD: Last date is validated at 2025-12-02
[2025-12-02T20:52:00.234639] [INFO ] [LOCAL     ] SPB: Saved forecast.
[2025-12-02T20:52:00.234710] [INFO ] [main      ] SPB: Signal=1 (Conf=100.0%), Magnitude=2.08% (Conf=40.5196%)
[2025-12-02T20:52:00.235080] [INFO ] [main      ] Fetching symbol history for ARLP...
[2025-12-02T20:52:00.235133] [DEBUG] [REMOTE    ] ARLP: Fetching historical data.
[2025-12-02T20:52:00.235686] [INFO ] [main      ] Progress: 33/965 forecasts completed (3.4%). SPB finished in 0.6s. ETA: 2m 46s. Rate: 336.70 forecasts/min
[2025-12-02T20:52:00.236861] [INFO ] [LOCAL     ] CIVB: Saved forecast.
[2025-12-02T20:52:00.236927] [INFO ] [main      ] CIVB: Signal=1 (Conf=100.0%), Magnitude=0.42% (Conf=62.1456%)
[2025-12-02T20:52:00.237610] [INFO ] [main      ] Fetching symbol history for CNS...
[2025-12-02T20:52:00.237622] [INFO ] [main      ] Progress: 34/965 forecasts completed (3.5%). CIVB finished in 0.6s. ETA: 2m 41s. Rate: 346.79 forecasts/min
[2025-12-02T20:52:00.237662] [DEBUG] [REMOTE    ] CNS: Fetching historical data.
[2025-12-02T20:52:00.243567] [INFO ] [LOCAL     ] QDEL: Saved forecast.
[2025-12-02T20:52:00.243661] [INFO ] [main      ] QDEL: Signal=1 (Conf=100.0%), Magnitude=1.38% (Conf=57.2988%)
[2025-12-02T20:52:00.243821] [INFO ] [main      ] Fetching symbol history for TEL...
[2025-12-02T20:52:00.243868] [DEBUG] [REMOTE    ] TEL: Fetching historical data.
[2025-12-02T20:52:00.245620] [INFO ] [main      ] Progress: 35/965 forecasts completed (3.6%). QDEL finished in 0.7s. ETA: 2m 37s. Rate: 356.50 forecasts/min
[2025-12-02T20:52:00.246755] [DEBUG] [REMOTE    ] ARLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:00.247812] [DEBUG] [LOCAL     ] Loaded configuration for ARLP: 6 features, N/A% accuracy
[2025-12-02T20:52:00.247876] [INFO ] [LOCAL     ] ARLP: Loaded 6 optimal features with 70.84% confidence from JSON config
[2025-12-02T20:52:00.247916] [DEBUG] [MAG       ] Building data for symbol: ARLP with lookback: 0
[2025-12-02T20:52:00.248928] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:00.249002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:00.250722] [DEBUG] [REMOTE    ] CNS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:00.251159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:00.251680] [DEBUG] [LOCAL     ] Loaded configuration for CNS: 6 features, N/A% accuracy
[2025-12-02T20:52:00.251734] [INFO ] [LOCAL     ] CNS: Loaded 6 optimal features with 55.48% confidence from JSON config
[2025-12-02T20:52:00.251765] [DEBUG] [MAG       ] Building data for symbol: CNS with lookback: 0
[2025-12-02T20:52:00.251789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:00.252246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:00.252513] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:00.252590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:00.253042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:00.256261] [DEBUG] [REMOTE    ] TEL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:00.257031] [DEBUG] [LOCAL     ] Loaded configuration for TEL: 3 features, N/A% accuracy
[2025-12-02T20:52:00.257086] [INFO ] [LOCAL     ] TEL: Loaded 3 optimal features with 62.06% confidence from JSON config
[2025-12-02T20:52:00.257118] [DEBUG] [MAG       ] Building data for symbol: TEL with lookback: 0
[2025-12-02T20:52:00.257229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:00.257899] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:00.257957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:00.258970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:00.259435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:00.259834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:52:00.260414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:52:00.261091] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:00.262915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:00.263897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:52:00.265425] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:00.296332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:52:00.299384] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:00.427416] [DEBUG] [MAG       ] UPLD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:00.558168] [INFO ] [LOCAL     ] UPLD: Saved forecast.
[2025-12-02T20:52:00.558241] [INFO ] [main      ] UPLD: Signal=1 (Conf=100.0%), Magnitude=1.57% (Conf=72.5113%)
[2025-12-02T20:52:00.560799] [INFO ] [main      ] Progress: 36/965 forecasts completed (3.7%). UPLD finished in 0.9s. ETA: 2m 40s. Rate: 348.07 forecasts/min
[2025-12-02T20:52:00.560922] [INFO ] [main      ] Fetching symbol history for FTHY...
[2025-12-02T20:52:00.560964] [DEBUG] [REMOTE    ] FTHY: Fetching historical data.
[2025-12-02T20:52:00.582968] [DEBUG] [REMOTE    ] FTHY: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:00.584057] [DEBUG] [LOCAL     ] Loaded configuration for FTHY: 3 features, N/A% accuracy
[2025-12-02T20:52:00.584110] [INFO ] [LOCAL     ] FTHY: Loaded 3 optimal features with 48.12% confidence from JSON config
[2025-12-02T20:52:00.584141] [DEBUG] [MAG       ] Building data for symbol: FTHY with lookback: 0
[2025-12-02T20:52:00.584927] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:00.584983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:00.588644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:00.589187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:00.589565] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:00.691430] [DEBUG] [MAG       ] ARLP: Last date is validated at 2025-12-02
[2025-12-02T20:52:00.721313] [DEBUG] [MAG       ] TEL: Last date is validated at 2025-12-02
[2025-12-02T20:52:00.781888] [DEBUG] [MAG       ] CNS: Last date is validated at 2025-12-02
[2025-12-02T20:52:00.857386] [DEBUG] [MAG       ] ARLP: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:00.907545] [DEBUG] [MAG       ] TEL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:00.979534] [INFO ] [LOCAL     ] ARLP: Saved forecast.
[2025-12-02T20:52:00.979627] [INFO ] [main      ] ARLP: Signal=1 (Conf=100.0%), Magnitude=0.46% (Conf=70.8363%)
[2025-12-02T20:52:00.979998] [INFO ] [main      ] Progress: 37/965 forecasts completed (3.8%). ARLP finished in 0.7s. ETA: 2m 46s. Rate: 335.10 forecasts/min
[2025-12-02T20:52:00.980123] [INFO ] [main      ] Fetching symbol history for AI...
[2025-12-02T20:52:00.980166] [DEBUG] [REMOTE    ] AI: Fetching historical data.
[2025-12-02T20:52:00.992018] [DEBUG] [REMOTE    ] AI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:00.993190] [DEBUG] [LOCAL     ] Loaded configuration for AI: 2 features, N/A% accuracy
[2025-12-02T20:52:00.993245] [INFO ] [LOCAL     ] AI: Loaded 2 optimal features with 46.26% confidence from JSON config
[2025-12-02T20:52:00.993278] [DEBUG] [MAG       ] Building data for symbol: AI with lookback: 0
[2025-12-02T20:52:00.994151] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:52:00.994211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:00.999260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:01.000126] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:01.016402] [DEBUG] [MAG       ] CNS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:01.042625] [INFO ] [LOCAL     ] TEL: Saved forecast.
[2025-12-02T20:52:01.042704] [INFO ] [main      ] TEL: Signal=1 (Conf=100.0%), Magnitude=3.59% (Conf=62.0592%)
[2025-12-02T20:52:01.043097] [INFO ] [main      ] Fetching symbol history for EMBC...
[2025-12-02T20:52:01.043148] [DEBUG] [REMOTE    ] EMBC: Fetching historical data.
[2025-12-02T20:52:01.044655] [INFO ] [main      ] Progress: 38/965 forecasts completed (3.9%). TEL finished in 0.8s. ETA: 2m 43s. Rate: 340.83 forecasts/min
[2025-12-02T20:52:01.055880] [DEBUG] [REMOTE    ] EMBC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:01.056987] [DEBUG] [LOCAL     ] Loaded configuration for EMBC: 1 features, N/A% accuracy
[2025-12-02T20:52:01.057041] [INFO ] [LOCAL     ] EMBC: Loaded 1 optimal features with 57.23% confidence from JSON config
[2025-12-02T20:52:01.057075] [DEBUG] [MAG       ] Building data for symbol: EMBC with lookback: 0
[2025-12-02T20:52:01.057886] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:52:01.057945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:52:01.059446] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:01.072482] [DEBUG] [MAG       ] FTHY: Last date is validated at 2025-12-02
[2025-12-02T20:52:01.114723] [INFO ] [LOCAL     ] CNS: Saved forecast.
[2025-12-02T20:52:01.114796] [INFO ] [main      ] CNS: Signal=1 (Conf=100.0%), Magnitude=4.09% (Conf=55.4765%)
[2025-12-02T20:52:01.115162] [INFO ] [main      ] Fetching symbol history for NTRB...
[2025-12-02T20:52:01.115212] [DEBUG] [REMOTE    ] NTRB: Fetching historical data.
[2025-12-02T20:52:01.116656] [INFO ] [main      ] Progress: 39/965 forecasts completed (4.0%). CNS finished in 0.9s. ETA: 2m 41s. Rate: 346.07 forecasts/min
[2025-12-02T20:52:01.173786] [DEBUG] [REMOTE    ] NTRB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:01.178686] [DEBUG] [LOCAL     ] Loaded configuration for NTRB: 4 features, N/A% accuracy
[2025-12-02T20:52:01.178820] [INFO ] [LOCAL     ] NTRB: Loaded 4 optimal features with 46.21% confidence from JSON config
[2025-12-02T20:52:01.178856] [DEBUG] [MAG       ] Building data for symbol: NTRB with lookback: 0
[2025-12-02T20:52:01.180000] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:01.180060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:01.180981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:01.237182] [DEBUG] [MAG       ] FTHY: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:01.275560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:52:01.276443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:52:01.279335] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:01.291722] [INFO ] [LOCAL     ] FTHY: Saved forecast.
[2025-12-02T20:52:01.291791] [INFO ] [main      ] FTHY: Signal=1 (Conf=100.0%), Magnitude=0.65% (Conf=48.1242%)
[2025-12-02T20:52:01.292275] [INFO ] [main      ] Fetching symbol history for IZEA...
[2025-12-02T20:52:01.292325] [DEBUG] [REMOTE    ] IZEA: Fetching historical data.
[2025-12-02T20:52:01.292651] [INFO ] [main      ] Progress: 40/965 forecasts completed (4.1%). FTHY finished in 0.7s. ETA: 2m 40s. Rate: 345.94 forecasts/min
[2025-12-02T20:52:01.303097] [DEBUG] [REMOTE    ] IZEA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:01.303926] [DEBUG] [LOCAL     ] Loaded configuration for IZEA: 0 features, N/A% accuracy
[2025-12-02T20:52:01.303991] [INFO ] [LOCAL     ] IZEA: Loaded 0 optimal features with 44.67% confidence from JSON config
[2025-12-02T20:52:01.304022] [DEBUG] [MAG       ] Building data for symbol: IZEA with lookback: 0
[2025-12-02T20:52:01.304786] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-02T20:52:01.363825] [DEBUG] [MAG       ] AI: Last date is validated at 2025-12-02
[2025-12-02T20:52:01.398267] [DEBUG] [MAG       ] EMBC: Last date is validated at 2025-12-02
[2025-12-02T20:52:01.561804] [DEBUG] [MAG       ] AI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:01.566196] [DEBUG] [MAG       ] EMBC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:01.619779] [DEBUG] [MAG       ] NTRB: Last date is validated at 2025-12-02
[2025-12-02T20:52:01.635310] [DEBUG] [MAG       ] IZEA: Last date is validated at 2025-12-02
[2025-12-02T20:52:01.638512] [INFO ] [LOCAL     ] EMBC: Saved forecast.
[2025-12-02T20:52:01.638610] [INFO ] [main      ] EMBC: Signal=1 (Conf=100.0%), Magnitude=-5.97% (Conf=57.2327%)
[2025-12-02T20:52:01.638999] [INFO ] [main      ] Fetching symbol history for BLX...
[2025-12-02T20:52:01.639054] [DEBUG] [REMOTE    ] BLX: Fetching historical data.
[2025-12-02T20:52:01.639037] [INFO ] [main      ] Progress: 41/965 forecasts completed (4.2%). EMBC finished in 0.6s. ETA: 2m 44s. Rate: 337.73 forecasts/min
[2025-12-02T20:52:01.650325] [DEBUG] [REMOTE    ] BLX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:01.650880] [INFO ] [LOCAL     ] AI: Saved forecast.
[2025-12-02T20:52:01.650941] [INFO ] [main      ] AI: Signal=1 (Conf=100.0%), Magnitude=0.85% (Conf=46.2614%)
[2025-12-02T20:52:01.651096] [INFO ] [main      ] Fetching symbol history for GPRK...
[2025-12-02T20:52:01.651138] [DEBUG] [REMOTE    ] GPRK: Fetching historical data.
[2025-12-02T20:52:01.651447] [DEBUG] [LOCAL     ] Loaded configuration for BLX: 1 features, N/A% accuracy
[2025-12-02T20:52:01.651503] [INFO ] [LOCAL     ] BLX: Loaded 1 optimal features with 54.90% confidence from JSON config
[2025-12-02T20:52:01.651534] [DEBUG] [MAG       ] Building data for symbol: BLX with lookback: 0
[2025-12-02T20:52:01.651631] [INFO ] [main      ] Progress: 42/965 forecasts completed (4.4%). AI finished in 0.7s. ETA: 2m 40s. Rate: 345.37 forecasts/min
[2025-12-02T20:52:01.652369] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:52:01.652429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:01.653356] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:01.661914] [DEBUG] [REMOTE    ] GPRK: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:01.662829] [DEBUG] [LOCAL     ] Loaded configuration for GPRK: 1 features, N/A% accuracy
[2025-12-02T20:52:01.662880] [INFO ] [LOCAL     ] GPRK: Loaded 1 optimal features with 39.86% confidence from JSON config
[2025-12-02T20:52:01.662911] [DEBUG] [MAG       ] Building data for symbol: GPRK with lookback: 0
[2025-12-02T20:52:01.663648] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:52:01.663703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:52:01.664315] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:01.786110] [DEBUG] [MAG       ] NTRB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:01.803913] [DEBUG] [MAG       ] IZEA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:01.855633] [INFO ] [LOCAL     ] IZEA: Saved forecast.
[2025-12-02T20:52:01.855696] [INFO ] [main      ] IZEA: Signal=1 (Conf=100.0%), Magnitude=-0.00% (Conf=44.6694%)
[2025-12-02T20:52:01.855822] [INFO ] [LOCAL     ] NTRB: Saved forecast.
[2025-12-02T20:52:01.855889] [INFO ] [main      ] NTRB: Signal=1 (Conf=100.0%), Magnitude=4.83% (Conf=46.2138%)
[2025-12-02T20:52:01.856042] [INFO ] [main      ] Fetching symbol history for ANDE...
[2025-12-02T20:52:01.856092] [DEBUG] [REMOTE    ] ANDE: Fetching historical data.
[2025-12-02T20:52:01.856088] [INFO ] [main      ] Progress: 43/965 forecasts completed (4.5%). IZEA finished in 0.6s. ETA: 2m 41s. Rate: 343.95 forecasts/min
[2025-12-02T20:52:01.856407] [INFO ] [main      ] Fetching symbol history for NVD...
[2025-12-02T20:52:01.856454] [DEBUG] [REMOTE    ] NVD: Fetching historical data.
[2025-12-02T20:52:01.857208] [INFO ] [main      ] Progress: 44/965 forecasts completed (4.6%). NTRB finished in 0.7s. ETA: 2m 37s. Rate: 351.90 forecasts/min
[2025-12-02T20:52:01.867818] [DEBUG] [REMOTE    ] NVD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:01.868138] [DEBUG] [REMOTE    ] ANDE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:01.868880] [DEBUG] [LOCAL     ] Loaded configuration for NVD: 4 features, N/A% accuracy
[2025-12-02T20:52:01.868938] [INFO ] [LOCAL     ] NVD: Loaded 4 optimal features with 62.99% confidence from JSON config
[2025-12-02T20:52:01.868968] [DEBUG] [MAG       ] Building data for symbol: NVD with lookback: 0
[2025-12-02T20:52:01.869090] [DEBUG] [LOCAL     ] Loaded configuration for ANDE: 6 features, N/A% accuracy
[2025-12-02T20:52:01.869140] [INFO ] [LOCAL     ] ANDE: Loaded 6 optimal features with 64.97% confidence from JSON config
[2025-12-02T20:52:01.869171] [DEBUG] [MAG       ] Building data for symbol: ANDE with lookback: 0
[2025-12-02T20:52:01.869739] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:01.869796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:01.869927] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:01.869987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:01.870862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:01.873334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:52:01.874421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:01.874976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:52:01.876137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:01.876620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:01.877333] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:01.877759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:52:01.878408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:52:01.884155] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:01.997055] [DEBUG] [MAG       ] GPRK: Last date is validated at 2025-12-02
[2025-12-02T20:52:02.001201] [DEBUG] [MAG       ] BLX: Last date is validated at 2025-12-02
[2025-12-02T20:52:02.161855] [DEBUG] [MAG       ] GPRK: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:02.174021] [DEBUG] [MAG       ] BLX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:02.205810] [DEBUG] [MAG       ] NVD: Last date is validated at 2025-12-02
[2025-12-02T20:52:02.217102] [DEBUG] [MAG       ] ANDE: Last date is validated at 2025-12-02
[2025-12-02T20:52:02.221513] [INFO ] [LOCAL     ] GPRK: Saved forecast.
[2025-12-02T20:52:02.221587] [INFO ] [main      ] GPRK: Signal=1 (Conf=100.0%), Magnitude=-0.02% (Conf=39.8611%)
[2025-12-02T20:52:02.221933] [INFO ] [main      ] Fetching symbol history for KNTK...
[2025-12-02T20:52:02.221981] [DEBUG] [REMOTE    ] KNTK: Fetching historical data.
[2025-12-02T20:52:02.222654] [INFO ] [main      ] Progress: 45/965 forecasts completed (4.7%). GPRK finished in 0.6s. ETA: 2m 41s. Rate: 343.18 forecasts/min
[2025-12-02T20:52:02.232689] [DEBUG] [REMOTE    ] KNTK: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:02.233448] [DEBUG] [LOCAL     ] Loaded configuration for KNTK: 5 features, N/A% accuracy
[2025-12-02T20:52:02.233497] [INFO ] [LOCAL     ] KNTK: Loaded 5 optimal features with 58.08% confidence from JSON config
[2025-12-02T20:52:02.233538] [DEBUG] [MAG       ] Building data for symbol: KNTK with lookback: 0
[2025-12-02T20:52:02.234293] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:02.234362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:02.235073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:52:02.248746] [INFO ] [LOCAL     ] BLX: Saved forecast.
[2025-12-02T20:52:02.248818] [INFO ] [main      ] BLX: Signal=1 (Conf=100.0%), Magnitude=1.73% (Conf=54.8975%)
[2025-12-02T20:52:02.249276] [INFO ] [main      ] Fetching symbol history for ERO...
[2025-12-02T20:52:02.249327] [DEBUG] [REMOTE    ] ERO: Fetching historical data.
[2025-12-02T20:52:02.249639] [INFO ] [main      ] Progress: 46/965 forecasts completed (4.8%). BLX finished in 0.6s. ETA: 2m 38s. Rate: 349.61 forecasts/min
[2025-12-02T20:52:02.260865] [DEBUG] [REMOTE    ] ERO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:02.261842] [DEBUG] [LOCAL     ] Loaded configuration for ERO: 6 features, N/A% accuracy
[2025-12-02T20:52:02.261896] [INFO ] [LOCAL     ] ERO: Loaded 6 optimal features with 63.20% confidence from JSON config
[2025-12-02T20:52:02.261927] [DEBUG] [MAG       ] Building data for symbol: ERO with lookback: 0
[2025-12-02T20:52:02.262756] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:02.262827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:02.267596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:02.269485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:02.269963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:52:02.270632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:52:02.271602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:52:02.273850] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:02.310049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:52:02.311797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:52:02.312881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:52:02.318758] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:02.370600] [DEBUG] [MAG       ] NVD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:02.383386] [DEBUG] [MAG       ] ANDE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:02.468021] [INFO ] [LOCAL     ] NVD: Saved forecast.
[2025-12-02T20:52:02.468093] [INFO ] [main      ] NVD: Signal=1 (Conf=100.0%), Magnitude=3.01% (Conf=62.9905%)
[2025-12-02T20:52:02.468460] [INFO ] [main      ] Progress: 47/965 forecasts completed (4.9%). NVD finished in 0.6s. ETA: 2m 38s. Rate: 347.57 forecasts/min
[2025-12-02T20:52:02.468597] [INFO ] [main      ] Fetching symbol history for WTO...
[2025-12-02T20:52:02.468640] [DEBUG] [REMOTE    ] WTO: Fetching historical data.
[2025-12-02T20:52:02.480384] [DEBUG] [REMOTE    ] WTO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:02.481210] [DEBUG] [LOCAL     ] Loaded configuration for WTO: 7 features, N/A% accuracy
[2025-12-02T20:52:02.481261] [INFO ] [LOCAL     ] WTO: Loaded 7 optimal features with 54.05% confidence from JSON config
[2025-12-02T20:52:02.481291] [DEBUG] [MAG       ] Building data for symbol: WTO with lookback: 0
[2025-12-02T20:52:02.481358] [INFO ] [LOCAL     ] ANDE: Saved forecast.
[2025-12-02T20:52:02.481422] [INFO ] [main      ] ANDE: Signal=1 (Conf=100.0%), Magnitude=-0.22% (Conf=64.9657%)
[2025-12-02T20:52:02.481594] [INFO ] [main      ] Fetching symbol history for WMS...
[2025-12-02T20:52:02.481637] [DEBUG] [REMOTE    ] WMS: Fetching historical data.
[2025-12-02T20:52:02.481874] [INFO ] [main      ] Progress: 48/965 forecasts completed (5.0%). ANDE finished in 0.6s. ETA: 2m 35s. Rate: 354.38 forecasts/min
[2025-12-02T20:52:02.482458] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:52:02.482981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:02.485115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:02.485637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:02.486234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:02.486635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:02.489382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:52:02.491805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:52:02.493485] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:02.493812] [DEBUG] [REMOTE    ] WMS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:02.494634] [DEBUG] [LOCAL     ] Loaded configuration for WMS: 1 features, N/A% accuracy
[2025-12-02T20:52:02.494686] [INFO ] [LOCAL     ] WMS: Loaded 1 optimal features with 49.97% confidence from JSON config
[2025-12-02T20:52:02.494717] [DEBUG] [MAG       ] Building data for symbol: WMS with lookback: 0
[2025-12-02T20:52:02.495684] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:52:02.495740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:52:02.499015] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:02.621104] [DEBUG] [MAG       ] ERO: Last date is validated at 2025-12-02
[2025-12-02T20:52:02.662092] [DEBUG] [MAG       ] KNTK: Last date is validated at 2025-12-02
[2025-12-02T20:52:02.791736] [DEBUG] [MAG       ] ERO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:02.829069] [DEBUG] [MAG       ] WTO: Last date is validated at 2025-12-02
[2025-12-02T20:52:02.830774] [DEBUG] [MAG       ] KNTK: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:02.836657] [DEBUG] [MAG       ] WMS: Last date is validated at 2025-12-02
[2025-12-02T20:52:02.875012] [INFO ] [LOCAL     ] ERO: Saved forecast.
[2025-12-02T20:52:02.875077] [INFO ] [main      ] ERO: Signal=1 (Conf=100.0%), Magnitude=-0.49% (Conf=63.2%)
[2025-12-02T20:52:02.875404] [INFO ] [main      ] Fetching symbol history for BELFB...
[2025-12-02T20:52:02.875452] [DEBUG] [REMOTE    ] BELFB: Fetching historical data.
[2025-12-02T20:52:02.875653] [INFO ] [main      ] Progress: 49/965 forecasts completed (5.1%). ERO finished in 0.6s. ETA: 2m 39s. Rate: 345.05 forecasts/min
[2025-12-02T20:52:02.886901] [DEBUG] [REMOTE    ] BELFB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:02.888089] [DEBUG] [LOCAL     ] Loaded configuration for BELFB: 4 features, N/A% accuracy
[2025-12-02T20:52:02.888147] [INFO ] [LOCAL     ] BELFB: Loaded 4 optimal features with 52.60% confidence from JSON config
[2025-12-02T20:52:02.888180] [DEBUG] [MAG       ] Building data for symbol: BELFB with lookback: 0
[2025-12-02T20:52:02.889083] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:02.889146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:02.894132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:02.895069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:52:02.895718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:52:02.897483] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:02.919229] [INFO ] [LOCAL     ] KNTK: Saved forecast.
[2025-12-02T20:52:02.919300] [INFO ] [main      ] KNTK: Signal=1 (Conf=100.0%), Magnitude=4.07% (Conf=58.0805%)
[2025-12-02T20:52:02.919670] [INFO ] [main      ] Fetching symbol history for NAVI...
[2025-12-02T20:52:02.919727] [DEBUG] [REMOTE    ] NAVI: Fetching historical data.
[2025-12-02T20:52:02.920629] [INFO ] [main      ] Progress: 50/965 forecasts completed (5.2%). KNTK finished in 0.7s. ETA: 2m 37s. Rate: 350.24 forecasts/min
[2025-12-02T20:52:02.930892] [DEBUG] [REMOTE    ] NAVI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:02.931803] [DEBUG] [LOCAL     ] Loaded configuration for NAVI: 7 features, N/A% accuracy
[2025-12-02T20:52:02.931858] [INFO ] [LOCAL     ] NAVI: Loaded 7 optimal features with 74.53% confidence from JSON config
[2025-12-02T20:52:02.931891] [DEBUG] [MAG       ] Building data for symbol: NAVI with lookback: 0
[2025-12-02T20:52:02.932703] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:52:02.932764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:02.937552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:02.939355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:02.939853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:02.940739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:02.943462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:52:02.945518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:52:02.947945] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:03.000468] [DEBUG] [MAG       ] WTO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:03.006326] [DEBUG] [MAG       ] WMS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:03.120197] [INFO ] [LOCAL     ] WMS: Saved forecast.
[2025-12-02T20:52:03.120266] [INFO ] [main      ] WMS: Signal=1 (Conf=100.0%), Magnitude=-3.58% (Conf=49.9748%)
[2025-12-02T20:52:03.120423] [INFO ] [main      ] Fetching symbol history for CHH...
[2025-12-02T20:52:03.120467] [DEBUG] [REMOTE    ] CHH: Fetching historical data.
[2025-12-02T20:52:03.120943] [INFO ] [main      ] Progress: 51/965 forecasts completed (5.3%). WMS finished in 0.6s. ETA: 2m 37s. Rate: 349.08 forecasts/min
[2025-12-02T20:52:03.131627] [DEBUG] [REMOTE    ] CHH: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:03.132758] [DEBUG] [LOCAL     ] Loaded configuration for CHH: 3 features, N/A% accuracy
[2025-12-02T20:52:03.132811] [INFO ] [LOCAL     ] CHH: Loaded 3 optimal features with 57.94% confidence from JSON config
[2025-12-02T20:52:03.132842] [DEBUG] [MAG       ] Building data for symbol: CHH with lookback: 0
[2025-12-02T20:52:03.133566] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:03.133640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:03.135250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:03.135774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:52:03.141386] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:03.205216] [INFO ] [LOCAL     ] WTO: Saved forecast.
[2025-12-02T20:52:03.205286] [INFO ] [main      ] WTO: Signal=1 (Conf=100.0%), Magnitude=-51.72% (Conf=54.0466%)
[2025-12-02T20:52:03.205450] [INFO ] [main      ] Fetching symbol history for OSS...
[2025-12-02T20:52:03.205494] [DEBUG] [REMOTE    ] OSS: Fetching historical data.
[2025-12-02T20:52:03.206473] [INFO ] [main      ] Progress: 52/965 forecasts completed (5.4%). WTO finished in 0.7s. ETA: 2m 35s. Rate: 352.49 forecasts/min
[2025-12-02T20:52:03.217276] [DEBUG] [REMOTE    ] OSS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:03.218216] [DEBUG] [LOCAL     ] Loaded configuration for OSS: 5 features, N/A% accuracy
[2025-12-02T20:52:03.218275] [INFO ] [LOCAL     ] OSS: Loaded 5 optimal features with 53.09% confidence from JSON config
[2025-12-02T20:52:03.218309] [DEBUG] [MAG       ] Building data for symbol: OSS with lookback: 0
[2025-12-02T20:52:03.219136] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:03.219196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:03.224001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:03.228347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:03.228845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:03.229229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:52:03.229937] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:03.236466] [DEBUG] [MAG       ] BELFB: Last date is validated at 2025-12-02
[2025-12-02T20:52:03.283784] [DEBUG] [MAG       ] NAVI: Last date is validated at 2025-12-02
[2025-12-02T20:52:03.403620] [DEBUG] [MAG       ] BELFB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:03.451680] [DEBUG] [MAG       ] NAVI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:03.476200] [DEBUG] [MAG       ] CHH: Last date is validated at 2025-12-02
[2025-12-02T20:52:03.505386] [INFO ] [LOCAL     ] BELFB: Saved forecast.
[2025-12-02T20:52:03.505453] [INFO ] [main      ] BELFB: Signal=1 (Conf=100.0%), Magnitude=-0.81% (Conf=52.5969%)
[2025-12-02T20:52:03.505823] [INFO ] [main      ] Progress: 53/965 forecasts completed (5.5%). BELFB finished in 0.6s. ETA: 2m 37s. Rate: 347.51 forecasts/min
[2025-12-02T20:52:03.505945] [INFO ] [main      ] Fetching symbol history for SITE...
[2025-12-02T20:52:03.505987] [DEBUG] [REMOTE    ] SITE: Fetching historical data.
[2025-12-02T20:52:03.517907] [DEBUG] [REMOTE    ] SITE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:03.518912] [DEBUG] [LOCAL     ] Loaded configuration for SITE: 3 features, N/A% accuracy
[2025-12-02T20:52:03.518965] [INFO ] [LOCAL     ] SITE: Loaded 3 optimal features with 42.13% confidence from JSON config
[2025-12-02T20:52:03.518996] [DEBUG] [MAG       ] Building data for symbol: SITE with lookback: 0
[2025-12-02T20:52:03.519896] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:03.519955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:03.522328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:52:03.529926] [INFO ] [LOCAL     ] NAVI: Saved forecast.
[2025-12-02T20:52:03.529990] [INFO ] [main      ] NAVI: Signal=1 (Conf=100.0%), Magnitude=0.63% (Conf=74.5298%)
[2025-12-02T20:52:03.530327] [INFO ] [main      ] Fetching symbol history for CFG...
[2025-12-02T20:52:03.530376] [DEBUG] [REMOTE    ] CFG: Fetching historical data.
[2025-12-02T20:52:03.531656] [INFO ] [main      ] Progress: 54/965 forecasts completed (5.6%). NAVI finished in 0.6s. ETA: 2m 35s. Rate: 353.07 forecasts/min
[2025-12-02T20:52:03.541029] [DEBUG] [REMOTE    ] CFG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:03.541883] [DEBUG] [LOCAL     ] Loaded configuration for CFG: 5 features, N/A% accuracy
[2025-12-02T20:52:03.541933] [INFO ] [LOCAL     ] CFG: Loaded 5 optimal features with 60.82% confidence from JSON config
[2025-12-02T20:52:03.541964] [DEBUG] [MAG       ] Building data for symbol: CFG with lookback: 0
[2025-12-02T20:52:03.542724] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:03.542789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:03.544420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:03.544942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:03.545315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:03.546059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:03.548363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:03.562956] [DEBUG] [MAG       ] OSS: Last date is validated at 2025-12-02
[2025-12-02T20:52:03.634422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:52:03.637487] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:03.641314] [DEBUG] [MAG       ] CHH: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:03.732559] [DEBUG] [MAG       ] OSS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:03.740521] [INFO ] [LOCAL     ] CHH: Saved forecast.
[2025-12-02T20:52:03.740603] [INFO ] [main      ] CHH: Signal=1 (Conf=100.0%), Magnitude=-1.16% (Conf=57.9358%)
[2025-12-02T20:52:03.740953] [INFO ] [main      ] Fetching symbol history for EDF...
[2025-12-02T20:52:03.741001] [DEBUG] [REMOTE    ] EDF: Fetching historical data.
[2025-12-02T20:52:03.742660] [INFO ] [main      ] Progress: 55/965 forecasts completed (5.7%). CHH finished in 0.6s. ETA: 2m 35s. Rate: 351.53 forecasts/min
[2025-12-02T20:52:03.752080] [DEBUG] [REMOTE    ] EDF: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:03.753303] [DEBUG] [LOCAL     ] Loaded configuration for EDF: 7 features, N/A% accuracy
[2025-12-02T20:52:03.753352] [INFO ] [LOCAL     ] EDF: Loaded 7 optimal features with 20.09% confidence from JSON config
[2025-12-02T20:52:03.753383] [DEBUG] [MAG       ] Building data for symbol: EDF with lookback: 0
[2025-12-02T20:52:03.754160] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:52:03.754219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:03.759851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:03.762602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:52:03.763765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:03.765551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:03.766124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:52:03.767295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:52:03.769275] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:03.798289] [INFO ] [LOCAL     ] OSS: Saved forecast.
[2025-12-02T20:52:03.798354] [INFO ] [main      ] OSS: Signal=1 (Conf=100.0%), Magnitude=2.97% (Conf=53.0887%)
[2025-12-02T20:52:03.798524] [INFO ] [main      ] Fetching symbol history for CCL...
[2025-12-02T20:52:03.798567] [DEBUG] [REMOTE    ] CCL: Fetching historical data.
[2025-12-02T20:52:03.799684] [INFO ] [main      ] Progress: 56/965 forecasts completed (5.8%). OSS finished in 0.6s. ETA: 2m 33s. Rate: 355.76 forecasts/min
[2025-12-02T20:52:03.809973] [DEBUG] [REMOTE    ] CCL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:03.810915] [DEBUG] [LOCAL     ] Loaded configuration for CCL: 4 features, N/A% accuracy
[2025-12-02T20:52:03.810967] [INFO ] [LOCAL     ] CCL: Loaded 4 optimal features with 46.09% confidence from JSON config
[2025-12-02T20:52:03.810998] [DEBUG] [MAG       ] Building data for symbol: CCL with lookback: 0
[2025-12-02T20:52:03.811774] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:03.811831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:03.813464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:03.813971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:03.814344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:52:03.815873] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:03.883058] [DEBUG] [MAG       ] CFG: Last date is validated at 2025-12-02
[2025-12-02T20:52:03.983823] [DEBUG] [MAG       ] SITE: Last date is validated at 2025-12-02
[2025-12-02T20:52:04.050147] [DEBUG] [MAG       ] CFG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:04.102087] [DEBUG] [MAG       ] EDF: Last date is validated at 2025-12-02
[2025-12-02T20:52:04.136227] [INFO ] [LOCAL     ] CFG: Saved forecast.
[2025-12-02T20:52:04.136298] [INFO ] [main      ] CFG: Signal=1 (Conf=100.0%), Magnitude=0.39% (Conf=60.823%)
[2025-12-02T20:52:04.136634] [INFO ] [main      ] Fetching symbol history for PWP...
[2025-12-02T20:52:04.136683] [DEBUG] [REMOTE    ] PWP: Fetching historical data.
[2025-12-02T20:52:04.136663] [INFO ] [main      ] Progress: 57/965 forecasts completed (5.9%). CFG finished in 0.6s. ETA: 2m 36s. Rate: 349.64 forecasts/min
[2025-12-02T20:52:04.147826] [DEBUG] [REMOTE    ] PWP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:04.148931] [DEBUG] [LOCAL     ] Loaded configuration for PWP: 3 features, N/A% accuracy
[2025-12-02T20:52:04.148983] [INFO ] [LOCAL     ] PWP: Loaded 3 optimal features with 50.79% confidence from JSON config
[2025-12-02T20:52:04.149017] [DEBUG] [MAG       ] Building data for symbol: PWP with lookback: 0
[2025-12-02T20:52:04.149405] [DEBUG] [MAG       ] CCL: Last date is validated at 2025-12-02
[2025-12-02T20:52:04.149847] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:04.149907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:04.150776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:04.152981] [DEBUG] [MAG       ] SITE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:04.153296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:52:04.154458] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:04.268319] [DEBUG] [MAG       ] EDF: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:04.283349] [INFO ] [LOCAL     ] SITE: Saved forecast.
[2025-12-02T20:52:04.283413] [INFO ] [main      ] SITE: Signal=1 (Conf=100.0%), Magnitude=2.04% (Conf=42.1265%)
[2025-12-02T20:52:04.283742] [INFO ] [main      ] Fetching symbol history for BPYPO...
[2025-12-02T20:52:04.283801] [DEBUG] [REMOTE    ] BPYPO: Fetching historical data.
[2025-12-02T20:52:04.284671] [INFO ] [main      ] Progress: 58/965 forecasts completed (6.0%). SITE finished in 0.8s. ETA: 2m 35s. Rate: 350.47 forecasts/min
[2025-12-02T20:52:04.294907] [DEBUG] [REMOTE    ] BPYPO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:04.295866] [DEBUG] [LOCAL     ] Loaded configuration for BPYPO: 10 features, N/A% accuracy
[2025-12-02T20:52:04.295916] [INFO ] [LOCAL     ] BPYPO: Loaded 10 optimal features with 46.20% confidence from JSON config
[2025-12-02T20:52:04.295946] [DEBUG] [MAG       ] Building data for symbol: BPYPO with lookback: 0
[2025-12-02T20:52:04.296728] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-02T20:52:04.296788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:04.298554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:04.299067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:04.299440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:04.300234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:04.302646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:52:04.303320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:52:04.305117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:52:04.323140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:52:04.324443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:52:04.325892] [DEBUG] [MAG       ] CCL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:04.326261] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:04.382786] [INFO ] [LOCAL     ] EDF: Saved forecast.
[2025-12-02T20:52:04.382854] [INFO ] [main      ] EDF: Signal=1 (Conf=100.0%), Magnitude=0.00% (Conf=20.0937%)
[2025-12-02T20:52:04.383189] [INFO ] [main      ] Fetching symbol history for INTZ...
[2025-12-02T20:52:04.383237] [DEBUG] [REMOTE    ] INTZ: Fetching historical data.
[2025-12-02T20:52:04.383661] [INFO ] [main      ] Progress: 59/965 forecasts completed (6.1%). EDF finished in 0.6s. ETA: 2m 34s. Rate: 352.99 forecasts/min
[2025-12-02T20:52:04.394651] [DEBUG] [REMOTE    ] INTZ: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:04.395506] [DEBUG] [LOCAL     ] Loaded configuration for INTZ: 7 features, N/A% accuracy
[2025-12-02T20:52:04.395667] [INFO ] [LOCAL     ] INTZ: Loaded 7 optimal features with 39.49% confidence from JSON config
[2025-12-02T20:52:04.395770] [DEBUG] [MAG       ] Building data for symbol: INTZ with lookback: 0
[2025-12-02T20:52:04.396707] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:52:04.396770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:04.401468] [INFO ] [LOCAL     ] CCL: Saved forecast.
[2025-12-02T20:52:04.401532] [INFO ] [main      ] CCL: Signal=1 (Conf=100.0%), Magnitude=0.68% (Conf=46.0898%)
[2025-12-02T20:52:04.401750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:04.401968] [INFO ] [main      ] Fetching symbol history for NMAI...
[2025-12-02T20:52:04.402019] [DEBUG] [REMOTE    ] NMAI: Fetching historical data.
[2025-12-02T20:52:04.402666] [INFO ] [main      ] Progress: 60/965 forecasts completed (6.2%). CCL finished in 0.6s. ETA: 2m 32s. Rate: 358.30 forecasts/min
[2025-12-02T20:52:04.403505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:04.404448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:04.413934] [DEBUG] [REMOTE    ] NMAI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:04.415045] [DEBUG] [LOCAL     ] Loaded configuration for NMAI: 8 features, N/A% accuracy
[2025-12-02T20:52:04.415095] [INFO ] [LOCAL     ] NMAI: Loaded 8 optimal features with 45.97% confidence from JSON config
[2025-12-02T20:52:04.415125] [DEBUG] [MAG       ] Building data for symbol: NMAI with lookback: 0
[2025-12-02T20:52:04.415902] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:52:04.415961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:04.420606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:04.422313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:04.422781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:04.423196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:04.425478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:04.444498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:52:04.449385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:52:04.450520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:52:04.462954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:52:04.464007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:52:04.465587] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:04.469734] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:04.495523] [DEBUG] [MAG       ] PWP: Last date is validated at 2025-12-02
[2025-12-02T20:52:04.665841] [DEBUG] [MAG       ] PWP: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:04.678391] [DEBUG] [MAG       ] BPYPO: Last date is validated at 2025-12-02
[2025-12-02T20:52:04.743606] [INFO ] [LOCAL     ] PWP: Saved forecast.
[2025-12-02T20:52:04.743676] [INFO ] [main      ] PWP: Signal=1 (Conf=90.0%), Magnitude=0.21% (Conf=50.7922%)
[2025-12-02T20:52:04.744014] [INFO ] [main      ] Fetching symbol history for ABUS...
[2025-12-02T20:52:04.744062] [DEBUG] [REMOTE    ] ABUS: Fetching historical data.
[2025-12-02T20:52:04.745719] [INFO ] [main      ] Progress: 61/965 forecasts completed (6.3%). PWP finished in 0.6s. ETA: 2m 34s. Rate: 352.24 forecasts/min
[2025-12-02T20:52:04.754622] [DEBUG] [REMOTE    ] ABUS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:04.755619] [DEBUG] [LOCAL     ] Loaded configuration for ABUS: 5 features, N/A% accuracy
[2025-12-02T20:52:04.755670] [INFO ] [LOCAL     ] ABUS: Loaded 5 optimal features with 54.70% confidence from JSON config
[2025-12-02T20:52:04.755700] [DEBUG] [MAG       ] Building data for symbol: ABUS with lookback: 0
[2025-12-02T20:52:04.756446] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:04.756505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:04.758190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:04.758708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:04.759083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:52:04.793005] [DEBUG] [MAG       ] NMAI: Last date is validated at 2025-12-02
[2025-12-02T20:52:04.808353] [DEBUG] [MAG       ] INTZ: Last date is validated at 2025-12-02
[2025-12-02T20:52:04.844351] [DEBUG] [MAG       ] BPYPO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:04.866875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:52:04.869031] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:04.956766] [DEBUG] [MAG       ] NMAI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:04.974553] [DEBUG] [MAG       ] INTZ: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:04.974633] [INFO ] [LOCAL     ] BPYPO: Saved forecast.
[2025-12-02T20:52:04.974706] [INFO ] [main      ] BPYPO: Signal=1 (Conf=90.0%), Magnitude=0.28% (Conf=46.2004%)
[2025-12-02T20:52:04.975007] [INFO ] [main      ] Fetching symbol history for MBX...
[2025-12-02T20:52:04.975055] [DEBUG] [REMOTE    ] MBX: Fetching historical data.
[2025-12-02T20:52:04.975913] [INFO ] [main      ] Progress: 62/965 forecasts completed (6.4%). BPYPO finished in 0.7s. ETA: 2m 35s. Rate: 350.26 forecasts/min
[2025-12-02T20:52:04.986363] [DEBUG] [REMOTE    ] MBX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:04.987247] [DEBUG] [LOCAL     ] Loaded configuration for MBX: 2 features, N/A% accuracy
[2025-12-02T20:52:04.987296] [INFO ] [LOCAL     ] MBX: Loaded 2 optimal features with 50.48% confidence from JSON config
[2025-12-02T20:52:04.987327] [DEBUG] [MAG       ] Building data for symbol: MBX with lookback: 0
[2025-12-02T20:52:04.988137] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:52:04.988195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:52:04.989358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:52:04.995271] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:05.020883] [INFO ] [LOCAL     ] NMAI: Saved forecast.
[2025-12-02T20:52:05.020949] [INFO ] [main      ] NMAI: Signal=1 (Conf=90.0%), Magnitude=0.18% (Conf=45.9679%)
[2025-12-02T20:52:05.021106] [INFO ] [main      ] Fetching symbol history for NWSA...
[2025-12-02T20:52:05.021147] [DEBUG] [REMOTE    ] NWSA: Fetching historical data.
[2025-12-02T20:52:05.022348] [INFO ] [main      ] Progress: 63/965 forecasts completed (6.5%). NMAI finished in 0.6s. ETA: 2m 33s. Rate: 354.36 forecasts/min
[2025-12-02T20:52:05.033131] [DEBUG] [REMOTE    ] NWSA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:05.033939] [DEBUG] [LOCAL     ] Loaded configuration for NWSA: 10 features, N/A% accuracy
[2025-12-02T20:52:05.033988] [INFO ] [LOCAL     ] NWSA: Loaded 10 optimal features with 43.09% confidence from JSON config
[2025-12-02T20:52:05.034018] [DEBUG] [MAG       ] Building data for symbol: NWSA with lookback: 0
[2025-12-02T20:52:05.034786] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-02T20:52:05.034850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:05.039514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:52:05.040753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:52:05.042719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:52:05.046857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:52:05.048300] [INFO ] [LOCAL     ] INTZ: Saved forecast.
[2025-12-02T20:52:05.048368] [INFO ] [main      ] INTZ: Signal=1 (Conf=90.0%), Magnitude=0.04% (Conf=39.4929%)
[2025-12-02T20:52:05.048358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:52:05.048732] [INFO ] [main      ] Fetching symbol history for KKRS...
[2025-12-02T20:52:05.048782] [DEBUG] [REMOTE    ] KKRS: Fetching historical data.
[2025-12-02T20:52:05.049114] [INFO ] [main      ] Progress: 64/965 forecasts completed (6.6%). INTZ finished in 0.7s. ETA: 2m 31s. Rate: 359.08 forecasts/min
[2025-12-02T20:52:05.049028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:05.050832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:05.051269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:52:05.052307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:52:05.054335] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:05.059161] [DEBUG] [REMOTE    ] KKRS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:05.060180] [DEBUG] [LOCAL     ] Loaded configuration for KKRS: 5 features, N/A% accuracy
[2025-12-02T20:52:05.060231] [INFO ] [LOCAL     ] KKRS: Loaded 5 optimal features with 61.50% confidence from JSON config
[2025-12-02T20:52:05.060262] [DEBUG] [MAG       ] Building data for symbol: KKRS with lookback: 0
[2025-12-02T20:52:05.061045] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:05.061104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:05.062751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:05.063245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:05.063643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:52:05.067751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:52:05.068941] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:05.201942] [DEBUG] [MAG       ] ABUS: Last date is validated at 2025-12-02
[2025-12-02T20:52:05.328459] [DEBUG] [MAG       ] MBX: Last date is validated at 2025-12-02
[2025-12-02T20:52:05.368888] [DEBUG] [MAG       ] ABUS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:05.381668] [DEBUG] [MAG       ] NWSA: Last date is validated at 2025-12-02
[2025-12-02T20:52:05.407748] [DEBUG] [MAG       ] KKRS: Last date is validated at 2025-12-02
[2025-12-02T20:52:05.426775] [INFO ] [LOCAL     ] ABUS: Saved forecast.
[2025-12-02T20:52:05.426846] [INFO ] [main      ] ABUS: Signal=1 (Conf=90.0%), Magnitude=-0.61% (Conf=54.6981%)
[2025-12-02T20:52:05.427265] [INFO ] [main      ] Fetching symbol history for ALGM...
[2025-12-02T20:52:05.427314] [DEBUG] [REMOTE    ] ALGM: Fetching historical data.
[2025-12-02T20:52:05.427648] [INFO ] [main      ] Progress: 65/965 forecasts completed (6.7%). ABUS finished in 0.7s. ETA: 2m 33s. Rate: 352.22 forecasts/min
[2025-12-02T20:52:05.438911] [DEBUG] [REMOTE    ] ALGM: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:05.439758] [DEBUG] [LOCAL     ] Loaded configuration for ALGM: 4 features, N/A% accuracy
[2025-12-02T20:52:05.439811] [INFO ] [LOCAL     ] ALGM: Loaded 4 optimal features with 64.57% confidence from JSON config
[2025-12-02T20:52:05.439843] [DEBUG] [MAG       ] Building data for symbol: ALGM with lookback: 0
[2025-12-02T20:52:05.440600] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:05.440679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:05.445367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:05.446175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:05.484225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:52:05.485604] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:05.496840] [DEBUG] [MAG       ] MBX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:05.545883] [DEBUG] [MAG       ] NWSA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:05.578422] [DEBUG] [MAG       ] KKRS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:05.587774] [INFO ] [LOCAL     ] MBX: Saved forecast.
[2025-12-02T20:52:05.587853] [INFO ] [main      ] MBX: Signal=1 (Conf=90.0%), Magnitude=-3.19% (Conf=50.4812%)
[2025-12-02T20:52:05.588225] [INFO ] [main      ] Fetching symbol history for CMRE...
[2025-12-02T20:52:05.588275] [DEBUG] [REMOTE    ] CMRE: Fetching historical data.
[2025-12-02T20:52:05.588248] [INFO ] [main      ] Progress: 66/965 forecasts completed (6.8%). MBX finished in 0.6s. ETA: 2m 33s. Rate: 352.53 forecasts/min
[2025-12-02T20:52:05.600128] [DEBUG] [REMOTE    ] CMRE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:05.601018] [DEBUG] [LOCAL     ] Loaded configuration for CMRE: 7 features, N/A% accuracy
[2025-12-02T20:52:05.601067] [INFO ] [LOCAL     ] CMRE: Loaded 7 optimal features with 49.75% confidence from JSON config
[2025-12-02T20:52:05.601097] [DEBUG] [MAG       ] Building data for symbol: CMRE with lookback: 0
[2025-12-02T20:52:05.601871] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:52:05.601929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:05.606612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:05.609020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:52:05.628744] [INFO ] [LOCAL     ] NWSA: Saved forecast.
[2025-12-02T20:52:05.628822] [INFO ] [main      ] NWSA: Signal=1 (Conf=90.0%), Magnitude=-0.34% (Conf=43.0879%)
[2025-12-02T20:52:05.629280] [INFO ] [main      ] Progress: 67/965 forecasts completed (6.9%). NWSA finished in 0.6s. ETA: 2m 31s. Rate: 356.57 forecasts/min
[2025-12-02T20:52:05.629488] [INFO ] [main      ] Fetching symbol history for BYRN...
[2025-12-02T20:52:05.629538] [DEBUG] [REMOTE    ] BYRN: Fetching historical data.
[2025-12-02T20:52:05.637405] [INFO ] [LOCAL     ] KKRS: Saved forecast.
[2025-12-02T20:52:05.637471] [INFO ] [main      ] KKRS: Signal=1 (Conf=90.0%), Magnitude=0.15% (Conf=61.5009%)
[2025-12-02T20:52:05.637824] [INFO ] [main      ] Fetching symbol history for PVH...
[2025-12-02T20:52:05.637873] [DEBUG] [REMOTE    ] PVH: Fetching historical data.
[2025-12-02T20:52:05.639659] [INFO ] [main      ] Progress: 68/965 forecasts completed (7.0%). KKRS finished in 0.6s. ETA: 2m 29s. Rate: 361.56 forecasts/min
[2025-12-02T20:52:05.642272] [DEBUG] [REMOTE    ] BYRN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:05.643274] [DEBUG] [LOCAL     ] Loaded configuration for BYRN: 5 features, N/A% accuracy
[2025-12-02T20:52:05.643325] [INFO ] [LOCAL     ] BYRN: Loaded 5 optimal features with 52.32% confidence from JSON config
[2025-12-02T20:52:05.643355] [DEBUG] [MAG       ] Building data for symbol: BYRN with lookback: 0
[2025-12-02T20:52:05.644164] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:05.644223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:05.648489] [DEBUG] [REMOTE    ] PVH: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:05.649268] [DEBUG] [LOCAL     ] Loaded configuration for PVH: 2 features, N/A% accuracy
[2025-12-02T20:52:05.649317] [INFO ] [LOCAL     ] PVH: Loaded 2 optimal features with 47.33% confidence from JSON config
[2025-12-02T20:52:05.649358] [DEBUG] [MAG       ] Building data for symbol: PVH with lookback: 0
[2025-12-02T20:52:05.649099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:05.650119] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:52:05.650175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:05.651349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:05.651829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:05.654150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:52:05.654821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:52:05.656499] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:05.711373] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:05.719614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:52:05.721558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:52:05.770441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:52:05.773211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:52:05.774262] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:05.913283] [DEBUG] [MAG       ] ALGM: Last date is validated at 2025-12-02
[2025-12-02T20:52:06.079493] [DEBUG] [MAG       ] ALGM: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:06.084550] [DEBUG] [MAG       ] PVH: Last date is validated at 2025-12-02
[2025-12-02T20:52:06.136963] [DEBUG] [MAG       ] BYRN: Last date is validated at 2025-12-02
[2025-12-02T20:52:06.166074] [INFO ] [LOCAL     ] ALGM: Saved forecast.
[2025-12-02T20:52:06.166138] [INFO ] [main      ] ALGM: Signal=1 (Conf=90.0%), Magnitude=7.52% (Conf=64.5681%)
[2025-12-02T20:52:06.166463] [INFO ] [main      ] Fetching symbol history for GL...
[2025-12-02T20:52:06.166514] [DEBUG] [REMOTE    ] GL: Fetching historical data.
[2025-12-02T20:52:06.166649] [INFO ] [main      ] Progress: 69/965 forecasts completed (7.2%). ALGM finished in 0.7s. ETA: 2m 33s. Rate: 350.50 forecasts/min
[2025-12-02T20:52:06.178228] [DEBUG] [REMOTE    ] GL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:06.179213] [DEBUG] [LOCAL     ] Loaded configuration for GL: 2 features, N/A% accuracy
[2025-12-02T20:52:06.179264] [INFO ] [LOCAL     ] GL: Loaded 2 optimal features with 50.10% confidence from JSON config
[2025-12-02T20:52:06.179295] [DEBUG] [MAG       ] Building data for symbol: GL with lookback: 0
[2025-12-02T20:52:06.180376] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:52:06.180432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:06.185066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:52:06.186734] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:06.193905] [DEBUG] [MAG       ] CMRE: Last date is validated at 2025-12-02
[2025-12-02T20:52:06.261149] [DEBUG] [MAG       ] PVH: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:06.304722] [DEBUG] [MAG       ] BYRN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:06.363130] [DEBUG] [MAG       ] CMRE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:06.381071] [INFO ] [LOCAL     ] PVH: Saved forecast.
[2025-12-02T20:52:06.381152] [INFO ] [main      ] PVH: Signal=1 (Conf=90.0%), Magnitude=3.60% (Conf=47.3298%)
[2025-12-02T20:52:06.381312] [INFO ] [main      ] Fetching symbol history for KURA...
[2025-12-02T20:52:06.381357] [DEBUG] [REMOTE    ] KURA: Fetching historical data.
[2025-12-02T20:52:06.381889] [INFO ] [main      ] Progress: 70/965 forecasts completed (7.3%). PVH finished in 0.7s. ETA: 2m 34s. Rate: 349.22 forecasts/min
[2025-12-02T20:52:06.393634] [DEBUG] [REMOTE    ] KURA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:06.394484] [DEBUG] [LOCAL     ] Loaded configuration for KURA: 2 features, N/A% accuracy
[2025-12-02T20:52:06.394535] [INFO ] [LOCAL     ] KURA: Loaded 2 optimal features with 54.42% confidence from JSON config
[2025-12-02T20:52:06.394565] [DEBUG] [MAG       ] Building data for symbol: KURA with lookback: 0
[2025-12-02T20:52:06.395322] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:52:06.395377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:52:06.397687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:06.399430] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:06.400746] [INFO ] [LOCAL     ] BYRN: Saved forecast.
[2025-12-02T20:52:06.400808] [INFO ] [main      ] BYRN: Signal=1 (Conf=90.0%), Magnitude=0.32% (Conf=52.3208%)
[2025-12-02T20:52:06.401142] [INFO ] [main      ] Progress: 71/965 forecasts completed (7.4%). BYRN finished in 0.8s. ETA: 2m 32s. Rate: 353.64 forecasts/min
[2025-12-02T20:52:06.401254] [INFO ] [main      ] Fetching symbol history for FOLD...
[2025-12-02T20:52:06.401295] [DEBUG] [REMOTE    ] FOLD: Fetching historical data.
[2025-12-02T20:52:06.412539] [DEBUG] [REMOTE    ] FOLD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:06.413369] [DEBUG] [LOCAL     ] Loaded configuration for FOLD: 4 features, N/A% accuracy
[2025-12-02T20:52:06.413425] [INFO ] [LOCAL     ] FOLD: Loaded 4 optimal features with 58.75% confidence from JSON config
[2025-12-02T20:52:06.413457] [DEBUG] [MAG       ] Building data for symbol: FOLD with lookback: 0
[2025-12-02T20:52:06.414266] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:06.414326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:06.419245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:06.421049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:06.421527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:06.422432] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:06.432399] [INFO ] [LOCAL     ] CMRE: Saved forecast.
[2025-12-02T20:52:06.432466] [INFO ] [main      ] CMRE: Signal=1 (Conf=90.0%), Magnitude=-1.43% (Conf=49.7533%)
[2025-12-02T20:52:06.432921] [INFO ] [main      ] Fetching symbol history for LINE...
[2025-12-02T20:52:06.432975] [DEBUG] [REMOTE    ] LINE: Fetching historical data.
[2025-12-02T20:52:06.433650] [INFO ] [main      ] Progress: 72/965 forecasts completed (7.5%). CMRE finished in 0.8s. ETA: 2m 30s. Rate: 357.66 forecasts/min
[2025-12-02T20:52:06.444952] [DEBUG] [REMOTE    ] LINE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:06.445866] [DEBUG] [LOCAL     ] Loaded configuration for LINE: 3 features, N/A% accuracy
[2025-12-02T20:52:06.446234] [INFO ] [LOCAL     ] LINE: Loaded 3 optimal features with 66.96% confidence from JSON config
[2025-12-02T20:52:06.446269] [DEBUG] [MAG       ] Building data for symbol: LINE with lookback: 0
[2025-12-02T20:52:06.447105] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:06.447161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:52:06.494097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:52:06.496632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:52:06.498248] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:06.525881] [DEBUG] [MAG       ] GL: Last date is validated at 2025-12-02
[2025-12-02T20:52:06.696988] [DEBUG] [MAG       ] GL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:06.748784] [DEBUG] [MAG       ] KURA: Last date is validated at 2025-12-02
[2025-12-02T20:52:06.758358] [DEBUG] [MAG       ] FOLD: Last date is validated at 2025-12-02
[2025-12-02T20:52:06.793306] [INFO ] [LOCAL     ] GL: Saved forecast.
[2025-12-02T20:52:06.793373] [INFO ] [main      ] GL: Signal=1 (Conf=90.0%), Magnitude=-2.13% (Conf=50.0981%)
[2025-12-02T20:52:06.793742] [INFO ] [main      ] Fetching symbol history for CARS...
[2025-12-02T20:52:06.793792] [DEBUG] [REMOTE    ] CARS: Fetching historical data.
[2025-12-02T20:52:06.794653] [INFO ] [main      ] Progress: 73/965 forecasts completed (7.6%). GL finished in 0.6s. ETA: 2m 32s. Rate: 352.10 forecasts/min
[2025-12-02T20:52:06.805100] [DEBUG] [REMOTE    ] CARS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:06.806008] [DEBUG] [LOCAL     ] Loaded configuration for CARS: 2 features, N/A% accuracy
[2025-12-02T20:52:06.806061] [INFO ] [LOCAL     ] CARS: Loaded 2 optimal features with 47.87% confidence from JSON config
[2025-12-02T20:52:06.806092] [DEBUG] [MAG       ] Building data for symbol: CARS with lookback: 0
[2025-12-02T20:52:06.806881] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:52:06.806939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:06.808696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:06.809193] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:06.829848] [DEBUG] [MAG       ] LINE: Last date is validated at 2025-12-02
[2025-12-02T20:52:06.922455] [DEBUG] [MAG       ] KURA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:06.926098] [DEBUG] [MAG       ] FOLD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:06.987513] [INFO ] [LOCAL     ] FOLD: Saved forecast.
[2025-12-02T20:52:06.987597] [INFO ] [main      ] FOLD: Signal=1 (Conf=90.0%), Magnitude=-5.38% (Conf=58.7518%)
[2025-12-02T20:52:06.987777] [INFO ] [main      ] Fetching symbol history for GPIX...
[2025-12-02T20:52:06.987824] [DEBUG] [REMOTE    ] GPIX: Fetching historical data.
[2025-12-02T20:52:06.989083] [INFO ] [main      ] Progress: 74/965 forecasts completed (7.7%). FOLD finished in 0.6s. ETA: 2m 32s. Rate: 351.43 forecasts/min
[2025-12-02T20:52:06.993834] [INFO ] [LOCAL     ] KURA: Saved forecast.
[2025-12-02T20:52:06.993900] [INFO ] [main      ] KURA: Signal=1 (Conf=90.0%), Magnitude=-1.72% (Conf=54.425%)
[2025-12-02T20:52:06.994236] [INFO ] [main      ] Fetching symbol history for MA...
[2025-12-02T20:52:06.994284] [DEBUG] [REMOTE    ] MA: Fetching historical data.
[2025-12-02T20:52:06.994628] [INFO ] [main      ] Progress: 75/965 forecasts completed (7.8%). KURA finished in 0.6s. ETA: 2m 30s. Rate: 356.03 forecasts/min
[2025-12-02T20:52:06.999343] [DEBUG] [REMOTE    ] GPIX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:07.000160] [DEBUG] [LOCAL     ] Loaded configuration for GPIX: 7 features, N/A% accuracy
[2025-12-02T20:52:07.000209] [INFO ] [LOCAL     ] GPIX: Loaded 7 optimal features with 73.62% confidence from JSON config
[2025-12-02T20:52:07.000240] [DEBUG] [MAG       ] Building data for symbol: GPIX with lookback: 0
[2025-12-02T20:52:07.001023] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:52:07.001084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:07.002273] [DEBUG] [MAG       ] LINE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:07.005704] [DEBUG] [REMOTE    ] MA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:07.005799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:07.006453] [DEBUG] [LOCAL     ] Loaded configuration for MA: 2 features, N/A% accuracy
[2025-12-02T20:52:07.006503] [INFO ] [LOCAL     ] MA: Loaded 2 optimal features with 57.44% confidence from JSON config
[2025-12-02T20:52:07.006532] [DEBUG] [MAG       ] Building data for symbol: MA with lookback: 0
[2025-12-02T20:52:07.007270] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:52:07.007518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:07.007517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:07.008032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:07.008411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:07.009298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:07.011662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:52:07.012285] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:07.012321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:52:07.015050] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:07.090020] [INFO ] [LOCAL     ] LINE: Saved forecast.
[2025-12-02T20:52:07.090082] [INFO ] [main      ] LINE: Signal=1 (Conf=90.0%), Magnitude=1.86% (Conf=66.9571%)
[2025-12-02T20:52:07.090498] [INFO ] [main      ] Fetching symbol history for FRPH...
[2025-12-02T20:52:07.090547] [DEBUG] [REMOTE    ] FRPH: Fetching historical data.
[2025-12-02T20:52:07.090661] [INFO ] [main      ] Progress: 76/965 forecasts completed (7.9%). LINE finished in 0.7s. ETA: 2m 29s. Rate: 358.05 forecasts/min
[2025-12-02T20:52:07.101227] [DEBUG] [REMOTE    ] FRPH: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:07.102241] [DEBUG] [LOCAL     ] Loaded configuration for FRPH: 3 features, N/A% accuracy
[2025-12-02T20:52:07.102291] [INFO ] [LOCAL     ] FRPH: Loaded 3 optimal features with 53.28% confidence from JSON config
[2025-12-02T20:52:07.102322] [DEBUG] [MAG       ] Building data for symbol: FRPH with lookback: 0
[2025-12-02T20:52:07.103093] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:07.103150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:07.103857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:07.104686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:52:07.107620] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:07.147943] [DEBUG] [MAG       ] CARS: Last date is validated at 2025-12-02
[2025-12-02T20:52:07.315755] [DEBUG] [MAG       ] CARS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:07.349895] [DEBUG] [MAG       ] GPIX: Last date is validated at 2025-12-02
[2025-12-02T20:52:07.359742] [DEBUG] [MAG       ] MA: Last date is validated at 2025-12-02
[2025-12-02T20:52:07.384633] [INFO ] [LOCAL     ] CARS: Saved forecast.
[2025-12-02T20:52:07.384698] [INFO ] [main      ] CARS: Signal=1 (Conf=90.0%), Magnitude=7.33% (Conf=47.8687%)
[2025-12-02T20:52:07.385074] [INFO ] [main      ] Progress: 77/965 forecasts completed (8.0%). CARS finished in 0.6s. ETA: 2m 30s. Rate: 354.57 forecasts/min
[2025-12-02T20:52:07.385204] [INFO ] [main      ] Fetching symbol history for OBK...
[2025-12-02T20:52:07.385245] [DEBUG] [REMOTE    ] OBK: Fetching historical data.
[2025-12-02T20:52:07.397047] [DEBUG] [REMOTE    ] OBK: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:07.397870] [DEBUG] [LOCAL     ] Loaded configuration for OBK: 8 features, N/A% accuracy
[2025-12-02T20:52:07.397926] [INFO ] [LOCAL     ] OBK: Loaded 8 optimal features with 43.67% confidence from JSON config
[2025-12-02T20:52:07.397958] [DEBUG] [MAG       ] Building data for symbol: OBK with lookback: 0
[2025-12-02T20:52:07.398787] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:52:07.398848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:07.403788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:07.405642] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:07.406135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:07.406660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:07.407051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:07.407940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:07.410382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:52:07.412397] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:07.455739] [DEBUG] [MAG       ] FRPH: Last date is validated at 2025-12-02
[2025-12-02T20:52:07.516059] [DEBUG] [MAG       ] GPIX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:07.533211] [DEBUG] [MAG       ] MA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:07.591538] [INFO ] [LOCAL     ] GPIX: Saved forecast.
[2025-12-02T20:52:07.591619] [INFO ] [main      ] GPIX: Signal=1 (Conf=90.0%), Magnitude=0.04% (Conf=73.6211%)
[2025-12-02T20:52:07.591964] [INFO ] [main      ] Fetching symbol history for LASE...
[2025-12-02T20:52:07.592012] [DEBUG] [REMOTE    ] LASE: Fetching historical data.
[2025-12-02T20:52:07.593696] [INFO ] [main      ] Progress: 78/965 forecasts completed (8.1%). GPIX finished in 0.6s. ETA: 2m 31s. Rate: 353.51 forecasts/min
[2025-12-02T20:52:07.603265] [DEBUG] [REMOTE    ] LASE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:07.604144] [DEBUG] [LOCAL     ] Loaded configuration for LASE: 2 features, N/A% accuracy
[2025-12-02T20:52:07.604193] [INFO ] [LOCAL     ] LASE: Loaded 2 optimal features with 59.73% confidence from JSON config
[2025-12-02T20:52:07.604223] [DEBUG] [MAG       ] Building data for symbol: LASE with lookback: 0
[2025-12-02T20:52:07.604997] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:52:07.605053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:07.607350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:07.633615] [DEBUG] [MAG       ] FRPH: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:07.645299] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:07.675880] [INFO ] [LOCAL     ] MA: Saved forecast.
[2025-12-02T20:52:07.675948] [INFO ] [main      ] MA: Signal=1 (Conf=90.0%), Magnitude=2.46% (Conf=57.4444%)
[2025-12-02T20:52:07.676309] [INFO ] [main      ] Fetching symbol history for CTRA...
[2025-12-02T20:52:07.676358] [DEBUG] [REMOTE    ] CTRA: Fetching historical data.
[2025-12-02T20:52:07.676655] [INFO ] [main      ] Progress: 79/965 forecasts completed (8.2%). MA finished in 0.7s. ETA: 2m 29s. Rate: 355.81 forecasts/min
[2025-12-02T20:52:07.688865] [DEBUG] [REMOTE    ] CTRA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:07.689810] [DEBUG] [LOCAL     ] Loaded configuration for CTRA: 9 features, N/A% accuracy
[2025-12-02T20:52:07.689863] [INFO ] [LOCAL     ] CTRA: Loaded 9 optimal features with 46.89% confidence from JSON config
[2025-12-02T20:52:07.689894] [DEBUG] [MAG       ] Building data for symbol: CTRA with lookback: 0
[2025-12-02T20:52:07.690872] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:52:07.690933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:07.695637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:07.697401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:07.697888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:07.698294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:52:07.699180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:52:07.699839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:52:07.703306] [INFO ] [LOCAL     ] FRPH: Saved forecast.
[2025-12-02T20:52:07.703377] [INFO ] [main      ] FRPH: Signal=1 (Conf=90.0%), Magnitude=-0.73% (Conf=53.2826%)
[2025-12-02T20:52:07.703739] [INFO ] [main      ] Fetching symbol history for LQDA...
[2025-12-02T20:52:07.703798] [DEBUG] [REMOTE    ] LQDA: Fetching historical data.
[2025-12-02T20:52:07.704063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:52:07.704872] [INFO ] [main      ] Progress: 80/965 forecasts completed (8.3%). FRPH finished in 0.6s. ETA: 2m 28s. Rate: 359.56 forecasts/min
[2025-12-02T20:52:07.705377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:52:07.706058] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:07.715730] [DEBUG] [REMOTE    ] LQDA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:07.716733] [DEBUG] [LOCAL     ] Loaded configuration for LQDA: 4 features, N/A% accuracy
[2025-12-02T20:52:07.716785] [INFO ] [LOCAL     ] LQDA: Loaded 4 optimal features with 56.29% confidence from JSON config
[2025-12-02T20:52:07.716817] [DEBUG] [MAG       ] Building data for symbol: LQDA with lookback: 0
[2025-12-02T20:52:07.717626] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:07.717684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:07.720214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:52:07.721070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:52:07.722988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:52:07.725332] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:07.751932] [DEBUG] [MAG       ] OBK: Last date is validated at 2025-12-02
[2025-12-02T20:52:07.918734] [DEBUG] [MAG       ] OBK: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:07.981078] [DEBUG] [MAG       ] LASE: Last date is validated at 2025-12-02
[2025-12-02T20:52:08.008410] [INFO ] [LOCAL     ] OBK: Saved forecast.
[2025-12-02T20:52:08.008477] [INFO ] [main      ] OBK: Signal=1 (Conf=90.0%), Magnitude=-1.72% (Conf=43.6654%)
[2025-12-02T20:52:08.008830] [INFO ] [main      ] Fetching symbol history for FUND...
[2025-12-02T20:52:08.008882] [DEBUG] [REMOTE    ] FUND: Fetching historical data.
[2025-12-02T20:52:08.009647] [INFO ] [main      ] Progress: 81/965 forecasts completed (8.4%). OBK finished in 0.6s. ETA: 2m 29s. Rate: 355.92 forecasts/min
[2025-12-02T20:52:08.019312] [DEBUG] [REMOTE    ] FUND: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:08.020409] [DEBUG] [LOCAL     ] Loaded configuration for FUND: 0 features, N/A% accuracy
[2025-12-02T20:52:08.020462] [INFO ] [LOCAL     ] FUND: Loaded 0 optimal features with 39.62% confidence from JSON config
[2025-12-02T20:52:08.020494] [DEBUG] [MAG       ] Building data for symbol: FUND with lookback: 0
[2025-12-02T20:52:08.021275] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-02T20:52:08.035286] [DEBUG] [MAG       ] CTRA: Last date is validated at 2025-12-02
[2025-12-02T20:52:08.079704] [DEBUG] [MAG       ] LQDA: Last date is validated at 2025-12-02
[2025-12-02T20:52:08.147402] [DEBUG] [MAG       ] LASE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:08.201253] [DEBUG] [MAG       ] CTRA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:08.228707] [INFO ] [LOCAL     ] LASE: Saved forecast.
[2025-12-02T20:52:08.228778] [INFO ] [main      ] LASE: Signal=1 (Conf=90.0%), Magnitude=1.48% (Conf=59.7292%)
[2025-12-02T20:52:08.229128] [INFO ] [main      ] Fetching symbol history for LMBS...
[2025-12-02T20:52:08.229176] [DEBUG] [REMOTE    ] LMBS: Fetching historical data.
[2025-12-02T20:52:08.229659] [INFO ] [main      ] Progress: 82/965 forecasts completed (8.5%). LASE finished in 0.6s. ETA: 2m 29s. Rate: 354.61 forecasts/min
[2025-12-02T20:52:08.240222] [DEBUG] [REMOTE    ] LMBS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:08.241314] [DEBUG] [LOCAL     ] Loaded configuration for LMBS: 4 features, N/A% accuracy
[2025-12-02T20:52:08.241364] [INFO ] [LOCAL     ] LMBS: Loaded 4 optimal features with 46.91% confidence from JSON config
[2025-12-02T20:52:08.241404] [DEBUG] [MAG       ] Building data for symbol: LMBS with lookback: 0
[2025-12-02T20:52:08.242188] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:08.242247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:08.247309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:08.249441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:08.249918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:08.250291] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:08.256692] [DEBUG] [MAG       ] LQDA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:08.283474] [INFO ] [LOCAL     ] CTRA: Saved forecast.
[2025-12-02T20:52:08.283555] [INFO ] [main      ] CTRA: Signal=1 (Conf=90.0%), Magnitude=-3.05% (Conf=46.8873%)
[2025-12-02T20:52:08.283999] [INFO ] [main      ] Fetching symbol history for DVAX...
[2025-12-02T20:52:08.284057] [DEBUG] [REMOTE    ] DVAX: Fetching historical data.
[2025-12-02T20:52:08.284647] [INFO ] [main      ] Progress: 83/965 forecasts completed (8.6%). CTRA finished in 0.6s. ETA: 2m 28s. Rate: 357.51 forecasts/min
[2025-12-02T20:52:08.299000] [DEBUG] [REMOTE    ] DVAX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:08.299902] [DEBUG] [LOCAL     ] Loaded configuration for DVAX: 5 features, N/A% accuracy
[2025-12-02T20:52:08.299957] [INFO ] [LOCAL     ] DVAX: Loaded 5 optimal features with 44.47% confidence from JSON config
[2025-12-02T20:52:08.299988] [DEBUG] [MAG       ] Building data for symbol: DVAX with lookback: 0
[2025-12-02T20:52:08.300819] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:08.300880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:08.307661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:08.310128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:08.310773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:08.311275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:08.311777] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:08.341999] [INFO ] [LOCAL     ] LQDA: Saved forecast.
[2025-12-02T20:52:08.342067] [INFO ] [main      ] LQDA: Signal=1 (Conf=90.0%), Magnitude=-0.41% (Conf=56.2886%)
[2025-12-02T20:52:08.342453] [INFO ] [main      ] Fetching symbol history for CECO...
[2025-12-02T20:52:08.342515] [DEBUG] [REMOTE    ] CECO: Fetching historical data.
[2025-12-02T20:52:08.343655] [INFO ] [main      ] Progress: 84/965 forecasts completed (8.7%). LQDA finished in 0.6s. ETA: 2m 27s. Rate: 360.29 forecasts/min
[2025-12-02T20:52:08.355497] [DEBUG] [REMOTE    ] CECO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:08.356423] [DEBUG] [LOCAL     ] Loaded configuration for CECO: 7 features, N/A% accuracy
[2025-12-02T20:52:08.356475] [INFO ] [LOCAL     ] CECO: Loaded 7 optimal features with 56.33% confidence from JSON config
[2025-12-02T20:52:08.356507] [DEBUG] [MAG       ] Building data for symbol: CECO with lookback: 0
[2025-12-02T20:52:08.357503] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:52:08.357564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:08.358803] [DEBUG] [MAG       ] FUND: Last date is validated at 2025-12-02
[2025-12-02T20:52:08.362697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:08.364823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:08.365296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:08.365705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:08.368140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:52:08.369117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:52:08.370168] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:08.525481] [DEBUG] [MAG       ] FUND: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:08.575620] [INFO ] [LOCAL     ] FUND: Saved forecast.
[2025-12-02T20:52:08.575688] [INFO ] [main      ] FUND: Signal=1 (Conf=90.0%), Magnitude=-0.11% (Conf=39.6219%)
[2025-12-02T20:52:08.576006] [INFO ] [main      ] Progress: 85/965 forecasts completed (8.8%). FUND finished in 0.6s. ETA: 2m 27s. Rate: 358.63 forecasts/min
[2025-12-02T20:52:08.576119] [INFO ] [main      ] Fetching symbol history for CADL...
[2025-12-02T20:52:08.576161] [DEBUG] [REMOTE    ] CADL: Fetching historical data.
[2025-12-02T20:52:08.586073] [DEBUG] [MAG       ] LMBS: Last date is validated at 2025-12-02
[2025-12-02T20:52:08.587680] [DEBUG] [REMOTE    ] CADL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:08.591344] [DEBUG] [LOCAL     ] Loaded configuration for CADL: 5 features, N/A% accuracy
[2025-12-02T20:52:08.591399] [INFO ] [LOCAL     ] CADL: Loaded 5 optimal features with 55.01% confidence from JSON config
[2025-12-02T20:52:08.591431] [DEBUG] [MAG       ] Building data for symbol: CADL with lookback: 0
[2025-12-02T20:52:08.592228] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:08.592289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:08.594023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:08.594519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:08.596899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:52:08.597860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:52:08.616018] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:08.675337] [DEBUG] [MAG       ] DVAX: Last date is validated at 2025-12-02
[2025-12-02T20:52:08.723997] [DEBUG] [MAG       ] CECO: Last date is validated at 2025-12-02
[2025-12-02T20:52:08.753992] [DEBUG] [MAG       ] LMBS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:08.808514] [INFO ] [LOCAL     ] LMBS: Saved forecast.
[2025-12-02T20:52:08.808595] [INFO ] [main      ] LMBS: Signal=1 (Conf=90.0%), Magnitude=-0.01% (Conf=46.9091%)
[2025-12-02T20:52:08.808955] [INFO ] [main      ] Fetching symbol history for DKNG...
[2025-12-02T20:52:08.809014] [DEBUG] [REMOTE    ] DKNG: Fetching historical data.
[2025-12-02T20:52:08.809656] [INFO ] [main      ] Progress: 86/965 forecasts completed (8.9%). LMBS finished in 0.6s. ETA: 2m 28s. Rate: 356.98 forecasts/min
[2025-12-02T20:52:08.821113] [DEBUG] [REMOTE    ] DKNG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:08.822058] [DEBUG] [LOCAL     ] Loaded configuration for DKNG: 5 features, N/A% accuracy
[2025-12-02T20:52:08.822109] [INFO ] [LOCAL     ] DKNG: Loaded 5 optimal features with 53.89% confidence from JSON config
[2025-12-02T20:52:08.822140] [DEBUG] [MAG       ] Building data for symbol: DKNG with lookback: 0
[2025-12-02T20:52:08.822907] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:08.822965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:08.831422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:08.833193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:08.833665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:08.834038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:52:08.835107] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:08.852301] [DEBUG] [MAG       ] DVAX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:08.889491] [DEBUG] [MAG       ] CECO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:08.918909] [INFO ] [LOCAL     ] DVAX: Saved forecast.
[2025-12-02T20:52:08.918979] [INFO ] [main      ] DVAX: Signal=1 (Conf=90.0%), Magnitude=-0.03% (Conf=44.465%)
[2025-12-02T20:52:08.919142] [INFO ] [main      ] Fetching symbol history for CODA...
[2025-12-02T20:52:08.919188] [DEBUG] [REMOTE    ] CODA: Fetching historical data.
[2025-12-02T20:52:08.920644] [INFO ] [main      ] Progress: 87/965 forecasts completed (9.0%). DVAX finished in 0.6s. ETA: 2m 27s. Rate: 358.38 forecasts/min
[2025-12-02T20:52:08.929696] [DEBUG] [REMOTE    ] CODA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:08.930869] [DEBUG] [LOCAL     ] Loaded configuration for CODA: 6 features, N/A% accuracy
[2025-12-02T20:52:08.930921] [INFO ] [LOCAL     ] CODA: Loaded 6 optimal features with 51.95% confidence from JSON config
[2025-12-02T20:52:08.930953] [DEBUG] [MAG       ] Building data for symbol: CODA with lookback: 0
[2025-12-02T20:52:08.931755] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:08.931817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:08.936715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:08.937537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:08.939989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:52:08.953427] [DEBUG] [MAG       ] CADL: Last date is validated at 2025-12-02
[2025-12-02T20:52:08.977412] [INFO ] [LOCAL     ] CECO: Saved forecast.
[2025-12-02T20:52:08.977479] [INFO ] [main      ] CECO: Signal=1 (Conf=90.0%), Magnitude=-0.63% (Conf=56.334%)
[2025-12-02T20:52:08.977857] [INFO ] [main      ] Fetching symbol history for TTEC...
[2025-12-02T20:52:08.977906] [DEBUG] [REMOTE    ] TTEC: Fetching historical data.
[2025-12-02T20:52:08.978653] [INFO ] [main      ] Progress: 88/965 forecasts completed (9.1%). CECO finished in 0.6s. ETA: 2m 26s. Rate: 361.06 forecasts/min
[2025-12-02T20:52:08.989496] [DEBUG] [REMOTE    ] TTEC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:08.990757] [DEBUG] [LOCAL     ] Loaded configuration for TTEC: 9 features, N/A% accuracy
[2025-12-02T20:52:08.990810] [INFO ] [LOCAL     ] TTEC: Loaded 9 optimal features with 54.91% confidence from JSON config
[2025-12-02T20:52:08.990840] [DEBUG] [MAG       ] Building data for symbol: TTEC with lookback: 0
[2025-12-02T20:52:08.991661] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:52:08.991721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:08.993373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:08.993903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:08.994278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:52:08.995861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:52:08.996792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:52:08.997391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:52:08.999185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:52:09.002068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:52:09.003545] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:09.019088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:52:09.020819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:52:09.022014] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:09.121677] [DEBUG] [MAG       ] CADL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:09.172651] [DEBUG] [MAG       ] DKNG: Last date is validated at 2025-12-02
[2025-12-02T20:52:09.205982] [INFO ] [LOCAL     ] CADL: Saved forecast.
[2025-12-02T20:52:09.206051] [INFO ] [main      ] CADL: Signal=1 (Conf=90.0%), Magnitude=7.77% (Conf=55.0055%)
[2025-12-02T20:52:09.206211] [INFO ] [main      ] Fetching symbol history for VTEX...
[2025-12-02T20:52:09.206252] [DEBUG] [REMOTE    ] VTEX: Fetching historical data.
[2025-12-02T20:52:09.206893] [INFO ] [main      ] Progress: 89/965 forecasts completed (9.2%). CADL finished in 0.6s. ETA: 2m 26s. Rate: 359.55 forecasts/min
[2025-12-02T20:52:09.217804] [DEBUG] [REMOTE    ] VTEX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:09.218768] [DEBUG] [LOCAL     ] Loaded configuration for VTEX: 4 features, N/A% accuracy
[2025-12-02T20:52:09.218818] [INFO ] [LOCAL     ] VTEX: Loaded 4 optimal features with 62.99% confidence from JSON config
[2025-12-02T20:52:09.218849] [DEBUG] [MAG       ] Building data for symbol: VTEX with lookback: 0
[2025-12-02T20:52:09.219608] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:09.219665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:09.224792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:09.226646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:09.227114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:09.227507] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:09.335273] [DEBUG] [MAG       ] TTEC: Last date is validated at 2025-12-02
[2025-12-02T20:52:09.341697] [DEBUG] [MAG       ] DKNG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:09.374067] [DEBUG] [MAG       ] CODA: Last date is validated at 2025-12-02
[2025-12-02T20:52:09.512220] [DEBUG] [MAG       ] TTEC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:09.535127] [INFO ] [LOCAL     ] DKNG: Saved forecast.
[2025-12-02T20:52:09.535191] [INFO ] [main      ] DKNG: Signal=1 (Conf=90.0%), Magnitude=-1.19% (Conf=53.8869%)
[2025-12-02T20:52:09.535529] [INFO ] [main      ] Fetching symbol history for LGIH...
[2025-12-02T20:52:09.535604] [DEBUG] [REMOTE    ] LGIH: Fetching historical data.
[2025-12-02T20:52:09.535674] [INFO ] [main      ] Progress: 90/965 forecasts completed (9.3%). DKNG finished in 0.7s. ETA: 2m 28s. Rate: 355.72 forecasts/min
[2025-12-02T20:52:09.545815] [DEBUG] [MAG       ] CODA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:09.547498] [DEBUG] [REMOTE    ] LGIH: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:09.548561] [DEBUG] [LOCAL     ] Loaded configuration for LGIH: 5 features, N/A% accuracy
[2025-12-02T20:52:09.548633] [INFO ] [LOCAL     ] LGIH: Loaded 5 optimal features with 61.49% confidence from JSON config
[2025-12-02T20:52:09.548665] [DEBUG] [MAG       ] Building data for symbol: LGIH with lookback: 0
[2025-12-02T20:52:09.549463] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:09.549523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:09.551352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:09.551872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:09.552317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:52:09.553132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:52:09.555880] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:09.568233] [DEBUG] [MAG       ] VTEX: Last date is validated at 2025-12-02
[2025-12-02T20:52:09.579555] [INFO ] [LOCAL     ] TTEC: Saved forecast.
[2025-12-02T20:52:09.579637] [INFO ] [main      ] TTEC: Signal=1 (Conf=90.0%), Magnitude=10.89% (Conf=54.9101%)
[2025-12-02T20:52:09.579979] [INFO ] [main      ] Fetching symbol history for MSGS...
[2025-12-02T20:52:09.580028] [DEBUG] [REMOTE    ] MSGS: Fetching historical data.
[2025-12-02T20:52:09.580660] [INFO ] [main      ] Progress: 91/965 forecasts completed (9.4%). TTEC finished in 0.6s. ETA: 2m 26s. Rate: 358.61 forecasts/min
[2025-12-02T20:52:09.592216] [DEBUG] [REMOTE    ] MSGS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:09.593122] [DEBUG] [LOCAL     ] Loaded configuration for MSGS: 7 features, N/A% accuracy
[2025-12-02T20:52:09.593172] [INFO ] [LOCAL     ] MSGS: Loaded 7 optimal features with 39.29% confidence from JSON config
[2025-12-02T20:52:09.593203] [DEBUG] [MAG       ] Building data for symbol: MSGS with lookback: 0
[2025-12-02T20:52:09.593987] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:52:09.594058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:09.598757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:09.600499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:09.600968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:09.601385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:09.603705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:52:09.605305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:52:09.606299] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:09.616718] [INFO ] [LOCAL     ] CODA: Saved forecast.
[2025-12-02T20:52:09.616790] [INFO ] [main      ] CODA: Signal=1 (Conf=90.0%), Magnitude=-0.80% (Conf=51.9456%)
[2025-12-02T20:52:09.616948] [INFO ] [main      ] Fetching symbol history for BJ...
[2025-12-02T20:52:09.616990] [DEBUG] [REMOTE    ] BJ: Fetching historical data.
[2025-12-02T20:52:09.618718] [INFO ] [main      ] Progress: 92/965 forecasts completed (9.5%). CODA finished in 0.7s. ETA: 2m 25s. Rate: 361.64 forecasts/min
[2025-12-02T20:52:09.628063] [DEBUG] [REMOTE    ] BJ: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:09.628941] [DEBUG] [LOCAL     ] Loaded configuration for BJ: 3 features, N/A% accuracy
[2025-12-02T20:52:09.628996] [INFO ] [LOCAL     ] BJ: Loaded 3 optimal features with 46.22% confidence from JSON config
[2025-12-02T20:52:09.629355] [DEBUG] [MAG       ] Building data for symbol: BJ with lookback: 0
[2025-12-02T20:52:09.630204] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:09.630262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:09.634958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:52:09.636181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:52:09.637213] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:09.740797] [DEBUG] [MAG       ] VTEX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:09.800916] [INFO ] [LOCAL     ] VTEX: Saved forecast.
[2025-12-02T20:52:09.800981] [INFO ] [main      ] VTEX: Signal=1 (Conf=90.0%), Magnitude=2.65% (Conf=62.9904%)
[2025-12-02T20:52:09.801137] [INFO ] [main      ] Fetching symbol history for BLBD...
[2025-12-02T20:52:09.801178] [DEBUG] [REMOTE    ] BLBD: Fetching historical data.
[2025-12-02T20:52:09.801841] [INFO ] [main      ] Progress: 93/965 forecasts completed (9.6%). VTEX finished in 0.6s. ETA: 2m 25s. Rate: 361.24 forecasts/min
[2025-12-02T20:52:09.812277] [DEBUG] [REMOTE    ] BLBD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:09.813248] [DEBUG] [LOCAL     ] Loaded configuration for BLBD: 3 features, N/A% accuracy
[2025-12-02T20:52:09.813298] [INFO ] [LOCAL     ] BLBD: Loaded 3 optimal features with 61.05% confidence from JSON config
[2025-12-02T20:52:09.813329] [DEBUG] [MAG       ] Building data for symbol: BLBD with lookback: 0
[2025-12-02T20:52:09.814078] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:09.814135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:09.814836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:52:09.815775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:52:09.816496] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:09.897250] [DEBUG] [MAG       ] LGIH: Last date is validated at 2025-12-02
[2025-12-02T20:52:09.941782] [DEBUG] [MAG       ] MSGS: Last date is validated at 2025-12-02
[2025-12-02T20:52:09.982363] [DEBUG] [MAG       ] BJ: Last date is validated at 2025-12-02
[2025-12-02T20:52:10.062608] [DEBUG] [MAG       ] LGIH: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:10.106902] [DEBUG] [MAG       ] MSGS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:10.149744] [DEBUG] [MAG       ] BJ: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:10.151777] [DEBUG] [MAG       ] BLBD: Last date is validated at 2025-12-02
[2025-12-02T20:52:10.165838] [INFO ] [LOCAL     ] LGIH: Saved forecast.
[2025-12-02T20:52:10.165902] [INFO ] [main      ] LGIH: Signal=1 (Conf=90.0%), Magnitude=5.46% (Conf=61.4885%)
[2025-12-02T20:52:10.166224] [INFO ] [main      ] Fetching symbol history for SQNS...
[2025-12-02T20:52:10.166273] [DEBUG] [REMOTE    ] SQNS: Fetching historical data.
[2025-12-02T20:52:10.166658] [INFO ] [main      ] Progress: 94/965 forecasts completed (9.7%). LGIH finished in 0.6s. ETA: 2m 27s. Rate: 356.70 forecasts/min
[2025-12-02T20:52:10.177559] [DEBUG] [REMOTE    ] SQNS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:10.178345] [DEBUG] [LOCAL     ] Loaded configuration for SQNS: 9 features, N/A% accuracy
[2025-12-02T20:52:10.178394] [INFO ] [LOCAL     ] SQNS: Loaded 9 optimal features with 41.06% confidence from JSON config
[2025-12-02T20:52:10.178425] [DEBUG] [MAG       ] Building data for symbol: SQNS with lookback: 0
[2025-12-02T20:52:10.179191] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:52:10.179254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:10.183977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:10.185723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:10.186181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:10.186551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:10.187384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:10.189868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:52:10.223476] [INFO ] [LOCAL     ] MSGS: Saved forecast.
[2025-12-02T20:52:10.223541] [INFO ] [main      ] MSGS: Signal=1 (Conf=90.0%), Magnitude=-1.08% (Conf=39.2888%)
[2025-12-02T20:52:10.223915] [INFO ] [main      ] Fetching symbol history for BDN...
[2025-12-02T20:52:10.223974] [DEBUG] [REMOTE    ] BDN: Fetching historical data.
[2025-12-02T20:52:10.225655] [INFO ] [main      ] Progress: 95/965 forecasts completed (9.8%). MSGS finished in 0.6s. ETA: 2m 25s. Rate: 359.16 forecasts/min
[2025-12-02T20:52:10.235109] [DEBUG] [REMOTE    ] BDN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:10.235905] [DEBUG] [LOCAL     ] Loaded configuration for BDN: 4 features, N/A% accuracy
[2025-12-02T20:52:10.235959] [INFO ] [LOCAL     ] BDN: Loaded 4 optimal features with 54.69% confidence from JSON config
[2025-12-02T20:52:10.235989] [DEBUG] [MAG       ] Building data for symbol: BDN with lookback: 0
[2025-12-02T20:52:10.236769] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:10.236826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:10.248849] [INFO ] [LOCAL     ] BJ: Saved forecast.
[2025-12-02T20:52:10.248913] [INFO ] [main      ] BJ: Signal=1 (Conf=90.0%), Magnitude=0.93% (Conf=46.2187%)
[2025-12-02T20:52:10.249067] [INFO ] [main      ] Fetching symbol history for AXON...
[2025-12-02T20:52:10.249116] [DEBUG] [REMOTE    ] AXON: Fetching historical data.
[2025-12-02T20:52:10.249831] [INFO ] [main      ] Progress: 96/965 forecasts completed (9.9%). BJ finished in 0.6s. ETA: 2m 24s. Rate: 362.38 forecasts/min
[2025-12-02T20:52:10.260632] [DEBUG] [REMOTE    ] AXON: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:10.261455] [DEBUG] [LOCAL     ] Loaded configuration for AXON: 9 features, N/A% accuracy
[2025-12-02T20:52:10.261505] [INFO ] [LOCAL     ] AXON: Loaded 9 optimal features with 63.61% confidence from JSON config
[2025-12-02T20:52:10.261537] [DEBUG] [MAG       ] Building data for symbol: AXON with lookback: 0
[2025-12-02T20:52:10.262316] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:52:10.262378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:10.267069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:10.268880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:10.269343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:10.269797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:10.270179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:10.272462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:10.276604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:52:10.304396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:52:10.305514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:52:10.306760] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:10.310419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:52:10.313060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:52:10.313828] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:10.319709] [DEBUG] [MAG       ] BLBD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:10.325326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:52:10.326669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:52:10.327339] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:10.420955] [INFO ] [LOCAL     ] BLBD: Saved forecast.
[2025-12-02T20:52:10.421021] [INFO ] [main      ] BLBD: Signal=1 (Conf=90.0%), Magnitude=-1.13% (Conf=61.0506%)
[2025-12-02T20:52:10.421373] [INFO ] [main      ] Fetching symbol history for AGNCL...
[2025-12-02T20:52:10.421425] [DEBUG] [REMOTE    ] AGNCL: Fetching historical data.
[2025-12-02T20:52:10.421662] [INFO ] [main      ] Progress: 97/965 forecasts completed (10.1%). BLBD finished in 0.6s. ETA: 2m 24s. Rate: 362.24 forecasts/min
[2025-12-02T20:52:10.432766] [DEBUG] [REMOTE    ] AGNCL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:10.434022] [DEBUG] [LOCAL     ] Loaded configuration for AGNCL: 3 features, N/A% accuracy
[2025-12-02T20:52:10.434085] [INFO ] [LOCAL     ] AGNCL: Loaded 3 optimal features with 56.45% confidence from JSON config
[2025-12-02T20:52:10.434116] [DEBUG] [MAG       ] Building data for symbol: AGNCL with lookback: 0
[2025-12-02T20:52:10.434942] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:10.435001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:52:10.479483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:52:10.480520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:52:10.484902] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:10.642993] [DEBUG] [MAG       ] SQNS: Last date is validated at 2025-12-02
[2025-12-02T20:52:10.652712] [DEBUG] [MAG       ] AXON: Last date is validated at 2025-12-02
[2025-12-02T20:52:10.690885] [DEBUG] [MAG       ] BDN: Last date is validated at 2025-12-02
[2025-12-02T20:52:10.808608] [DEBUG] [MAG       ] SQNS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:10.822882] [DEBUG] [MAG       ] AXON: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:10.828706] [DEBUG] [MAG       ] AGNCL: Last date is validated at 2025-12-02
[2025-12-02T20:52:10.865803] [DEBUG] [MAG       ] BDN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:10.923370] [INFO ] [LOCAL     ] BDN: Saved forecast.
[2025-12-02T20:52:10.923435] [INFO ] [main      ] BDN: Signal=1 (Conf=90.0%), Magnitude=-0.78% (Conf=54.6938%)
[2025-12-02T20:52:10.923799] [INFO ] [main      ] Fetching symbol history for ARES...
[2025-12-02T20:52:10.923849] [DEBUG] [REMOTE    ] ARES: Fetching historical data.
[2025-12-02T20:52:10.924028] [INFO ] [main      ] Progress: 98/965 forecasts completed (10.2%). BDN finished in 0.7s. ETA: 2m 27s. Rate: 354.88 forecasts/min
[2025-12-02T20:52:10.935184] [DEBUG] [REMOTE    ] ARES: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:10.936300] [DEBUG] [LOCAL     ] Loaded configuration for ARES: 4 features, N/A% accuracy
[2025-12-02T20:52:10.936349] [INFO ] [LOCAL     ] ARES: Loaded 4 optimal features with 55.42% confidence from JSON config
[2025-12-02T20:52:10.936388] [DEBUG] [MAG       ] Building data for symbol: ARES with lookback: 0
[2025-12-02T20:52:10.937153] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:10.937210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:10.938892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:10.939376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:10.940150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:52:10.957132] [INFO ] [LOCAL     ] SQNS: Saved forecast.
[2025-12-02T20:52:10.957200] [INFO ] [main      ] SQNS: Signal=1 (Conf=90.0%), Magnitude=30.44% (Conf=41.0619%)
[2025-12-02T20:52:10.957630] [INFO ] [main      ] Fetching symbol history for ESTA...
[2025-12-02T20:52:10.957681] [DEBUG] [REMOTE    ] ESTA: Fetching historical data.
[2025-12-02T20:52:10.957654] [INFO ] [main      ] Progress: 99/965 forecasts completed (10.3%). SQNS finished in 0.8s. ETA: 2m 25s. Rate: 357.78 forecasts/min
[2025-12-02T20:52:10.969195] [DEBUG] [REMOTE    ] ESTA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:10.969993] [DEBUG] [LOCAL     ] Loaded configuration for ESTA: 5 features, N/A% accuracy
[2025-12-02T20:52:10.970042] [INFO ] [LOCAL     ] ESTA: Loaded 5 optimal features with 49.92% confidence from JSON config
[2025-12-02T20:52:10.970072] [DEBUG] [MAG       ] Building data for symbol: ESTA with lookback: 0
[2025-12-02T20:52:10.970837] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:10.970896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:10.972528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:10.973026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:10.973397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:10.974262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:52:10.997391] [DEBUG] [MAG       ] AGNCL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:11.018553] [INFO ] [LOCAL     ] AXON: Saved forecast.
[2025-12-02T20:52:11.018637] [INFO ] [main      ] AXON: Signal=1 (Conf=90.0%), Magnitude=-0.06% (Conf=63.6148%)
[2025-12-02T20:52:11.018793] [INFO ] [main      ] Fetching symbol history for ATRO...
[2025-12-02T20:52:11.018834] [DEBUG] [REMOTE    ] ATRO: Fetching historical data.
[2025-12-02T20:52:11.019877] [INFO ] [main      ] Progress: 100/965 forecasts completed (10.4%). AXON finished in 0.8s. ETA: 2m 24s. Rate: 360.04 forecasts/min
[2025-12-02T20:52:11.021852] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:11.031352] [DEBUG] [REMOTE    ] ATRO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:11.032596] [DEBUG] [LOCAL     ] Loaded configuration for ATRO: 2 features, N/A% accuracy
[2025-12-02T20:52:11.032666] [INFO ] [LOCAL     ] ATRO: Loaded 2 optimal features with 61.51% confidence from JSON config
[2025-12-02T20:52:11.032698] [DEBUG] [MAG       ] Building data for symbol: ATRO with lookback: 0
[2025-12-02T20:52:11.033749] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:52:11.033830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:11.038795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:52:11.039901] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:11.051927] [INFO ] [LOCAL     ] AGNCL: Saved forecast.
[2025-12-02T20:52:11.051991] [INFO ] [main      ] AGNCL: Signal=1 (Conf=90.0%), Magnitude=-0.28% (Conf=56.4549%)
[2025-12-02T20:52:11.052145] [INFO ] [main      ] Fetching symbol history for KIDS...
[2025-12-02T20:52:11.052187] [DEBUG] [REMOTE    ] KIDS: Fetching historical data.
[2025-12-02T20:52:11.053673] [INFO ] [main      ] Progress: 101/965 forecasts completed (10.5%). AGNCL finished in 0.6s. ETA: 2m 23s. Rate: 362.91 forecasts/min
[2025-12-02T20:52:11.055233] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:11.062429] [DEBUG] [REMOTE    ] KIDS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:11.063102] [DEBUG] [LOCAL     ] Loaded configuration for KIDS: 9 features, N/A% accuracy
[2025-12-02T20:52:11.063153] [INFO ] [LOCAL     ] KIDS: Loaded 9 optimal features with 63.26% confidence from JSON config
[2025-12-02T20:52:11.063184] [DEBUG] [MAG       ] Building data for symbol: KIDS with lookback: 0
[2025-12-02T20:52:11.064001] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:52:11.064063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:11.064779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:52:11.066526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:52:11.067256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:11.069035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:52:11.070201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:52:11.071379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:11.071876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:52:11.073911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:52:11.076764] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:11.362066] [DEBUG] [MAG       ] ESTA: Last date is validated at 2025-12-02
[2025-12-02T20:52:11.385099] [DEBUG] [MAG       ] ATRO: Last date is validated at 2025-12-02
[2025-12-02T20:52:11.405766] [DEBUG] [MAG       ] KIDS: Last date is validated at 2025-12-02
[2025-12-02T20:52:11.408114] [DEBUG] [MAG       ] ARES: Last date is validated at 2025-12-02
[2025-12-02T20:52:11.528606] [DEBUG] [MAG       ] ESTA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:11.551967] [DEBUG] [MAG       ] ATRO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:11.571235] [DEBUG] [MAG       ] KIDS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:11.592754] [DEBUG] [MAG       ] ARES: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:11.628080] [INFO ] [LOCAL     ] ESTA: Saved forecast.
[2025-12-02T20:52:11.628147] [INFO ] [main      ] ESTA: Signal=1 (Conf=90.0%), Magnitude=1.15% (Conf=49.9198%)
[2025-12-02T20:52:11.628495] [INFO ] [main      ] Fetching symbol history for GTES...
[2025-12-02T20:52:11.628544] [DEBUG] [REMOTE    ] GTES: Fetching historical data.
[2025-12-02T20:52:11.628537] [INFO ] [main      ] Progress: 102/965 forecasts completed (10.6%). ESTA finished in 0.7s. ETA: 2m 26s. Rate: 354.30 forecasts/min
[2025-12-02T20:52:11.639718] [DEBUG] [REMOTE    ] GTES: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:11.640320] [INFO ] [LOCAL     ] ATRO: Saved forecast.
[2025-12-02T20:52:11.640386] [INFO ] [main      ] ATRO: Signal=1 (Conf=90.0%), Magnitude=2.07% (Conf=61.5086%)
[2025-12-02T20:52:11.640541] [INFO ] [main      ] Fetching symbol history for APLD...
[2025-12-02T20:52:11.640603] [DEBUG] [REMOTE    ] APLD: Fetching historical data.
[2025-12-02T20:52:11.640932] [DEBUG] [LOCAL     ] Loaded configuration for GTES: 2 features, N/A% accuracy
[2025-12-02T20:52:11.640989] [INFO ] [LOCAL     ] GTES: Loaded 2 optimal features with 47.82% confidence from JSON config
[2025-12-02T20:52:11.641022] [DEBUG] [MAG       ] Building data for symbol: GTES with lookback: 0
[2025-12-02T20:52:11.641228] [INFO ] [main      ] Progress: 103/965 forecasts completed (10.7%). ATRO finished in 0.6s. ETA: 2m 25s. Rate: 357.51 forecasts/min
[2025-12-02T20:52:11.642222] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:52:11.642334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:11.647338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:52:11.651449] [DEBUG] [REMOTE    ] APLD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:11.652232] [DEBUG] [LOCAL     ] Loaded configuration for APLD: 5 features, N/A% accuracy
[2025-12-02T20:52:11.652279] [INFO ] [LOCAL     ] APLD: Loaded 5 optimal features with 47.19% confidence from JSON config
[2025-12-02T20:52:11.652310] [DEBUG] [MAG       ] Building data for symbol: APLD with lookback: 0
[2025-12-02T20:52:11.653072] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:11.653129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:11.657249] [INFO ] [LOCAL     ] KIDS: Saved forecast.
[2025-12-02T20:52:11.657314] [INFO ] [main      ] KIDS: Signal=1 (Conf=90.0%), Magnitude=2.02% (Conf=63.2605%)
[2025-12-02T20:52:11.657470] [INFO ] [main      ] Fetching symbol history for TBIL...
[2025-12-02T20:52:11.657511] [DEBUG] [REMOTE    ] TBIL: Fetching historical data.
[2025-12-02T20:52:11.657890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:52:11.658517] [INFO ] [main      ] Progress: 104/965 forecasts completed (10.8%). KIDS finished in 0.6s. ETA: 2m 23s. Rate: 360.62 forecasts/min
[2025-12-02T20:52:11.660228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:52:11.668448] [DEBUG] [REMOTE    ] TBIL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:11.669208] [DEBUG] [LOCAL     ] Loaded configuration for TBIL: 50 features, N/A% accuracy
[2025-12-02T20:52:11.669256] [INFO ] [LOCAL     ] TBIL: Loaded 50 optimal features with 14.41% confidence from JSON config
[2025-12-02T20:52:11.669287] [DEBUG] [MAG       ] Building data for symbol: TBIL with lookback: 0
[2025-12-02T20:52:11.670089] [DEBUG] [FEATURES  ] DataBuilder: Executing 50 feature methods.
[2025-12-02T20:52:11.670181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:11.674905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:11.676639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:11.677127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:11.677557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:11.677966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:11.678727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:11.679531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:11.681917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:52:11.707801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:52:11.708747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:52:11.709901] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:11.725218] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:11.730378] [INFO ] [LOCAL     ] ARES: Saved forecast.
[2025-12-02T20:52:11.730452] [INFO ] [main      ] ARES: Signal=1 (Conf=90.0%), Magnitude=4.30% (Conf=55.416%)
[2025-12-02T20:52:11.730819] [INFO ] [main      ] Fetching symbol history for AUID...
[2025-12-02T20:52:11.730870] [DEBUG] [REMOTE    ] AUID: Fetching historical data.
[2025-12-02T20:52:11.731653] [INFO ] [main      ] Progress: 105/965 forecasts completed (10.9%). ARES finished in 0.8s. ETA: 2m 22s. Rate: 362.56 forecasts/min
[2025-12-02T20:52:11.741881] [DEBUG] [REMOTE    ] AUID: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:11.743003] [DEBUG] [LOCAL     ] Loaded configuration for AUID: 4 features, N/A% accuracy
[2025-12-02T20:52:11.743053] [INFO ] [LOCAL     ] AUID: Loaded 4 optimal features with 52.23% confidence from JSON config
[2025-12-02T20:52:11.743083] [DEBUG] [MAG       ] Building data for symbol: AUID with lookback: 0
[2025-12-02T20:52:11.744008] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:11.744066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:11.745711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:11.746194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:52:11.746909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:52:11.748058] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:11.789439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:52:11.791230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:11.831359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:52:11.832731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:52:11.873453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:52:11.874320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:52:11.875511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:52:11.951085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:52:11.951891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:52:11.953698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:52:11.956326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:52:11.957512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:52:11.959834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:52:11.960620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:52:11.965237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:52:11.966905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:52:11.968891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:52:11.971160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:52:11.975535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:52:11.976634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:52:11.977727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:52:11.980720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:52:11.982399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:52:11.983466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:52:11.984551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-02T20:52:11.985608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:52:11.989888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:52:11.992356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:52:11.996083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:52:11.999302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:52:12.004901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:52:12.023850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:52:12.025186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:52:12.026995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:52:12.027752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:52:12.029440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:52:12.031042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:52:12.031957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:52:12.033204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:52:12.035471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:52:12.037063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:52:12.038931] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:12.053337] [DEBUG] [MAG       ] APLD: Last date is validated at 2025-12-02
[2025-12-02T20:52:12.065415] [DEBUG] [MAG       ] GTES: Last date is validated at 2025-12-02
[2025-12-02T20:52:12.094158] [DEBUG] [MAG       ] AUID: Last date is validated at 2025-12-02
[2025-12-02T20:52:12.221449] [DEBUG] [MAG       ] APLD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:12.233175] [DEBUG] [MAG       ] GTES: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:12.258954] [DEBUG] [MAG       ] AUID: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:12.303748] [INFO ] [LOCAL     ] GTES: Saved forecast.
[2025-12-02T20:52:12.303813] [INFO ] [main      ] GTES: Signal=1 (Conf=90.0%), Magnitude=-0.62% (Conf=47.8169%)
[2025-12-02T20:52:12.304303] [INFO ] [main      ] Fetching symbol history for ZETA...
[2025-12-02T20:52:12.304346] [DEBUG] [REMOTE    ] ZETA: Fetching historical data.
[2025-12-02T20:52:12.305662] [INFO ] [main      ] Progress: 106/965 forecasts completed (11.0%). GTES finished in 0.7s. ETA: 2m 25s. Rate: 354.31 forecasts/min
[2025-12-02T20:52:12.318277] [DEBUG] [REMOTE    ] ZETA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:12.319346] [DEBUG] [LOCAL     ] Loaded configuration for ZETA: 5 features, N/A% accuracy
[2025-12-02T20:52:12.319397] [INFO ] [LOCAL     ] ZETA: Loaded 5 optimal features with 46.00% confidence from JSON config
[2025-12-02T20:52:12.319428] [DEBUG] [MAG       ] Building data for symbol: ZETA with lookback: 0
[2025-12-02T20:52:12.320238] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:12.320298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:12.321206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:52:12.324434] [INFO ] [LOCAL     ] AUID: Saved forecast.
[2025-12-02T20:52:12.324501] [INFO ] [main      ] AUID: Signal=1 (Conf=90.0%), Magnitude=17.28% (Conf=52.2308%)
[2025-12-02T20:52:12.324859] [INFO ] [main      ] Fetching symbol history for ABG...
[2025-12-02T20:52:12.324909] [DEBUG] [REMOTE    ] ABG: Fetching historical data.
[2025-12-02T20:52:12.325616] [INFO ] [main      ] Progress: 107/965 forecasts completed (11.1%). AUID finished in 0.6s. ETA: 2m 24s. Rate: 357.25 forecasts/min
[2025-12-02T20:52:12.337096] [DEBUG] [REMOTE    ] ABG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:12.338028] [DEBUG] [LOCAL     ] Loaded configuration for ABG: 3 features, N/A% accuracy
[2025-12-02T20:52:12.338086] [INFO ] [LOCAL     ] ABG: Loaded 3 optimal features with 65.53% confidence from JSON config
[2025-12-02T20:52:12.338122] [DEBUG] [MAG       ] Building data for symbol: ABG with lookback: 0
[2025-12-02T20:52:12.338946] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:12.339004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:12.344030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:12.375632] [DEBUG] [MAG       ] TBIL: Last date is validated at 2025-12-02
[2025-12-02T20:52:12.381791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:52:12.382703] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:12.402889] [INFO ] [LOCAL     ] APLD: Saved forecast.
[2025-12-02T20:52:12.402954] [INFO ] [main      ] APLD: Signal=1 (Conf=90.0%), Magnitude=-9.42% (Conf=47.1878%)
[2025-12-02T20:52:12.403107] [INFO ] [main      ] Fetching symbol history for FIGS...
[2025-12-02T20:52:12.403149] [DEBUG] [REMOTE    ] FIGS: Fetching historical data.
[2025-12-02T20:52:12.404676] [INFO ] [main      ] Progress: 108/965 forecasts completed (11.2%). APLD finished in 0.8s. ETA: 2m 23s. Rate: 359.01 forecasts/min
[2025-12-02T20:52:12.414499] [DEBUG] [REMOTE    ] FIGS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:12.415396] [DEBUG] [LOCAL     ] Loaded configuration for FIGS: 5 features, N/A% accuracy
[2025-12-02T20:52:12.415445] [INFO ] [LOCAL     ] FIGS: Loaded 5 optimal features with 47.85% confidence from JSON config
[2025-12-02T20:52:12.415477] [DEBUG] [MAG       ] Building data for symbol: FIGS with lookback: 0
[2025-12-02T20:52:12.416288] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:12.416348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:12.418091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:12.418608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:12.419034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:52:12.423239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:52:12.425335] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:12.434859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:12.476417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:52:12.477511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:52:12.556295] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:12.566778] [DEBUG] [MAG       ] TBIL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:12.720591] [DEBUG] [MAG       ] ABG: Last date is validated at 2025-12-02
[2025-12-02T20:52:12.760062] [DEBUG] [MAG       ] FIGS: Last date is validated at 2025-12-02
[2025-12-02T20:52:12.816723] [INFO ] [LOCAL     ] TBIL: Saved forecast.
[2025-12-02T20:52:12.816793] [INFO ] [main      ] TBIL: Signal=1 (Conf=90.0%), Magnitude=0.00% (Conf=14.406%)
[2025-12-02T20:52:12.816989] [INFO ] [main      ] Fetching symbol history for LII...
[2025-12-02T20:52:12.817033] [DEBUG] [REMOTE    ] LII: Fetching historical data.
[2025-12-02T20:52:12.818424] [INFO ] [main      ] Progress: 109/965 forecasts completed (11.3%). TBIL finished in 1.2s. ETA: 2m 25s. Rate: 354.22 forecasts/min
[2025-12-02T20:52:12.828377] [DEBUG] [REMOTE    ] LII: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:12.829269] [DEBUG] [LOCAL     ] Loaded configuration for LII: 1 features, N/A% accuracy
[2025-12-02T20:52:12.829328] [INFO ] [LOCAL     ] LII: Loaded 1 optimal features with 52.72% confidence from JSON config
[2025-12-02T20:52:12.829361] [DEBUG] [MAG       ] Building data for symbol: LII with lookback: 0
[2025-12-02T20:52:12.830163] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:52:12.830219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:12.869202] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:12.888193] [DEBUG] [MAG       ] ABG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:12.911944] [DEBUG] [MAG       ] ZETA: Last date is validated at 2025-12-02
[2025-12-02T20:52:12.926333] [DEBUG] [MAG       ] FIGS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:12.994537] [INFO ] [LOCAL     ] FIGS: Saved forecast.
[2025-12-02T20:52:12.994951] [INFO ] [main      ] FIGS: Signal=1 (Conf=90.0%), Magnitude=1.61% (Conf=47.8543%)
[2025-12-02T20:52:12.995267] [INFO ] [main      ] Fetching symbol history for DHIL...
[2025-12-02T20:52:12.995315] [DEBUG] [REMOTE    ] DHIL: Fetching historical data.
[2025-12-02T20:52:12.995658] [INFO ] [main      ] Progress: 110/965 forecasts completed (11.4%). FIGS finished in 0.6s. ETA: 2m 25s. Rate: 354.07 forecasts/min
[2025-12-02T20:52:13.005462] [DEBUG] [REMOTE    ] DHIL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:13.006272] [DEBUG] [LOCAL     ] Loaded configuration for DHIL: 9 features, N/A% accuracy
[2025-12-02T20:52:13.006320] [INFO ] [LOCAL     ] DHIL: Loaded 9 optimal features with 52.69% confidence from JSON config
[2025-12-02T20:52:13.006350] [DEBUG] [MAG       ] Building data for symbol: DHIL with lookback: 0
[2025-12-02T20:52:13.007125] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:52:13.007185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:13.008856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:13.009354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:13.009758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:13.010624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:52:13.013590] [INFO ] [LOCAL     ] ABG: Saved forecast.
[2025-12-02T20:52:13.013666] [INFO ] [main      ] ABG: Signal=1 (Conf=90.0%), Magnitude=2.26% (Conf=65.5309%)
[2025-12-02T20:52:13.014015] [INFO ] [main      ] Fetching symbol history for WKSP...
[2025-12-02T20:52:13.014063] [DEBUG] [REMOTE    ] WKSP: Fetching historical data.
[2025-12-02T20:52:13.015633] [INFO ] [main      ] Progress: 111/965 forecasts completed (11.5%). ABG finished in 0.7s. ETA: 2m 24s. Rate: 356.90 forecasts/min
[2025-12-02T20:52:13.029229] [DEBUG] [REMOTE    ] WKSP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:13.030143] [DEBUG] [LOCAL     ] Loaded configuration for WKSP: 6 features, N/A% accuracy
[2025-12-02T20:52:13.030192] [INFO ] [LOCAL     ] WKSP: Loaded 6 optimal features with 55.74% confidence from JSON config
[2025-12-02T20:52:13.030222] [DEBUG] [MAG       ] Building data for symbol: WKSP with lookback: 0
[2025-12-02T20:52:13.030990] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:13.031049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:13.035720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:13.037442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:13.037910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:52:13.038714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:52:13.039369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:52:13.040899] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:13.057381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:52:13.058771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:52:13.060753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:52:13.062357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:52:13.064070] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:13.085804] [DEBUG] [MAG       ] ZETA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:13.187331] [INFO ] [LOCAL     ] ZETA: Saved forecast.
[2025-12-02T20:52:13.187396] [INFO ] [main      ] ZETA: Signal=1 (Conf=90.0%), Magnitude=7.75% (Conf=46.0024%)
[2025-12-02T20:52:13.187755] [INFO ] [main      ] Fetching symbol history for AES...
[2025-12-02T20:52:13.187805] [DEBUG] [REMOTE    ] AES: Fetching historical data.
[2025-12-02T20:52:13.188657] [INFO ] [main      ] Progress: 112/965 forecasts completed (11.6%). ZETA finished in 0.9s. ETA: 2m 23s. Rate: 356.81 forecasts/min
[2025-12-02T20:52:13.199226] [DEBUG] [REMOTE    ] AES: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:13.200283] [DEBUG] [LOCAL     ] Loaded configuration for AES: 1 features, N/A% accuracy
[2025-12-02T20:52:13.200333] [INFO ] [LOCAL     ] AES: Loaded 1 optimal features with 55.64% confidence from JSON config
[2025-12-02T20:52:13.200364] [DEBUG] [MAG       ] Building data for symbol: AES with lookback: 0
[2025-12-02T20:52:13.201129] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:52:13.201186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:52:13.203137] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:13.214687] [DEBUG] [MAG       ] LII: Last date is validated at 2025-12-02
[2025-12-02T20:52:13.378120] [DEBUG] [MAG       ] WKSP: Last date is validated at 2025-12-02
[2025-12-02T20:52:13.382737] [DEBUG] [MAG       ] LII: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:13.395907] [DEBUG] [MAG       ] DHIL: Last date is validated at 2025-12-02
[2025-12-02T20:52:13.514612] [INFO ] [LOCAL     ] LII: Saved forecast.
[2025-12-02T20:52:13.514680] [INFO ] [main      ] LII: Signal=1 (Conf=90.0%), Magnitude=-5.54% (Conf=52.7203%)
[2025-12-02T20:52:13.515026] [INFO ] [main      ] Progress: 113/965 forecasts completed (11.7%). LII finished in 0.7s. ETA: 2m 24s. Rate: 353.86 forecasts/min
[2025-12-02T20:52:13.515144] [INFO ] [main      ] Fetching symbol history for LINC...
[2025-12-02T20:52:13.515185] [DEBUG] [REMOTE    ] LINC: Fetching historical data.
[2025-12-02T20:52:13.526918] [DEBUG] [REMOTE    ] LINC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:13.527883] [DEBUG] [LOCAL     ] Loaded configuration for LINC: 8 features, N/A% accuracy
[2025-12-02T20:52:13.527934] [INFO ] [LOCAL     ] LINC: Loaded 8 optimal features with 42.50% confidence from JSON config
[2025-12-02T20:52:13.527964] [DEBUG] [MAG       ] Building data for symbol: LINC with lookback: 0
[2025-12-02T20:52:13.528764] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:52:13.528824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:13.534644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:13.536538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:13.537058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:13.537175] [DEBUG] [MAG       ] AES: Last date is validated at 2025-12-02
[2025-12-02T20:52:13.537520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:13.540029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:52:13.541685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:52:13.542393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:52:13.543123] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:13.547930] [DEBUG] [MAG       ] WKSP: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:13.562793] [DEBUG] [MAG       ] DHIL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:13.622940] [INFO ] [LOCAL     ] WKSP: Saved forecast.
[2025-12-02T20:52:13.623016] [INFO ] [main      ] WKSP: Signal=1 (Conf=90.0%), Magnitude=5.41% (Conf=55.7376%)
[2025-12-02T20:52:13.623402] [INFO ] [main      ] Fetching symbol history for GBAB...
[2025-12-02T20:52:13.623455] [DEBUG] [REMOTE    ] GBAB: Fetching historical data.
[2025-12-02T20:52:13.623652] [INFO ] [main      ] Progress: 114/965 forecasts completed (11.8%). WKSP finished in 0.6s. ETA: 2m 24s. Rate: 354.98 forecasts/min
[2025-12-02T20:52:13.635237] [DEBUG] [REMOTE    ] GBAB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:13.636208] [DEBUG] [LOCAL     ] Loaded configuration for GBAB: 5 features, N/A% accuracy
[2025-12-02T20:52:13.636258] [INFO ] [LOCAL     ] GBAB: Loaded 5 optimal features with 55.86% confidence from JSON config
[2025-12-02T20:52:13.636288] [DEBUG] [MAG       ] Building data for symbol: GBAB with lookback: 0
[2025-12-02T20:52:13.637094] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:13.637151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:13.638850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:13.639364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:13.639764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:13.640672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:13.670550] [INFO ] [LOCAL     ] DHIL: Saved forecast.
[2025-12-02T20:52:13.670633] [INFO ] [main      ] DHIL: Signal=1 (Conf=90.0%), Magnitude=-0.02% (Conf=52.6877%)
[2025-12-02T20:52:13.670789] [INFO ] [main      ] Fetching symbol history for WCLD...
[2025-12-02T20:52:13.670831] [DEBUG] [REMOTE    ] WCLD: Fetching historical data.
[2025-12-02T20:52:13.671872] [INFO ] [main      ] Progress: 115/965 forecasts completed (11.9%). DHIL finished in 0.7s. ETA: 2m 23s. Rate: 357.20 forecasts/min
[2025-12-02T20:52:13.681206] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:13.681696] [DEBUG] [REMOTE    ] WCLD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:13.682532] [DEBUG] [LOCAL     ] Loaded configuration for WCLD: 5 features, N/A% accuracy
[2025-12-02T20:52:13.682610] [INFO ] [LOCAL     ] WCLD: Loaded 5 optimal features with 53.31% confidence from JSON config
[2025-12-02T20:52:13.682645] [DEBUG] [MAG       ] Building data for symbol: WCLD with lookback: 0
[2025-12-02T20:52:13.683387] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:13.683445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:13.685104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:13.685610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:13.686499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:13.688878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:52:13.716845] [DEBUG] [MAG       ] AES: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:13.765242] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:13.793897] [INFO ] [LOCAL     ] AES: Saved forecast.
[2025-12-02T20:52:13.793967] [INFO ] [main      ] AES: Signal=1 (Conf=90.0%), Magnitude=2.49% (Conf=55.6418%)
[2025-12-02T20:52:13.794317] [INFO ] [main      ] Fetching symbol history for ACRS...
[2025-12-02T20:52:13.794365] [DEBUG] [REMOTE    ] ACRS: Fetching historical data.
[2025-12-02T20:52:13.794653] [INFO ] [main      ] Progress: 116/965 forecasts completed (12.0%). AES finished in 0.6s. ETA: 2m 22s. Rate: 358.03 forecasts/min
[2025-12-02T20:52:13.808818] [DEBUG] [REMOTE    ] ACRS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:13.809675] [DEBUG] [LOCAL     ] Loaded configuration for ACRS: 6 features, N/A% accuracy
[2025-12-02T20:52:13.809731] [INFO ] [LOCAL     ] ACRS: Loaded 6 optimal features with 48.65% confidence from JSON config
[2025-12-02T20:52:13.809763] [DEBUG] [MAG       ] Building data for symbol: ACRS with lookback: 0
[2025-12-02T20:52:13.810544] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:13.810626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:13.815447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:13.817299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:13.817791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:13.818233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:52:13.820857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:52:13.825218] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:13.894638] [DEBUG] [MAG       ] LINC: Last date is validated at 2025-12-02
[2025-12-02T20:52:14.021329] [DEBUG] [MAG       ] GBAB: Last date is validated at 2025-12-02
[2025-12-02T20:52:14.064820] [DEBUG] [MAG       ] LINC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:14.099602] [DEBUG] [MAG       ] WCLD: Last date is validated at 2025-12-02
[2025-12-02T20:52:14.145502] [INFO ] [LOCAL     ] LINC: Saved forecast.
[2025-12-02T20:52:14.145585] [INFO ] [main      ] LINC: Signal=1 (Conf=90.0%), Magnitude=4.19% (Conf=42.4983%)
[2025-12-02T20:52:14.145745] [INFO ] [main      ] Fetching symbol history for CAAP...
[2025-12-02T20:52:14.147787] [INFO ] [main      ] Progress: 117/965 forecasts completed (12.1%). LINC finished in 0.6s. ETA: 2m 23s. Rate: 354.68 forecasts/min
[2025-12-02T20:52:14.145789] [DEBUG] [REMOTE    ] CAAP: Fetching historical data.
[2025-12-02T20:52:14.155703] [DEBUG] [MAG       ] ACRS: Last date is validated at 2025-12-02
[2025-12-02T20:52:14.161197] [DEBUG] [REMOTE    ] CAAP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:14.162364] [DEBUG] [LOCAL     ] Loaded configuration for CAAP: 8 features, N/A% accuracy
[2025-12-02T20:52:14.162415] [INFO ] [LOCAL     ] CAAP: Loaded 8 optimal features with 49.03% confidence from JSON config
[2025-12-02T20:52:14.162446] [DEBUG] [MAG       ] Building data for symbol: CAAP with lookback: 0
[2025-12-02T20:52:14.163243] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:52:14.163305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:14.165025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:14.165523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:14.165944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:14.166702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:52:14.168332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:52:14.193293] [DEBUG] [MAG       ] GBAB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:14.249991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:52:14.251253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:52:14.251996] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:14.253106] [INFO ] [LOCAL     ] GBAB: Saved forecast.
[2025-12-02T20:52:14.253175] [INFO ] [main      ] GBAB: Signal=1 (Conf=90.0%), Magnitude=0.08% (Conf=55.8641%)
[2025-12-02T20:52:14.253526] [INFO ] [main      ] Fetching symbol history for OBDC...
[2025-12-02T20:52:14.253593] [DEBUG] [REMOTE    ] OBDC: Fetching historical data.
[2025-12-02T20:52:14.253642] [INFO ] [main      ] Progress: 118/965 forecasts completed (12.2%). GBAB finished in 0.6s. ETA: 2m 23s. Rate: 355.80 forecasts/min
[2025-12-02T20:52:14.264947] [DEBUG] [REMOTE    ] OBDC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:14.265869] [DEBUG] [LOCAL     ] Loaded configuration for OBDC: 4 features, N/A% accuracy
[2025-12-02T20:52:14.265923] [INFO ] [LOCAL     ] OBDC: Loaded 4 optimal features with 48.76% confidence from JSON config
[2025-12-02T20:52:14.265953] [DEBUG] [MAG       ] Building data for symbol: OBDC with lookback: 0
[2025-12-02T20:52:14.266739] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:14.266795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:52:14.267543] [DEBUG] [MAG       ] WCLD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:14.267700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:52:14.268505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:52:14.270628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:52:14.271388] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:14.322765] [DEBUG] [MAG       ] ACRS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:14.348340] [INFO ] [LOCAL     ] WCLD: Saved forecast.
[2025-12-02T20:52:14.348403] [INFO ] [main      ] WCLD: Signal=1 (Conf=90.0%), Magnitude=1.50% (Conf=53.3077%)
[2025-12-02T20:52:14.348779] [INFO ] [main      ] Progress: 119/965 forecasts completed (12.3%). WCLD finished in 0.7s. ETA: 2m 22s. Rate: 357.11 forecasts/min
[2025-12-02T20:52:14.348972] [INFO ] [main      ] Fetching symbol history for CSTL...
[2025-12-02T20:52:14.349034] [DEBUG] [REMOTE    ] CSTL: Fetching historical data.
[2025-12-02T20:52:14.360934] [DEBUG] [REMOTE    ] CSTL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:14.361934] [DEBUG] [LOCAL     ] Loaded configuration for CSTL: 5 features, N/A% accuracy
[2025-12-02T20:52:14.361984] [INFO ] [LOCAL     ] CSTL: Loaded 5 optimal features with 55.68% confidence from JSON config
[2025-12-02T20:52:14.362017] [DEBUG] [MAG       ] Building data for symbol: CSTL with lookback: 0
[2025-12-02T20:52:14.362808] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:14.362867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:14.367527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:14.369365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:14.369853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:14.370268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:14.370986] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:14.385550] [INFO ] [LOCAL     ] ACRS: Saved forecast.
[2025-12-02T20:52:14.385634] [INFO ] [main      ] ACRS: Signal=1 (Conf=90.0%), Magnitude=3.18% (Conf=48.6532%)
[2025-12-02T20:52:14.386057] [INFO ] [main      ] Fetching symbol history for DGICA...
[2025-12-02T20:52:14.386108] [DEBUG] [REMOTE    ] DGICA: Fetching historical data.
[2025-12-02T20:52:14.386651] [INFO ] [main      ] Progress: 120/965 forecasts completed (12.4%). ACRS finished in 0.6s. ETA: 2m 21s. Rate: 359.43 forecasts/min
[2025-12-02T20:52:14.398144] [DEBUG] [REMOTE    ] DGICA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:14.399235] [DEBUG] [LOCAL     ] Loaded configuration for DGICA: 2 features, N/A% accuracy
[2025-12-02T20:52:14.399289] [INFO ] [LOCAL     ] DGICA: Loaded 2 optimal features with 52.64% confidence from JSON config
[2025-12-02T20:52:14.399319] [DEBUG] [MAG       ] Building data for symbol: DGICA with lookback: 0
[2025-12-02T20:52:14.400115] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:52:14.400176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:14.404882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:52:14.406091] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:14.597493] [DEBUG] [MAG       ] CAAP: Last date is validated at 2025-12-02
[2025-12-02T20:52:14.616124] [DEBUG] [MAG       ] OBDC: Last date is validated at 2025-12-02
[2025-12-02T20:52:14.704007] [DEBUG] [MAG       ] CSTL: Last date is validated at 2025-12-02
[2025-12-02T20:52:14.737228] [DEBUG] [MAG       ] DGICA: Last date is validated at 2025-12-02
[2025-12-02T20:52:14.765612] [DEBUG] [MAG       ] CAAP: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:14.787748] [DEBUG] [MAG       ] OBDC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:14.844677] [INFO ] [LOCAL     ] CAAP: Saved forecast.
[2025-12-02T20:52:14.844742] [INFO ] [main      ] CAAP: Signal=1 (Conf=90.0%), Magnitude=-3.15% (Conf=49.0309%)
[2025-12-02T20:52:14.845096] [INFO ] [main      ] Fetching symbol history for AAP...
[2025-12-02T20:52:14.845147] [DEBUG] [REMOTE    ] AAP: Fetching historical data.
[2025-12-02T20:52:14.845652] [INFO ] [main      ] Progress: 121/965 forecasts completed (12.5%). CAAP finished in 0.7s. ETA: 2m 23s. Rate: 354.31 forecasts/min
[2025-12-02T20:52:14.851632] [INFO ] [LOCAL     ] OBDC: Saved forecast.
[2025-12-02T20:52:14.851698] [INFO ] [main      ] OBDC: Signal=1 (Conf=90.0%), Magnitude=-0.36% (Conf=48.7647%)
[2025-12-02T20:52:14.851852] [INFO ] [main      ] Fetching symbol history for LHX...
[2025-12-02T20:52:14.851896] [DEBUG] [REMOTE    ] LHX: Fetching historical data.
[2025-12-02T20:52:14.854625] [INFO ] [main      ] Progress: 122/965 forecasts completed (12.6%). OBDC finished in 0.6s. ETA: 2m 22s. Rate: 357.08 forecasts/min
[2025-12-02T20:52:14.856197] [DEBUG] [REMOTE    ] AAP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:14.857145] [DEBUG] [LOCAL     ] Loaded configuration for AAP: 5 features, N/A% accuracy
[2025-12-02T20:52:14.857196] [INFO ] [LOCAL     ] AAP: Loaded 5 optimal features with 47.83% confidence from JSON config
[2025-12-02T20:52:14.857227] [DEBUG] [MAG       ] Building data for symbol: AAP with lookback: 0
[2025-12-02T20:52:14.858042] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:14.858120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:14.858990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:52:14.860011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:52:14.862940] [DEBUG] [REMOTE    ] LHX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:14.863864] [DEBUG] [LOCAL     ] Loaded configuration for LHX: 5 features, N/A% accuracy
[2025-12-02T20:52:14.863916] [INFO ] [LOCAL     ] LHX: Loaded 5 optimal features with 57.96% confidence from JSON config
[2025-12-02T20:52:14.863946] [DEBUG] [MAG       ] Building data for symbol: LHX with lookback: 0
[2025-12-02T20:52:14.864725] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:14.864781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:14.865460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:52:14.866345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:52:14.866996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:52:14.867682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:52:14.868834] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:14.869061] [DEBUG] [MAG       ] CSTL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:14.907132] [DEBUG] [MAG       ] DGICA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:14.910514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:52:14.914838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:52:14.916132] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:14.957604] [INFO ] [LOCAL     ] CSTL: Saved forecast.
[2025-12-02T20:52:14.957672] [INFO ] [main      ] CSTL: Signal=1 (Conf=90.0%), Magnitude=-1.53% (Conf=55.6795%)
[2025-12-02T20:52:14.958036] [INFO ] [main      ] Progress: 123/965 forecasts completed (12.7%). CSTL finished in 0.6s. ETA: 2m 21s. Rate: 358.20 forecasts/min
[2025-12-02T20:52:14.958160] [INFO ] [main      ] Fetching symbol history for AM...
[2025-12-02T20:52:14.958200] [DEBUG] [REMOTE    ] AM: Fetching historical data.
[2025-12-02T20:52:14.969197] [DEBUG] [REMOTE    ] AM: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:14.969617] [INFO ] [LOCAL     ] DGICA: Saved forecast.
[2025-12-02T20:52:14.969683] [INFO ] [main      ] DGICA: Signal=1 (Conf=90.0%), Magnitude=0.94% (Conf=52.6418%)
[2025-12-02T20:52:14.969842] [INFO ] [main      ] Fetching symbol history for BSJS...
[2025-12-02T20:52:14.969884] [DEBUG] [REMOTE    ] BSJS: Fetching historical data.
[2025-12-02T20:52:14.970083] [DEBUG] [LOCAL     ] Loaded configuration for AM: 5 features, N/A% accuracy
[2025-12-02T20:52:14.970137] [INFO ] [LOCAL     ] AM: Loaded 5 optimal features with 44.92% confidence from JSON config
[2025-12-02T20:52:14.970168] [DEBUG] [MAG       ] Building data for symbol: AM with lookback: 0
[2025-12-02T20:52:14.970700] [INFO ] [main      ] Progress: 124/965 forecasts completed (12.8%). DGICA finished in 0.6s. ETA: 2m 20s. Rate: 360.89 forecasts/min
[2025-12-02T20:52:14.971314] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:14.972065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:14.976785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:52:14.978481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:52:14.980329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:52:14.980966] [DEBUG] [REMOTE    ] BSJS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:14.981409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:14.981807] [DEBUG] [LOCAL     ] Loaded configuration for BSJS: 8 features, N/A% accuracy
[2025-12-02T20:52:14.981858] [INFO ] [LOCAL     ] BSJS: Loaded 8 optimal features with 30.56% confidence from JSON config
[2025-12-02T20:52:14.981888] [DEBUG] [MAG       ] Building data for symbol: BSJS with lookback: 0
[2025-12-02T20:52:14.982644] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:52:14.982703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:14.983202] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:14.987371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:14.989177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:14.989656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:14.990080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:14.990452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:52:14.991513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:52:14.993466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:52:14.995167] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:15.198781] [DEBUG] [MAG       ] LHX: Last date is validated at 2025-12-02
[2025-12-02T20:52:15.266157] [DEBUG] [MAG       ] AAP: Last date is validated at 2025-12-02
[2025-12-02T20:52:15.316913] [DEBUG] [MAG       ] AM: Last date is validated at 2025-12-02
[2025-12-02T20:52:15.329777] [DEBUG] [MAG       ] BSJS: Last date is validated at 2025-12-02
[2025-12-02T20:52:15.362695] [DEBUG] [MAG       ] LHX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:15.442092] [DEBUG] [MAG       ] AAP: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:15.470732] [INFO ] [LOCAL     ] LHX: Saved forecast.
[2025-12-02T20:52:15.470799] [INFO ] [main      ] LHX: Signal=1 (Conf=90.0%), Magnitude=0.62% (Conf=57.9642%)
[2025-12-02T20:52:15.470957] [INFO ] [main      ] Fetching symbol history for SRAD...
[2025-12-02T20:52:15.471529] [DEBUG] [REMOTE    ] SRAD: Fetching historical data.
[2025-12-02T20:52:15.471766] [INFO ] [main      ] Progress: 125/965 forecasts completed (13.0%). LHX finished in 0.6s. ETA: 2m 22s. Rate: 355.17 forecasts/min
[2025-12-02T20:52:15.482781] [DEBUG] [MAG       ] AM: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:15.485998] [DEBUG] [REMOTE    ] SRAD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:15.486993] [DEBUG] [LOCAL     ] Loaded configuration for SRAD: 4 features, N/A% accuracy
[2025-12-02T20:52:15.487051] [INFO ] [LOCAL     ] SRAD: Loaded 4 optimal features with 45.50% confidence from JSON config
[2025-12-02T20:52:15.487086] [DEBUG] [MAG       ] Building data for symbol: SRAD with lookback: 0
[2025-12-02T20:52:15.487951] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:15.488041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:15.488940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:52:15.490251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:52:15.492116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:52:15.492836] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:15.496673] [DEBUG] [MAG       ] BSJS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:15.556012] [INFO ] [LOCAL     ] BSJS: Saved forecast.
[2025-12-02T20:52:15.556083] [INFO ] [main      ] BSJS: Signal=1 (Conf=90.0%), Magnitude=-0.02% (Conf=30.5632%)
[2025-12-02T20:52:15.556418] [INFO ] [main      ] Fetching symbol history for FELE...
[2025-12-02T20:52:15.556469] [DEBUG] [REMOTE    ] FELE: Fetching historical data.
[2025-12-02T20:52:15.557325] [INFO ] [main      ] Progress: 126/965 forecasts completed (13.1%). BSJS finished in 0.6s. ETA: 2m 21s. Rate: 356.57 forecasts/min
[2025-12-02T20:52:15.560961] [INFO ] [LOCAL     ] AAP: Saved forecast.
[2025-12-02T20:52:15.561026] [INFO ] [main      ] AAP: Signal=1 (Conf=90.0%), Magnitude=-5.07% (Conf=47.8253%)
[2025-12-02T20:52:15.561358] [INFO ] [main      ] Fetching symbol history for YUMC...
[2025-12-02T20:52:15.561407] [DEBUG] [REMOTE    ] YUMC: Fetching historical data.
[2025-12-02T20:52:15.561619] [INFO ] [main      ] Progress: 127/965 forecasts completed (13.2%). AAP finished in 0.7s. ETA: 2m 20s. Rate: 359.32 forecasts/min
[2025-12-02T20:52:15.568335] [DEBUG] [REMOTE    ] FELE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:15.569415] [DEBUG] [LOCAL     ] Loaded configuration for FELE: 7 features, N/A% accuracy
[2025-12-02T20:52:15.569466] [INFO ] [LOCAL     ] FELE: Loaded 7 optimal features with 50.01% confidence from JSON config
[2025-12-02T20:52:15.569496] [DEBUG] [MAG       ] Building data for symbol: FELE with lookback: 0
[2025-12-02T20:52:15.570261] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:52:15.570321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:15.571155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:15.572336] [DEBUG] [REMOTE    ] YUMC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:15.572925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:15.573293] [DEBUG] [LOCAL     ] Loaded configuration for YUMC: 3 features, N/A% accuracy
[2025-12-02T20:52:15.573345] [INFO ] [LOCAL     ] YUMC: Loaded 3 optimal features with 49.37% confidence from JSON config
[2025-12-02T20:52:15.573377] [DEBUG] [MAG       ] Building data for symbol: YUMC with lookback: 0
[2025-12-02T20:52:15.573387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:52:15.574157] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:15.574217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:15.574398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:52:15.575088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:15.576002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:52:15.577051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:52:15.577500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:52:15.577719] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:15.578230] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:15.604621] [INFO ] [LOCAL     ] AM: Saved forecast.
[2025-12-02T20:52:15.604689] [INFO ] [main      ] AM: Signal=1 (Conf=90.0%), Magnitude=-2.36% (Conf=44.9206%)
[2025-12-02T20:52:15.605064] [INFO ] [main      ] Progress: 128/965 forecasts completed (13.3%). AM finished in 0.6s. ETA: 2m 19s. Rate: 361.41 forecasts/min
[2025-12-02T20:52:15.605252] [INFO ] [main      ] Fetching symbol history for TEX...
[2025-12-02T20:52:15.605296] [DEBUG] [REMOTE    ] TEX: Fetching historical data.
[2025-12-02T20:52:15.616831] [DEBUG] [REMOTE    ] TEX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:15.617964] [DEBUG] [LOCAL     ] Loaded configuration for TEX: 5 features, N/A% accuracy
[2025-12-02T20:52:15.618030] [INFO ] [LOCAL     ] TEX: Loaded 5 optimal features with 38.05% confidence from JSON config
[2025-12-02T20:52:15.618389] [DEBUG] [MAG       ] Building data for symbol: TEX with lookback: 0
[2025-12-02T20:52:15.619199] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:15.619257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:15.623978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:15.625736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:15.626203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:15.626653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:52:15.627736] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:15.829375] [DEBUG] [MAG       ] SRAD: Last date is validated at 2025-12-02
[2025-12-02T20:52:15.907778] [DEBUG] [MAG       ] YUMC: Last date is validated at 2025-12-02
[2025-12-02T20:52:15.910797] [DEBUG] [MAG       ] FELE: Last date is validated at 2025-12-02
[2025-12-02T20:52:15.974039] [DEBUG] [MAG       ] TEX: Last date is validated at 2025-12-02
[2025-12-02T20:52:15.993885] [DEBUG] [MAG       ] SRAD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:16.068391] [INFO ] [LOCAL     ] SRAD: Saved forecast.
[2025-12-02T20:52:16.068457] [INFO ] [main      ] SRAD: Signal=1 (Conf=90.0%), Magnitude=0.14% (Conf=45.4979%)
[2025-12-02T20:52:16.068890] [INFO ] [main      ] Fetching symbol history for BIVI...
[2025-12-02T20:52:16.068940] [DEBUG] [REMOTE    ] BIVI: Fetching historical data.
[2025-12-02T20:52:16.069656] [INFO ] [main      ] Progress: 129/965 forecasts completed (13.4%). SRAD finished in 0.6s. ETA: 2m 21s. Rate: 356.44 forecasts/min
[2025-12-02T20:52:16.074514] [DEBUG] [MAG       ] YUMC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:16.080040] [DEBUG] [REMOTE    ] BIVI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:16.080953] [DEBUG] [LOCAL     ] Loaded configuration for BIVI: 8 features, N/A% accuracy
[2025-12-02T20:52:16.081008] [INFO ] [LOCAL     ] BIVI: Loaded 8 optimal features with 26.61% confidence from JSON config
[2025-12-02T20:52:16.081039] [DEBUG] [MAG       ] Building data for symbol: BIVI with lookback: 0
[2025-12-02T20:52:16.081810] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:52:16.081880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:16.083739] [DEBUG] [MAG       ] FELE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:16.086624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:16.088378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:16.088925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:16.089369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:16.089766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:16.128234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:52:16.128907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:52:16.129937] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:16.141403] [DEBUG] [MAG       ] TEX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:16.164527] [INFO ] [LOCAL     ] YUMC: Saved forecast.
[2025-12-02T20:52:16.164612] [INFO ] [main      ] YUMC: Signal=1 (Conf=90.0%), Magnitude=-2.45% (Conf=49.3652%)
[2025-12-02T20:52:16.164774] [INFO ] [main      ] Fetching symbol history for BLFY...
[2025-12-02T20:52:16.164815] [DEBUG] [REMOTE    ] BLFY: Fetching historical data.
[2025-12-02T20:52:16.165872] [INFO ] [main      ] Progress: 130/965 forecasts completed (13.5%). YUMC finished in 0.6s. ETA: 2m 20s. Rate: 357.62 forecasts/min
[2025-12-02T20:52:16.175646] [DEBUG] [REMOTE    ] BLFY: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:16.176533] [DEBUG] [LOCAL     ] Loaded configuration for BLFY: 5 features, N/A% accuracy
[2025-12-02T20:52:16.176603] [INFO ] [LOCAL     ] BLFY: Loaded 5 optimal features with 43.48% confidence from JSON config
[2025-12-02T20:52:16.176637] [DEBUG] [MAG       ] Building data for symbol: BLFY with lookback: 0
[2025-12-02T20:52:16.177377] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:16.177436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:16.179165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:16.179691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:16.180073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:52:16.182046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:52:16.183559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:16.183839] [INFO ] [LOCAL     ] FELE: Saved forecast.
[2025-12-02T20:52:16.183904] [INFO ] [main      ] FELE: Signal=1 (Conf=90.0%), Magnitude=1.28% (Conf=50.0096%)
[2025-12-02T20:52:16.184061] [INFO ] [main      ] Fetching symbol history for PLTK...
[2025-12-02T20:52:16.184105] [DEBUG] [REMOTE    ] PLTK: Fetching historical data.
[2025-12-02T20:52:16.184843] [INFO ] [main      ] Progress: 131/965 forecasts completed (13.6%). FELE finished in 0.6s. ETA: 2m 19s. Rate: 360.06 forecasts/min
[2025-12-02T20:52:16.195411] [DEBUG] [REMOTE    ] PLTK: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:16.196382] [DEBUG] [LOCAL     ] Loaded configuration for PLTK: 6 features, N/A% accuracy
[2025-12-02T20:52:16.196436] [INFO ] [LOCAL     ] PLTK: Loaded 6 optimal features with 56.65% confidence from JSON config
[2025-12-02T20:52:16.196468] [DEBUG] [MAG       ] Building data for symbol: PLTK with lookback: 0
[2025-12-02T20:52:16.197263] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:16.197324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:16.202323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:16.204133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:16.204631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:16.205526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:52:16.235433] [INFO ] [LOCAL     ] TEX: Saved forecast.
[2025-12-02T20:52:16.235498] [INFO ] [main      ] TEX: Signal=1 (Conf=90.0%), Magnitude=2.95% (Conf=38.0518%)
[2025-12-02T20:52:16.235835] [INFO ] [main      ] Fetching symbol history for MCRB...
[2025-12-02T20:52:16.235883] [DEBUG] [REMOTE    ] MCRB: Fetching historical data.
[2025-12-02T20:52:16.236662] [INFO ] [main      ] Progress: 132/965 forecasts completed (13.7%). TEX finished in 0.6s. ETA: 2m 18s. Rate: 361.95 forecasts/min
[2025-12-02T20:52:16.246899] [DEBUG] [REMOTE    ] MCRB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:16.247671] [DEBUG] [LOCAL     ] Loaded configuration for MCRB: 3 features, N/A% accuracy
[2025-12-02T20:52:16.247722] [INFO ] [LOCAL     ] MCRB: Loaded 3 optimal features with 46.86% confidence from JSON config
[2025-12-02T20:52:16.247752] [DEBUG] [MAG       ] Building data for symbol: MCRB with lookback: 0
[2025-12-02T20:52:16.248522] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:16.248598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:52:16.318787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:52:16.320214] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:16.360353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:52:16.361244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:52:16.361931] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:16.468109] [DEBUG] [MAG       ] BIVI: Last date is validated at 2025-12-02
[2025-12-02T20:52:16.524233] [DEBUG] [MAG       ] BLFY: Last date is validated at 2025-12-02
[2025-12-02T20:52:16.635003] [DEBUG] [MAG       ] BIVI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:16.671276] [DEBUG] [MAG       ] PLTK: Last date is validated at 2025-12-02
[2025-12-02T20:52:16.688517] [DEBUG] [MAG       ] BLFY: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:16.703096] [DEBUG] [MAG       ] MCRB: Last date is validated at 2025-12-02
[2025-12-02T20:52:16.753929] [INFO ] [LOCAL     ] BLFY: Saved forecast.
[2025-12-02T20:52:16.753993] [INFO ] [main      ] BLFY: Signal=1 (Conf=90.0%), Magnitude=0.92% (Conf=43.4827%)
[2025-12-02T20:52:16.754364] [INFO ] [main      ] Progress: 133/965 forecasts completed (13.8%). BLFY finished in 0.6s. ETA: 2m 20s. Rate: 356.26 forecasts/min
[2025-12-02T20:52:16.754549] [INFO ] [main      ] Fetching symbol history for RHI...
[2025-12-02T20:52:16.754608] [DEBUG] [REMOTE    ] RHI: Fetching historical data.
[2025-12-02T20:52:16.765856] [DEBUG] [REMOTE    ] RHI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:16.766894] [DEBUG] [LOCAL     ] Loaded configuration for RHI: 9 features, N/A% accuracy
[2025-12-02T20:52:16.766944] [INFO ] [LOCAL     ] RHI: Loaded 9 optimal features with 50.97% confidence from JSON config
[2025-12-02T20:52:16.766974] [DEBUG] [MAG       ] Building data for symbol: RHI with lookback: 0
[2025-12-02T20:52:16.767735] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:52:16.767796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:16.772509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:16.774264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:16.775082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:52:16.806541] [INFO ] [LOCAL     ] BIVI: Saved forecast.
[2025-12-02T20:52:16.806622] [INFO ] [main      ] BIVI: Signal=1 (Conf=90.0%), Magnitude=65.69% (Conf=26.6091%)
[2025-12-02T20:52:16.806775] [INFO ] [main      ] Fetching symbol history for CLBK...
[2025-12-02T20:52:16.806816] [DEBUG] [REMOTE    ] CLBK: Fetching historical data.
[2025-12-02T20:52:16.808681] [INFO ] [main      ] Progress: 134/965 forecasts completed (13.9%). BIVI finished in 0.7s. ETA: 2m 19s. Rate: 358.07 forecasts/min
[2025-12-02T20:52:16.818403] [DEBUG] [REMOTE    ] CLBK: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:16.819450] [DEBUG] [LOCAL     ] Loaded configuration for CLBK: 7 features, N/A% accuracy
[2025-12-02T20:52:16.819500] [INFO ] [LOCAL     ] CLBK: Loaded 7 optimal features with 60.32% confidence from JSON config
[2025-12-02T20:52:16.819531] [DEBUG] [MAG       ] Building data for symbol: CLBK with lookback: 0
[2025-12-02T20:52:16.820300] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:52:16.820359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:16.822031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:16.822558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:16.822965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:16.823737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:52:16.826261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:52:16.827299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:52:16.829720] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:16.840090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:52:16.859962] [DEBUG] [MAG       ] PLTK: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:16.868942] [DEBUG] [MAG       ] MCRB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:16.916498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:52:16.917826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:52:16.919596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:52:16.920633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:52:16.921282] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:16.921787] [INFO ] [LOCAL     ] PLTK: Saved forecast.
[2025-12-02T20:52:16.921854] [INFO ] [main      ] PLTK: Signal=1 (Conf=90.0%), Magnitude=-0.49% (Conf=56.6456%)
[2025-12-02T20:52:16.922175] [INFO ] [main      ] Fetching symbol history for PFG...
[2025-12-02T20:52:16.922222] [DEBUG] [REMOTE    ] PFG: Fetching historical data.
[2025-12-02T20:52:16.922653] [INFO ] [main      ] Progress: 135/965 forecasts completed (14.0%). PLTK finished in 0.7s. ETA: 2m 19s. Rate: 358.92 forecasts/min
[2025-12-02T20:52:16.933837] [DEBUG] [REMOTE    ] PFG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:16.934918] [DEBUG] [LOCAL     ] Loaded configuration for PFG: 3 features, N/A% accuracy
[2025-12-02T20:52:16.934969] [INFO ] [LOCAL     ] PFG: Loaded 3 optimal features with 57.63% confidence from JSON config
[2025-12-02T20:52:16.935000] [DEBUG] [MAG       ] Building data for symbol: PFG with lookback: 0
[2025-12-02T20:52:16.935788] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:16.935845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:16.940461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:16.942287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:16.942786] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:16.961213] [INFO ] [LOCAL     ] MCRB: Saved forecast.
[2025-12-02T20:52:16.961281] [INFO ] [main      ] MCRB: Signal=1 (Conf=90.0%), Magnitude=6.95% (Conf=46.8559%)
[2025-12-02T20:52:16.961662] [INFO ] [main      ] Fetching symbol history for AMBP...
[2025-12-02T20:52:16.961712] [DEBUG] [REMOTE    ] AMBP: Fetching historical data.
[2025-12-02T20:52:16.962626] [INFO ] [main      ] Progress: 136/965 forecasts completed (14.1%). MCRB finished in 0.7s. ETA: 2m 18s. Rate: 360.94 forecasts/min
[2025-12-02T20:52:16.972543] [DEBUG] [REMOTE    ] AMBP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:16.973464] [DEBUG] [LOCAL     ] Loaded configuration for AMBP: 5 features, N/A% accuracy
[2025-12-02T20:52:16.973513] [INFO ] [LOCAL     ] AMBP: Loaded 5 optimal features with 53.11% confidence from JSON config
[2025-12-02T20:52:16.973543] [DEBUG] [MAG       ] Building data for symbol: AMBP with lookback: 0
[2025-12-02T20:52:16.974342] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:16.974401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:16.976055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:16.976594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:16.977457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:52:16.978433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:52:16.979441] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:17.167147] [DEBUG] [MAG       ] CLBK: Last date is validated at 2025-12-02
[2025-12-02T20:52:17.260350] [DEBUG] [MAG       ] RHI: Last date is validated at 2025-12-02
[2025-12-02T20:52:17.289663] [DEBUG] [MAG       ] PFG: Last date is validated at 2025-12-02
[2025-12-02T20:52:17.314777] [DEBUG] [MAG       ] AMBP: Last date is validated at 2025-12-02
[2025-12-02T20:52:17.334432] [DEBUG] [MAG       ] CLBK: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:17.404068] [INFO ] [LOCAL     ] CLBK: Saved forecast.
[2025-12-02T20:52:17.404147] [INFO ] [main      ] CLBK: Signal=1 (Conf=90.0%), Magnitude=3.97% (Conf=60.3159%)
[2025-12-02T20:52:17.404544] [INFO ] [main      ] Fetching symbol history for CDE...
[2025-12-02T20:52:17.404612] [DEBUG] [REMOTE    ] CDE: Fetching historical data.
[2025-12-02T20:52:17.405647] [INFO ] [main      ] Progress: 137/965 forecasts completed (14.2%). CLBK finished in 0.6s. ETA: 2m 19s. Rate: 356.61 forecasts/min
[2025-12-02T20:52:17.416127] [DEBUG] [REMOTE    ] CDE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:17.417161] [DEBUG] [LOCAL     ] Loaded configuration for CDE: 6 features, N/A% accuracy
[2025-12-02T20:52:17.417224] [INFO ] [LOCAL     ] CDE: Loaded 6 optimal features with 48.50% confidence from JSON config
[2025-12-02T20:52:17.417260] [DEBUG] [MAG       ] Building data for symbol: CDE with lookback: 0
[2025-12-02T20:52:17.418102] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:17.418172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:17.423168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:17.425032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:17.425528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:17.425981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:17.426770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:52:17.428074] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:17.430801] [DEBUG] [MAG       ] RHI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:17.463734] [DEBUG] [MAG       ] PFG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:17.483623] [DEBUG] [MAG       ] AMBP: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:17.530029] [INFO ] [LOCAL     ] RHI: Saved forecast.
[2025-12-02T20:52:17.530104] [INFO ] [main      ] RHI: Signal=1 (Conf=90.0%), Magnitude=0.83% (Conf=50.9731%)
[2025-12-02T20:52:17.530483] [INFO ] [main      ] Progress: 138/965 forecasts completed (14.3%). RHI finished in 0.8s. ETA: 2m 19s. Rate: 357.28 forecasts/min
[2025-12-02T20:52:17.530620] [INFO ] [main      ] Fetching symbol history for PNFP...
[2025-12-02T20:52:17.530670] [DEBUG] [REMOTE    ] PNFP: Fetching historical data.
[2025-12-02T20:52:17.540449] [INFO ] [LOCAL     ] AMBP: Saved forecast.
[2025-12-02T20:52:17.540522] [INFO ] [main      ] AMBP: Signal=1 (Conf=90.0%), Magnitude=-0.43% (Conf=53.1095%)
[2025-12-02T20:52:17.540885] [INFO ] [main      ] Fetching symbol history for AIPI...
[2025-12-02T20:52:17.540934] [DEBUG] [REMOTE    ] AIPI: Fetching historical data.
[2025-12-02T20:52:17.541179] [INFO ] [main      ] Progress: 139/965 forecasts completed (14.4%). AMBP finished in 0.6s. ETA: 2m 18s. Rate: 359.70 forecasts/min
[2025-12-02T20:52:17.542305] [DEBUG] [REMOTE    ] PNFP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:17.543154] [DEBUG] [LOCAL     ] Loaded configuration for PNFP: 4 features, N/A% accuracy
[2025-12-02T20:52:17.543201] [INFO ] [LOCAL     ] PNFP: Loaded 4 optimal features with 53.75% confidence from JSON config
[2025-12-02T20:52:17.543231] [DEBUG] [MAG       ] Building data for symbol: PNFP with lookback: 0
[2025-12-02T20:52:17.543986] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:17.544042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:17.548816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:17.551265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:52:17.551300] [DEBUG] [REMOTE    ] AIPI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:17.552170] [DEBUG] [LOCAL     ] Loaded configuration for AIPI: 1 features, N/A% accuracy
[2025-12-02T20:52:17.552219] [INFO ] [LOCAL     ] AIPI: Loaded 1 optimal features with 55.59% confidence from JSON config
[2025-12-02T20:52:17.552250] [DEBUG] [MAG       ] Building data for symbol: AIPI with lookback: 0
[2025-12-02T20:52:17.552456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:52:17.553005] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:52:17.553061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:17.553480] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:17.553763] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:17.563974] [INFO ] [LOCAL     ] PFG: Saved forecast.
[2025-12-02T20:52:17.564050] [INFO ] [main      ] PFG: Signal=1 (Conf=90.0%), Magnitude=-0.57% (Conf=57.6295%)
[2025-12-02T20:52:17.564440] [INFO ] [main      ] Progress: 140/965 forecasts completed (14.5%). PFG finished in 0.6s. ETA: 2m 17s. Rate: 361.92 forecasts/min
[2025-12-02T20:52:17.564568] [INFO ] [main      ] Fetching symbol history for SNTI...
[2025-12-02T20:52:17.564628] [DEBUG] [REMOTE    ] SNTI: Fetching historical data.
[2025-12-02T20:52:17.576370] [DEBUG] [REMOTE    ] SNTI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:17.577269] [DEBUG] [LOCAL     ] Loaded configuration for SNTI: 4 features, N/A% accuracy
[2025-12-02T20:52:17.577322] [INFO ] [LOCAL     ] SNTI: Loaded 4 optimal features with 40.86% confidence from JSON config
[2025-12-02T20:52:17.577354] [DEBUG] [MAG       ] Building data for symbol: SNTI with lookback: 0
[2025-12-02T20:52:17.578198] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:17.578258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:17.580031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:17.580612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:17.581007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:52:17.582719] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:17.766166] [DEBUG] [MAG       ] CDE: Last date is validated at 2025-12-02
[2025-12-02T20:52:17.889130] [DEBUG] [MAG       ] AIPI: Last date is validated at 2025-12-02
[2025-12-02T20:52:17.893355] [DEBUG] [MAG       ] PNFP: Last date is validated at 2025-12-02
[2025-12-02T20:52:17.919553] [DEBUG] [MAG       ] SNTI: Last date is validated at 2025-12-02
[2025-12-02T20:52:17.932892] [DEBUG] [MAG       ] CDE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:18.008454] [INFO ] [LOCAL     ] CDE: Saved forecast.
[2025-12-02T20:52:18.008519] [INFO ] [main      ] CDE: Signal=1 (Conf=90.0%), Magnitude=2.71% (Conf=48.4988%)
[2025-12-02T20:52:18.008952] [INFO ] [main      ] Fetching symbol history for VSTS...
[2025-12-02T20:52:18.009002] [DEBUG] [REMOTE    ] VSTS: Fetching historical data.
[2025-12-02T20:52:18.009663] [INFO ] [main      ] Progress: 141/965 forecasts completed (14.6%). CDE finished in 0.6s. ETA: 2m 18s. Rate: 357.65 forecasts/min
[2025-12-02T20:52:18.020171] [DEBUG] [REMOTE    ] VSTS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:18.021257] [DEBUG] [LOCAL     ] Loaded configuration for VSTS: 7 features, N/A% accuracy
[2025-12-02T20:52:18.021306] [INFO ] [LOCAL     ] VSTS: Loaded 7 optimal features with 54.97% confidence from JSON config
[2025-12-02T20:52:18.021336] [DEBUG] [MAG       ] Building data for symbol: VSTS with lookback: 0
[2025-12-02T20:52:18.022121] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:52:18.022185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:18.030512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:52:18.031244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:18.032987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:18.033464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:52:18.034522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:52:18.036451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:52:18.039145] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:18.054546] [DEBUG] [MAG       ] AIPI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:18.060345] [DEBUG] [MAG       ] PNFP: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:18.084088] [DEBUG] [MAG       ] SNTI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:18.120145] [INFO ] [LOCAL     ] AIPI: Saved forecast.
[2025-12-02T20:52:18.120209] [INFO ] [main      ] AIPI: Signal=1 (Conf=90.0%), Magnitude=1.72% (Conf=55.5928%)
[2025-12-02T20:52:18.120363] [INFO ] [main      ] Fetching symbol history for COLL...
[2025-12-02T20:52:18.120405] [DEBUG] [REMOTE    ] COLL: Fetching historical data.
[2025-12-02T20:52:18.120854] [INFO ] [main      ] Progress: 142/965 forecasts completed (14.7%). AIPI finished in 0.6s. ETA: 2m 18s. Rate: 358.50 forecasts/min
[2025-12-02T20:52:18.131494] [DEBUG] [REMOTE    ] COLL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:18.132437] [DEBUG] [LOCAL     ] Loaded configuration for COLL: 5 features, N/A% accuracy
[2025-12-02T20:52:18.132487] [INFO ] [LOCAL     ] COLL: Loaded 5 optimal features with 57.43% confidence from JSON config
[2025-12-02T20:52:18.132518] [DEBUG] [MAG       ] Building data for symbol: COLL with lookback: 0
[2025-12-02T20:52:18.133272] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:18.133342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:18.138017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:52:18.138759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:52:18.139418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:52:18.140492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:52:18.141595] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:18.165290] [INFO ] [LOCAL     ] SNTI: Saved forecast.
[2025-12-02T20:52:18.165363] [INFO ] [main      ] SNTI: Signal=1 (Conf=90.0%), Magnitude=-5.62% (Conf=40.8632%)
[2025-12-02T20:52:18.165695] [INFO ] [main      ] Fetching symbol history for OHI...
[2025-12-02T20:52:18.165743] [DEBUG] [REMOTE    ] OHI: Fetching historical data.
[2025-12-02T20:52:18.166566] [INFO ] [main      ] Progress: 143/965 forecasts completed (14.8%). SNTI finished in 0.6s. ETA: 2m 17s. Rate: 360.33 forecasts/min
[2025-12-02T20:52:18.177696] [DEBUG] [REMOTE    ] OHI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:18.178853] [DEBUG] [LOCAL     ] Loaded configuration for OHI: 6 features, N/A% accuracy
[2025-12-02T20:52:18.178908] [INFO ] [LOCAL     ] OHI: Loaded 6 optimal features with 57.69% confidence from JSON config
[2025-12-02T20:52:18.179303] [DEBUG] [MAG       ] Building data for symbol: OHI with lookback: 0
[2025-12-02T20:52:18.180102] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:18.180177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:18.180202] [INFO ] [LOCAL     ] PNFP: Saved forecast.
[2025-12-02T20:52:18.180270] [INFO ] [main      ] PNFP: Signal=1 (Conf=90.0%), Magnitude=0.84% (Conf=53.7544%)
[2025-12-02T20:52:18.180642] [INFO ] [main      ] Progress: 144/965 forecasts completed (14.9%). PNFP finished in 0.6s. ETA: 2m 16s. Rate: 362.64 forecasts/min
[2025-12-02T20:52:18.180768] [INFO ] [main      ] Fetching symbol history for BNS...
[2025-12-02T20:52:18.180811] [DEBUG] [REMOTE    ] BNS: Fetching historical data.
[2025-12-02T20:52:18.185015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:18.186876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:18.187363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:18.187758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:18.193985] [DEBUG] [REMOTE    ] BNS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:18.194854] [DEBUG] [LOCAL     ] Loaded configuration for BNS: 2 features, N/A% accuracy
[2025-12-02T20:52:18.194909] [INFO ] [LOCAL     ] BNS: Loaded 2 optimal features with 61.96% confidence from JSON config
[2025-12-02T20:52:18.194940] [DEBUG] [MAG       ] Building data for symbol: BNS with lookback: 0
[2025-12-02T20:52:18.195740] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:52:18.195796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:18.200611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:18.203016] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:18.226827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:52:18.227842] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:18.374527] [DEBUG] [MAG       ] VSTS: Last date is validated at 2025-12-02
[2025-12-02T20:52:18.479425] [DEBUG] [MAG       ] COLL: Last date is validated at 2025-12-02
[2025-12-02T20:52:18.538000] [DEBUG] [MAG       ] BNS: Last date is validated at 2025-12-02
[2025-12-02T20:52:18.544735] [DEBUG] [MAG       ] VSTS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:18.569120] [DEBUG] [MAG       ] OHI: Last date is validated at 2025-12-02
[2025-12-02T20:52:18.623855] [INFO ] [LOCAL     ] VSTS: Saved forecast.
[2025-12-02T20:52:18.623926] [INFO ] [main      ] VSTS: Signal=1 (Conf=90.0%), Magnitude=-8.26% (Conf=54.9689%)
[2025-12-02T20:52:18.624337] [INFO ] [main      ] Progress: 145/965 forecasts completed (15.0%). VSTS finished in 0.6s. ETA: 2m 17s. Rate: 358.48 forecasts/min
[2025-12-02T20:52:18.624476] [INFO ] [main      ] Fetching symbol history for IMMX...
[2025-12-02T20:52:18.624519] [DEBUG] [REMOTE    ] IMMX: Fetching historical data.
[2025-12-02T20:52:18.636555] [DEBUG] [REMOTE    ] IMMX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:18.637603] [DEBUG] [LOCAL     ] Loaded configuration for IMMX: 4 features, N/A% accuracy
[2025-12-02T20:52:18.637675] [INFO ] [LOCAL     ] IMMX: Loaded 4 optimal features with 45.64% confidence from JSON config
[2025-12-02T20:52:18.637710] [DEBUG] [MAG       ] Building data for symbol: IMMX with lookback: 0
[2025-12-02T20:52:18.638564] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:18.638643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:18.643510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:18.645476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:18.645982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:18.646385] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:18.652722] [DEBUG] [MAG       ] COLL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:18.706757] [DEBUG] [MAG       ] BNS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:18.737186] [DEBUG] [MAG       ] OHI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:18.737808] [INFO ] [LOCAL     ] COLL: Saved forecast.
[2025-12-02T20:52:18.737874] [INFO ] [main      ] COLL: Signal=1 (Conf=90.0%), Magnitude=2.32% (Conf=57.4254%)
[2025-12-02T20:52:18.738264] [INFO ] [main      ] Fetching symbol history for PNQI...
[2025-12-02T20:52:18.738313] [DEBUG] [REMOTE    ] PNQI: Fetching historical data.
[2025-12-02T20:52:18.738666] [INFO ] [main      ] Progress: 146/965 forecasts completed (15.1%). COLL finished in 0.6s. ETA: 2m 17s. Rate: 359.26 forecasts/min
[2025-12-02T20:52:18.748930] [DEBUG] [REMOTE    ] PNQI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:18.749898] [DEBUG] [LOCAL     ] Loaded configuration for PNQI: 5 features, N/A% accuracy
[2025-12-02T20:52:18.750274] [INFO ] [LOCAL     ] PNQI: Loaded 5 optimal features with 51.28% confidence from JSON config
[2025-12-02T20:52:18.750307] [DEBUG] [MAG       ] Building data for symbol: PNQI with lookback: 0
[2025-12-02T20:52:18.751063] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:18.751122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:18.755769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:18.756600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:52:18.760429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:52:18.761547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:52:18.762675] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:18.788049] [INFO ] [LOCAL     ] BNS: Saved forecast.
[2025-12-02T20:52:18.788121] [INFO ] [main      ] BNS: Signal=1 (Conf=90.0%), Magnitude=-0.16% (Conf=61.9645%)
[2025-12-02T20:52:18.788506] [INFO ] [main      ] Fetching symbol history for BCAL...
[2025-12-02T20:52:18.788555] [DEBUG] [REMOTE    ] BCAL: Fetching historical data.
[2025-12-02T20:52:18.789402] [INFO ] [main      ] Progress: 147/965 forecasts completed (15.2%). BNS finished in 0.6s. ETA: 2m 16s. Rate: 360.97 forecasts/min
[2025-12-02T20:52:18.800270] [DEBUG] [REMOTE    ] BCAL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:18.801162] [DEBUG] [LOCAL     ] Loaded configuration for BCAL: 5 features, N/A% accuracy
[2025-12-02T20:52:18.801210] [INFO ] [LOCAL     ] BCAL: Loaded 5 optimal features with 61.83% confidence from JSON config
[2025-12-02T20:52:18.801241] [DEBUG] [MAG       ] Building data for symbol: BCAL with lookback: 0
[2025-12-02T20:52:18.802027] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:18.802086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:18.803747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:18.804242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:52:18.815281] [INFO ] [LOCAL     ] OHI: Saved forecast.
[2025-12-02T20:52:18.815346] [INFO ] [main      ] OHI: Signal=1 (Conf=90.0%), Magnitude=-0.28% (Conf=57.6911%)
[2025-12-02T20:52:18.815503] [INFO ] [main      ] Fetching symbol history for BEPI...
[2025-12-02T20:52:18.815546] [DEBUG] [REMOTE    ] BEPI: Fetching historical data.
[2025-12-02T20:52:18.816537] [INFO ] [main      ] Progress: 148/965 forecasts completed (15.3%). OHI finished in 0.6s. ETA: 2m 15s. Rate: 363.02 forecasts/min
[2025-12-02T20:52:18.827049] [DEBUG] [REMOTE    ] BEPI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:18.827831] [DEBUG] [LOCAL     ] Loaded configuration for BEPI: 6 features, N/A% accuracy
[2025-12-02T20:52:18.827882] [INFO ] [LOCAL     ] BEPI: Loaded 6 optimal features with 69.71% confidence from JSON config
[2025-12-02T20:52:18.827912] [DEBUG] [MAG       ] Building data for symbol: BEPI with lookback: 0
[2025-12-02T20:52:18.828736] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:18.828794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:52:18.904161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:52:18.905317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:52:18.908295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:52:18.910731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:52:18.914604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:52:18.914919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:52:18.915336] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:18.918233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:52:18.920383] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:18.987381] [DEBUG] [MAG       ] IMMX: Last date is validated at 2025-12-02
[2025-12-02T20:52:19.099857] [DEBUG] [MAG       ] PNQI: Last date is validated at 2025-12-02
[2025-12-02T20:52:19.163779] [DEBUG] [MAG       ] IMMX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:19.220996] [INFO ] [LOCAL     ] IMMX: Saved forecast.
[2025-12-02T20:52:19.221069] [INFO ] [main      ] IMMX: Signal=1 (Conf=90.0%), Magnitude=0.29% (Conf=45.6358%)
[2025-12-02T20:52:19.221415] [INFO ] [main      ] Fetching symbol history for SF...
[2025-12-02T20:52:19.221465] [DEBUG] [REMOTE    ] SF: Fetching historical data.
[2025-12-02T20:52:19.221668] [INFO ] [main      ] Progress: 149/965 forecasts completed (15.4%). IMMX finished in 0.6s. ETA: 2m 16s. Rate: 359.52 forecasts/min
[2025-12-02T20:52:19.235074] [DEBUG] [REMOTE    ] SF: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:19.236012] [DEBUG] [LOCAL     ] Loaded configuration for SF: 9 features, N/A% accuracy
[2025-12-02T20:52:19.236065] [INFO ] [LOCAL     ] SF: Loaded 9 optimal features with 56.21% confidence from JSON config
[2025-12-02T20:52:19.236097] [DEBUG] [MAG       ] Building data for symbol: SF with lookback: 0
[2025-12-02T20:52:19.236893] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:52:19.236957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:19.241778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:19.254153] [DEBUG] [MAG       ] BCAL: Last date is validated at 2025-12-02
[2025-12-02T20:52:19.255125] [DEBUG] [MAG       ] BEPI: Last date is validated at 2025-12-02
[2025-12-02T20:52:19.268021] [DEBUG] [MAG       ] PNQI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:19.280468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:19.282245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:19.282746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:52:19.283825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:52:19.285477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:52:19.286532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:52:19.287222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:52:19.289969] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:19.344971] [INFO ] [LOCAL     ] PNQI: Saved forecast.
[2025-12-02T20:52:19.345035] [INFO ] [main      ] PNQI: Signal=1 (Conf=90.0%), Magnitude=2.36% (Conf=51.2772%)
[2025-12-02T20:52:19.345379] [INFO ] [main      ] Fetching symbol history for MANH...
[2025-12-02T20:52:19.345426] [DEBUG] [REMOTE    ] MANH: Fetching historical data.
[2025-12-02T20:52:19.345654] [INFO ] [main      ] Progress: 150/965 forecasts completed (15.5%). PNQI finished in 0.6s. ETA: 2m 16s. Rate: 360.14 forecasts/min
[2025-12-02T20:52:19.356263] [DEBUG] [REMOTE    ] MANH: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:19.358436] [DEBUG] [LOCAL     ] Loaded configuration for MANH: 6 features, N/A% accuracy
[2025-12-02T20:52:19.358488] [INFO ] [LOCAL     ] MANH: Loaded 6 optimal features with 52.78% confidence from JSON config
[2025-12-02T20:52:19.358518] [DEBUG] [MAG       ] Building data for symbol: MANH with lookback: 0
[2025-12-02T20:52:19.359307] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:19.359366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:19.361037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:19.361535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:19.361941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:52:19.362881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:52:19.419629] [DEBUG] [MAG       ] BCAL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:19.422846] [DEBUG] [MAG       ] BEPI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:19.436650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:52:19.437896] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:19.484293] [INFO ] [LOCAL     ] BEPI: Saved forecast.
[2025-12-02T20:52:19.484361] [INFO ] [main      ] BEPI: Signal=1 (Conf=90.0%), Magnitude=0.03% (Conf=69.7114%)
[2025-12-02T20:52:19.484521] [INFO ] [main      ] Fetching symbol history for GLPG...
[2025-12-02T20:52:19.484563] [DEBUG] [REMOTE    ] GLPG: Fetching historical data.
[2025-12-02T20:52:19.485525] [INFO ] [main      ] Progress: 151/965 forecasts completed (15.6%). BEPI finished in 0.7s. ETA: 2m 15s. Rate: 360.52 forecasts/min
[2025-12-02T20:52:19.485625] [INFO ] [LOCAL     ] BCAL: Saved forecast.
[2025-12-02T20:52:19.485698] [INFO ] [main      ] BCAL: Signal=1 (Conf=90.0%), Magnitude=-0.41% (Conf=61.8303%)
[2025-12-02T20:52:19.485856] [INFO ] [main      ] Fetching symbol history for JKS...
[2025-12-02T20:52:19.485899] [DEBUG] [REMOTE    ] JKS: Fetching historical data.
[2025-12-02T20:52:19.485933] [INFO ] [main      ] Progress: 152/965 forecasts completed (15.8%). BCAL finished in 0.7s. ETA: 2m 14s. Rate: 362.90 forecasts/min
[2025-12-02T20:52:19.496366] [DEBUG] [REMOTE    ] GLPG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:19.497166] [DEBUG] [LOCAL     ] Loaded configuration for GLPG: 6 features, N/A% accuracy
[2025-12-02T20:52:19.497217] [INFO ] [LOCAL     ] GLPG: Loaded 6 optimal features with 49.18% confidence from JSON config
[2025-12-02T20:52:19.497247] [DEBUG] [MAG       ] Building data for symbol: GLPG with lookback: 0
[2025-12-02T20:52:19.497817] [DEBUG] [REMOTE    ] JKS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:19.498103] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:19.498177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:19.498549] [DEBUG] [LOCAL     ] Loaded configuration for JKS: 6 features, N/A% accuracy
[2025-12-02T20:52:19.498616] [INFO ] [LOCAL     ] JKS: Loaded 6 optimal features with 57.11% confidence from JSON config
[2025-12-02T20:52:19.498649] [DEBUG] [MAG       ] Building data for symbol: JKS with lookback: 0
[2025-12-02T20:52:19.499390] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:19.499449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:19.503222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:19.504187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:19.505027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:19.505118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:52:19.505514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:19.505963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:19.506380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:52:19.507748] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:19.507769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:52:19.510546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:52:19.512101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:52:19.513675] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:19.629701] [DEBUG] [MAG       ] SF: Last date is validated at 2025-12-02
[2025-12-02T20:52:19.776298] [DEBUG] [MAG       ] MANH: Last date is validated at 2025-12-02
[2025-12-02T20:52:19.816962] [DEBUG] [MAG       ] SF: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:19.852559] [DEBUG] [MAG       ] JKS: Last date is validated at 2025-12-02
[2025-12-02T20:52:19.865056] [DEBUG] [MAG       ] GLPG: Last date is validated at 2025-12-02
[2025-12-02T20:52:19.933389] [INFO ] [LOCAL     ] SF: Saved forecast.
[2025-12-02T20:52:19.933461] [INFO ] [main      ] SF: Signal=1 (Conf=90.0%), Magnitude=0.34% (Conf=56.2098%)
[2025-12-02T20:52:19.933644] [INFO ] [main      ] Fetching symbol history for HNRG...
[2025-12-02T20:52:19.933688] [DEBUG] [REMOTE    ] HNRG: Fetching historical data.
[2025-12-02T20:52:19.934561] [INFO ] [main      ] Progress: 153/965 forecasts completed (15.9%). SF finished in 0.7s. ETA: 2m 16s. Rate: 358.88 forecasts/min
[2025-12-02T20:52:19.945306] [DEBUG] [REMOTE    ] HNRG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:19.945717] [DEBUG] [MAG       ] MANH: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:19.946201] [DEBUG] [LOCAL     ] Loaded configuration for HNRG: 10 features, N/A% accuracy
[2025-12-02T20:52:19.946262] [INFO ] [LOCAL     ] HNRG: Loaded 10 optimal features with 51.96% confidence from JSON config
[2025-12-02T20:52:19.946294] [DEBUG] [MAG       ] Building data for symbol: HNRG with lookback: 0
[2025-12-02T20:52:19.947071] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-02T20:52:19.947132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:19.951859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:19.953605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:19.954076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:19.954508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:52:19.958695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:52:19.960263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:52:19.961415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:52:19.962856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:52:19.963643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:52:19.964784] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:20.019247] [DEBUG] [MAG       ] JKS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:20.034433] [DEBUG] [MAG       ] GLPG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:20.102412] [INFO ] [LOCAL     ] MANH: Saved forecast.
[2025-12-02T20:52:20.102474] [INFO ] [main      ] MANH: Signal=1 (Conf=90.0%), Magnitude=0.22% (Conf=52.783%)
[2025-12-02T20:52:20.102646] [INFO ] [main      ] Fetching symbol history for VMD...
[2025-12-02T20:52:20.102690] [DEBUG] [REMOTE    ] VMD: Fetching historical data.
[2025-12-02T20:52:20.104666] [INFO ] [main      ] Progress: 154/965 forecasts completed (16.0%). MANH finished in 0.8s. ETA: 2m 16s. Rate: 358.84 forecasts/min
[2025-12-02T20:52:20.113423] [DEBUG] [REMOTE    ] VMD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:20.114346] [DEBUG] [LOCAL     ] Loaded configuration for VMD: 13 features, N/A% accuracy
[2025-12-02T20:52:20.114349] [INFO ] [LOCAL     ] JKS: Saved forecast.
[2025-12-02T20:52:20.114402] [INFO ] [LOCAL     ] VMD: Loaded 13 optimal features with 66.03% confidence from JSON config
[2025-12-02T20:52:20.114412] [INFO ] [main      ] JKS: Signal=1 (Conf=90.0%), Magnitude=0.73% (Conf=57.1141%)
[2025-12-02T20:52:20.114434] [DEBUG] [MAG       ] Building data for symbol: VMD with lookback: 0
[2025-12-02T20:52:20.114769] [INFO ] [main      ] Fetching symbol history for AFCG...
[2025-12-02T20:52:20.115032] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-12-02T20:52:20.115221] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-12-02T20:52:20.115287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:20.115650] [INFO ] [main      ] Progress: 155/965 forecasts completed (16.1%). JKS finished in 0.6s. ETA: 2m 15s. Rate: 361.02 forecasts/min
[2025-12-02T20:52:20.117210] [INFO ] [LOCAL     ] GLPG: Saved forecast.
[2025-12-02T20:52:20.117287] [INFO ] [main      ] GLPG: Signal=1 (Conf=90.0%), Magnitude=3.07% (Conf=49.1755%)
[2025-12-02T20:52:20.117702] [INFO ] [main      ] Fetching symbol history for JACK...
[2025-12-02T20:52:20.117766] [DEBUG] [REMOTE    ] JACK: Fetching historical data.
[2025-12-02T20:52:20.118711] [INFO ] [main      ] Progress: 156/965 forecasts completed (16.2%). GLPG finished in 0.6s. ETA: 2m 14s. Rate: 363.30 forecasts/min
[2025-12-02T20:52:20.120108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:20.122569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:20.123077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:20.123458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:52:20.129299] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:20.130138] [DEBUG] [LOCAL     ] Loaded configuration for AFCG: 8 features, N/A% accuracy
[2025-12-02T20:52:20.130193] [INFO ] [LOCAL     ] AFCG: Loaded 8 optimal features with 65.17% confidence from JSON config
[2025-12-02T20:52:20.130226] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 0
[2025-12-02T20:52:20.131014] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:52:20.131074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:20.131470] [DEBUG] [REMOTE    ] JACK: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:20.132244] [DEBUG] [LOCAL     ] Loaded configuration for JACK: 7 features, N/A% accuracy
[2025-12-02T20:52:20.132313] [INFO ] [LOCAL     ] JACK: Loaded 7 optimal features with 51.70% confidence from JSON config
[2025-12-02T20:52:20.132363] [DEBUG] [MAG       ] Building data for symbol: JACK with lookback: 0
[2025-12-02T20:52:20.133409] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:52:20.133485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:20.135751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:20.135967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:20.136404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:20.136962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:20.137763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:20.137946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:20.138289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:20.138701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:20.139049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:20.139541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:20.141892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:52:20.185795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:52:20.187077] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:20.197285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:52:20.198151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:52:20.200807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:52:20.201435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:20.201926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:52:20.202928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:52:20.204489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:52:20.205512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:52:20.206190] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:20.256718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:52:20.257637] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:20.298968] [DEBUG] [MAG       ] HNRG: Last date is validated at 2025-12-02
[2025-12-02T20:52:20.464701] [DEBUG] [MAG       ] HNRG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:20.524643] [DEBUG] [MAG       ] JACK: Last date is validated at 2025-12-02
[2025-12-02T20:52:20.541996] [DEBUG] [MAG       ] VMD: Last date is validated at 2025-12-02
[2025-12-02T20:52:20.611869] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-12-02
[2025-12-02T20:52:20.647162] [INFO ] [LOCAL     ] HNRG: Saved forecast.
[2025-12-02T20:52:20.647227] [INFO ] [main      ] HNRG: Signal=1 (Conf=90.0%), Magnitude=-3.59% (Conf=51.9627%)
[2025-12-02T20:52:20.647383] [INFO ] [main      ] Fetching symbol history for UDMY...
[2025-12-02T20:52:20.647425] [DEBUG] [REMOTE    ] UDMY: Fetching historical data.
[2025-12-02T20:52:20.648114] [INFO ] [main      ] Progress: 157/965 forecasts completed (16.3%). HNRG finished in 0.7s. ETA: 2m 15s. Rate: 358.27 forecasts/min
[2025-12-02T20:52:20.659895] [DEBUG] [REMOTE    ] UDMY: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:20.660693] [DEBUG] [LOCAL     ] Loaded configuration for UDMY: 3 features, N/A% accuracy
[2025-12-02T20:52:20.660744] [INFO ] [LOCAL     ] UDMY: Loaded 3 optimal features with 38.34% confidence from JSON config
[2025-12-02T20:52:20.660773] [DEBUG] [MAG       ] Building data for symbol: UDMY with lookback: 0
[2025-12-02T20:52:20.661550] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:20.661625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:20.666679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:20.667615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:52:20.669287] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:20.696783] [DEBUG] [MAG       ] JACK: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:20.709072] [DEBUG] [MAG       ] VMD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:20.781524] [INFO ] [LOCAL     ] VMD: Saved forecast.
[2025-12-02T20:52:20.781605] [INFO ] [main      ] VMD: Signal=1 (Conf=90.0%), Magnitude=-3.42% (Conf=66.0284%)
[2025-12-02T20:52:20.781978] [INFO ] [main      ] Fetching symbol history for ETO...
[2025-12-02T20:52:20.782026] [DEBUG] [REMOTE    ] ETO: Fetching historical data.
[2025-12-02T20:52:20.782657] [INFO ] [main      ] Progress: 158/965 forecasts completed (16.4%). VMD finished in 0.7s. ETA: 2m 15s. Rate: 358.72 forecasts/min
[2025-12-02T20:52:20.784003] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:20.793875] [DEBUG] [REMOTE    ] ETO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:20.794382] [INFO ] [LOCAL     ] JACK: Saved forecast.
[2025-12-02T20:52:20.794461] [INFO ] [main      ] JACK: Signal=1 (Conf=90.0%), Magnitude=2.41% (Conf=51.7019%)
[2025-12-02T20:52:20.794647] [INFO ] [main      ] Fetching symbol history for RMI...
[2025-12-02T20:52:20.794693] [DEBUG] [REMOTE    ] RMI: Fetching historical data.
[2025-12-02T20:52:20.794820] [DEBUG] [LOCAL     ] Loaded configuration for ETO: 3 features, N/A% accuracy
[2025-12-02T20:52:20.794877] [INFO ] [LOCAL     ] ETO: Loaded 3 optimal features with 55.91% confidence from JSON config
[2025-12-02T20:52:20.794908] [DEBUG] [MAG       ] Building data for symbol: ETO with lookback: 0
[2025-12-02T20:52:20.795706] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:20.795763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:20.795932] [INFO ] [main      ] Progress: 159/965 forecasts completed (16.5%). JACK finished in 0.7s. ETA: 2m 14s. Rate: 360.81 forecasts/min
[2025-12-02T20:52:20.800672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:20.802430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:20.802919] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:20.806711] [DEBUG] [REMOTE    ] RMI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:20.807498] [DEBUG] [LOCAL     ] Loaded configuration for RMI: 6 features, N/A% accuracy
[2025-12-02T20:52:20.807547] [INFO ] [LOCAL     ] RMI: Loaded 6 optimal features with 51.96% confidence from JSON config
[2025-12-02T20:52:20.807598] [DEBUG] [MAG       ] Building data for symbol: RMI with lookback: 0
[2025-12-02T20:52:20.808389] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:20.808450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:20.809365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:52:20.810612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:20.812783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:20.813320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:52:20.814457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:52:20.816416] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:20.851776] [INFO ] [LOCAL     ] AFCG: Saved forecast.
[2025-12-02T20:52:20.851844] [INFO ] [main      ] AFCG: Signal=1 (Conf=90.0%), Magnitude=1.79% (Conf=65.1725%)
[2025-12-02T20:52:20.852185] [INFO ] [main      ] Fetching symbol history for SSRM...
[2025-12-02T20:52:20.852234] [DEBUG] [REMOTE    ] SSRM: Fetching historical data.
[2025-12-02T20:52:20.852667] [INFO ] [main      ] Progress: 160/965 forecasts completed (16.6%). AFCG finished in 0.7s. ETA: 2m 13s. Rate: 362.30 forecasts/min
[2025-12-02T20:52:20.863188] [DEBUG] [REMOTE    ] SSRM: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:20.863896] [DEBUG] [LOCAL     ] Loaded configuration for SSRM: 5 features, N/A% accuracy
[2025-12-02T20:52:20.863945] [INFO ] [LOCAL     ] SSRM: Loaded 5 optimal features with 50.27% confidence from JSON config
[2025-12-02T20:52:20.863976] [DEBUG] [MAG       ] Building data for symbol: SSRM with lookback: 0
[2025-12-02T20:52:20.864734] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:20.864791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:20.866422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:20.866938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:20.867370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:20.867776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:20.870183] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:21.009483] [DEBUG] [MAG       ] UDMY: Last date is validated at 2025-12-02
[2025-12-02T20:52:21.134756] [DEBUG] [MAG       ] ETO: Last date is validated at 2025-12-02
[2025-12-02T20:52:21.162630] [DEBUG] [MAG       ] RMI: Last date is validated at 2025-12-02
[2025-12-02T20:52:21.174721] [DEBUG] [MAG       ] UDMY: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:21.208728] [DEBUG] [MAG       ] SSRM: Last date is validated at 2025-12-02
[2025-12-02T20:52:21.240090] [INFO ] [LOCAL     ] UDMY: Saved forecast.
[2025-12-02T20:52:21.240153] [INFO ] [main      ] UDMY: Signal=1 (Conf=90.0%), Magnitude=1.91% (Conf=38.3415%)
[2025-12-02T20:52:21.240500] [INFO ] [main      ] Progress: 161/965 forecasts completed (16.7%). UDMY finished in 0.6s. ETA: 2m 14s. Rate: 359.30 forecasts/min
[2025-12-02T20:52:21.240637] [INFO ] [main      ] Fetching symbol history for RDY...
[2025-12-02T20:52:21.240680] [DEBUG] [REMOTE    ] RDY: Fetching historical data.
[2025-12-02T20:52:21.252054] [DEBUG] [REMOTE    ] RDY: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:21.252963] [DEBUG] [LOCAL     ] Loaded configuration for RDY: 2 features, N/A% accuracy
[2025-12-02T20:52:21.253030] [INFO ] [LOCAL     ] RDY: Loaded 2 optimal features with 48.90% confidence from JSON config
[2025-12-02T20:52:21.253068] [DEBUG] [MAG       ] Building data for symbol: RDY with lookback: 0
[2025-12-02T20:52:21.253846] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:52:21.253910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:21.256212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:52:21.257252] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:21.297933] [DEBUG] [MAG       ] ETO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:21.329282] [DEBUG] [MAG       ] RMI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:21.361747] [INFO ] [LOCAL     ] ETO: Saved forecast.
[2025-12-02T20:52:21.361813] [INFO ] [main      ] ETO: Signal=1 (Conf=90.0%), Magnitude=-0.75% (Conf=55.911%)
[2025-12-02T20:52:21.362236] [INFO ] [main      ] Fetching symbol history for INVH...
[2025-12-02T20:52:21.362285] [DEBUG] [REMOTE    ] INVH: Fetching historical data.
[2025-12-02T20:52:21.362653] [INFO ] [main      ] Progress: 162/965 forecasts completed (16.8%). ETO finished in 0.6s. ETA: 2m 14s. Rate: 359.90 forecasts/min
[2025-12-02T20:52:21.373826] [DEBUG] [MAG       ] SSRM: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:21.373837] [DEBUG] [REMOTE    ] INVH: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:21.374830] [DEBUG] [LOCAL     ] Loaded configuration for INVH: 5 features, N/A% accuracy
[2025-12-02T20:52:21.374889] [INFO ] [LOCAL     ] INVH: Loaded 5 optimal features with 49.45% confidence from JSON config
[2025-12-02T20:52:21.374929] [DEBUG] [MAG       ] Building data for symbol: INVH with lookback: 0
[2025-12-02T20:52:21.379073] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:21.379132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:21.380990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:21.381697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:21.382077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:21.384402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:21.422367] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:21.442987] [INFO ] [LOCAL     ] RMI: Saved forecast.
[2025-12-02T20:52:21.443056] [INFO ] [main      ] RMI: Signal=1 (Conf=90.0%), Magnitude=-1.64% (Conf=51.9606%)
[2025-12-02T20:52:21.443405] [INFO ] [main      ] Fetching symbol history for SOXX...
[2025-12-02T20:52:21.443455] [DEBUG] [REMOTE    ] SOXX: Fetching historical data.
[2025-12-02T20:52:21.443654] [INFO ] [main      ] Progress: 163/965 forecasts completed (16.9%). RMI finished in 0.6s. ETA: 2m 13s. Rate: 361.04 forecasts/min
[2025-12-02T20:52:21.449141] [INFO ] [LOCAL     ] SSRM: Saved forecast.
[2025-12-02T20:52:21.449214] [INFO ] [main      ] SSRM: Signal=1 (Conf=90.0%), Magnitude=0.26% (Conf=50.2712%)
[2025-12-02T20:52:21.449612] [INFO ] [main      ] Fetching symbol history for BSCQ...
[2025-12-02T20:52:21.449618] [INFO ] [main      ] Progress: 164/965 forecasts completed (17.0%). SSRM finished in 0.6s. ETA: 2m 12s. Rate: 363.17 forecasts/min
[2025-12-02T20:52:21.449673] [DEBUG] [REMOTE    ] BSCQ: Fetching historical data.
[2025-12-02T20:52:21.456871] [DEBUG] [REMOTE    ] SOXX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:21.457650] [DEBUG] [LOCAL     ] Loaded configuration for SOXX: 4 features, N/A% accuracy
[2025-12-02T20:52:21.457702] [INFO ] [LOCAL     ] SOXX: Loaded 4 optimal features with 56.94% confidence from JSON config
[2025-12-02T20:52:21.457733] [DEBUG] [MAG       ] Building data for symbol: SOXX with lookback: 0
[2025-12-02T20:52:21.458539] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:21.458616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:21.459467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:21.461073] [DEBUG] [REMOTE    ] BSCQ: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:21.461915] [DEBUG] [LOCAL     ] Loaded configuration for BSCQ: 53 features, N/A% accuracy
[2025-12-02T20:52:21.461969] [INFO ] [LOCAL     ] BSCQ: Loaded 53 optimal features with 13.53% confidence from JSON config
[2025-12-02T20:52:21.461999] [DEBUG] [MAG       ] Building data for symbol: BSCQ with lookback: 0
[2025-12-02T20:52:21.462012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:21.462810] [DEBUG] [FEATURES  ] DataBuilder: Executing 53 feature methods.
[2025-12-02T20:52:21.462919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:21.467735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:21.469640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:21.470125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:21.470550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:21.470953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:21.471736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:21.472509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:21.474915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:52:21.502483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:52:21.504779] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:21.583502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:52:21.585463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:21.594491] [DEBUG] [MAG       ] RDY: Last date is validated at 2025-12-02
[2025-12-02T20:52:21.623865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:52:21.624927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:52:21.665919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:52:21.666980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:52:21.668188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:52:21.744525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:52:21.745463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:52:21.747306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:52:21.750076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:52:21.751159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:52:21.753103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:52:21.753845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:52:21.758471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:52:21.758566] [DEBUG] [MAG       ] INVH: Last date is validated at 2025-12-02
[2025-12-02T20:52:21.759690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:52:21.761215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:52:21.762781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:52:21.765599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:52:21.766276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:52:21.767153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:52:21.769350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:52:21.769868] [DEBUG] [MAG       ] RDY: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:21.770423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:52:21.771110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:52:21.771793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-02T20:52:21.772464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:52:21.775543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:52:21.777161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:52:21.779645] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:52:21.781801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:52:21.785557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:52:21.804396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:52:21.805508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:52:21.807155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:52:21.807908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:52:21.809517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:52:21.811250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:52:21.812160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:52:21.813674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:52:21.815046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:52:21.817408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:52:21.819306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:52:21.822673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:52:21.824658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:52:21.830603] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:21.838135] [INFO ] [LOCAL     ] RDY: Saved forecast.
[2025-12-02T20:52:21.838199] [INFO ] [main      ] RDY: Signal=1 (Conf=90.0%), Magnitude=0.46% (Conf=48.8976%)
[2025-12-02T20:52:21.838496] [INFO ] [main      ] Fetching symbol history for TEM...
[2025-12-02T20:52:21.838545] [DEBUG] [REMOTE    ] TEM: Fetching historical data.
[2025-12-02T20:52:21.839359] [INFO ] [main      ] Progress: 165/965 forecasts completed (17.1%). RDY finished in 0.6s. ETA: 2m 13s. Rate: 360.21 forecasts/min
[2025-12-02T20:52:21.850119] [DEBUG] [REMOTE    ] TEM: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:21.851000] [DEBUG] [LOCAL     ] Loaded configuration for TEM: 6 features, N/A% accuracy
[2025-12-02T20:52:21.851054] [INFO ] [LOCAL     ] TEM: Loaded 6 optimal features with 58.20% confidence from JSON config
[2025-12-02T20:52:21.851085] [DEBUG] [MAG       ] Building data for symbol: TEM with lookback: 0
[2025-12-02T20:52:21.851861] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:21.851918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:21.853561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:21.854081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:21.854461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:52:21.855400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:52:21.856533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:52:21.857513] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:21.907029] [DEBUG] [MAG       ] SOXX: Last date is validated at 2025-12-02
[2025-12-02T20:52:21.930980] [DEBUG] [MAG       ] INVH: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:22.004152] [INFO ] [LOCAL     ] INVH: Saved forecast.
[2025-12-02T20:52:22.004228] [INFO ] [main      ] INVH: Signal=1 (Conf=90.0%), Magnitude=0.35% (Conf=49.4506%)
[2025-12-02T20:52:22.004589] [INFO ] [main      ] Fetching symbol history for HMC...
[2025-12-02T20:52:22.004638] [DEBUG] [REMOTE    ] HMC: Fetching historical data.
[2025-12-02T20:52:22.004656] [INFO ] [main      ] Progress: 166/965 forecasts completed (17.2%). INVH finished in 0.6s. ETA: 2m 13s. Rate: 360.22 forecasts/min
[2025-12-02T20:52:22.015598] [DEBUG] [REMOTE    ] HMC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:22.016500] [DEBUG] [LOCAL     ] Loaded configuration for HMC: 4 features, N/A% accuracy
[2025-12-02T20:52:22.016550] [INFO ] [LOCAL     ] HMC: Loaded 4 optimal features with 56.85% confidence from JSON config
[2025-12-02T20:52:22.016604] [DEBUG] [MAG       ] Building data for symbol: HMC with lookback: 0
[2025-12-02T20:52:22.017344] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:22.017402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:22.019789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:52:22.022514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:52:22.023803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:52:22.024832] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:22.077205] [DEBUG] [MAG       ] SOXX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:22.196896] [DEBUG] [MAG       ] TEM: Last date is validated at 2025-12-02
[2025-12-02T20:52:22.211255] [INFO ] [LOCAL     ] SOXX: Saved forecast.
[2025-12-02T20:52:22.211323] [INFO ] [main      ] SOXX: Signal=1 (Conf=90.0%), Magnitude=0.29% (Conf=56.9366%)
[2025-12-02T20:52:22.211686] [INFO ] [main      ] Fetching symbol history for CHSCL...
[2025-12-02T20:52:22.211737] [DEBUG] [REMOTE    ] CHSCL: Fetching historical data.
[2025-12-02T20:52:22.212650] [INFO ] [main      ] Progress: 167/965 forecasts completed (17.3%). SOXX finished in 0.8s. ETA: 2m 13s. Rate: 359.69 forecasts/min
[2025-12-02T20:52:22.222761] [DEBUG] [REMOTE    ] CHSCL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:22.223828] [DEBUG] [LOCAL     ] Loaded configuration for CHSCL: 3 features, N/A% accuracy
[2025-12-02T20:52:22.223880] [INFO ] [LOCAL     ] CHSCL: Loaded 3 optimal features with 51.46% confidence from JSON config
[2025-12-02T20:52:22.223912] [DEBUG] [MAG       ] Building data for symbol: CHSCL with lookback: 0
[2025-12-02T20:52:22.224708] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:22.224766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:22.226828] [DEBUG] [MAG       ] BSCQ: Last date is validated at 2025-12-02
[2025-12-02T20:52:22.229768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:22.230736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:22.233131] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:22.354548] [DEBUG] [MAG       ] HMC: Last date is validated at 2025-12-02
[2025-12-02T20:52:22.361852] [DEBUG] [MAG       ] TEM: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:22.394216] [DEBUG] [MAG       ] BSCQ: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:22.472185] [INFO ] [LOCAL     ] TEM: Saved forecast.
[2025-12-02T20:52:22.472250] [INFO ] [main      ] TEM: Signal=1 (Conf=90.0%), Magnitude=-4.05% (Conf=58.1967%)
[2025-12-02T20:52:22.472648] [INFO ] [main      ] Fetching symbol history for MILN...
[2025-12-02T20:52:22.472698] [DEBUG] [REMOTE    ] MILN: Fetching historical data.
[2025-12-02T20:52:22.472789] [INFO ] [main      ] Progress: 168/965 forecasts completed (17.4%). TEM finished in 0.6s. ETA: 2m 13s. Rate: 358.49 forecasts/min
[2025-12-02T20:52:22.485635] [DEBUG] [REMOTE    ] MILN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:22.486747] [DEBUG] [LOCAL     ] Loaded configuration for MILN: 7 features, N/A% accuracy
[2025-12-02T20:52:22.486814] [INFO ] [LOCAL     ] MILN: Loaded 7 optimal features with 56.92% confidence from JSON config
[2025-12-02T20:52:22.486851] [DEBUG] [MAG       ] Building data for symbol: MILN with lookback: 0
[2025-12-02T20:52:22.487699] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:52:22.487772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:22.488543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:22.490278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:22.490809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:52:22.491878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:52:22.493551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:52:22.494628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:52:22.495309] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:22.518723] [DEBUG] [MAG       ] HMC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:22.581671] [DEBUG] [MAG       ] CHSCL: Last date is validated at 2025-12-02
[2025-12-02T20:52:22.598082] [INFO ] [LOCAL     ] HMC: Saved forecast.
[2025-12-02T20:52:22.598147] [INFO ] [main      ] HMC: Signal=1 (Conf=90.0%), Magnitude=-2.33% (Conf=56.8453%)
[2025-12-02T20:52:22.598497] [INFO ] [main      ] Fetching symbol history for CMTL...
[2025-12-02T20:52:22.598546] [DEBUG] [REMOTE    ] CMTL: Fetching historical data.
[2025-12-02T20:52:22.599539] [INFO ] [main      ] Progress: 169/965 forecasts completed (17.5%). HMC finished in 0.6s. ETA: 2m 13s. Rate: 359.01 forecasts/min
[2025-12-02T20:52:22.609933] [DEBUG] [REMOTE    ] CMTL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:22.610819] [DEBUG] [LOCAL     ] Loaded configuration for CMTL: 4 features, N/A% accuracy
[2025-12-02T20:52:22.610870] [INFO ] [LOCAL     ] CMTL: Loaded 4 optimal features with 63.50% confidence from JSON config
[2025-12-02T20:52:22.610901] [DEBUG] [MAG       ] Building data for symbol: CMTL with lookback: 0
[2025-12-02T20:52:22.611690] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:22.611749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:22.616424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:22.617227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:52:22.618916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:52:22.623066] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:22.648300] [INFO ] [LOCAL     ] BSCQ: Saved forecast.
[2025-12-02T20:52:22.648367] [INFO ] [main      ] BSCQ: Signal=1 (Conf=90.0%), Magnitude=0.00% (Conf=13.5335%)
[2025-12-02T20:52:22.648732] [INFO ] [main      ] Progress: 170/965 forecasts completed (17.6%). BSCQ finished in 1.2s. ETA: 2m 12s. Rate: 360.50 forecasts/min
[2025-12-02T20:52:22.648855] [INFO ] [main      ] Fetching symbol history for EXP...
[2025-12-02T20:52:22.648896] [DEBUG] [REMOTE    ] EXP: Fetching historical data.
[2025-12-02T20:52:22.659745] [DEBUG] [REMOTE    ] EXP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:22.660914] [DEBUG] [LOCAL     ] Loaded configuration for EXP: 0 features, N/A% accuracy
[2025-12-02T20:52:22.660964] [INFO ] [LOCAL     ] EXP: Loaded 0 optimal features with 51.99% confidence from JSON config
[2025-12-02T20:52:22.660995] [DEBUG] [MAG       ] Building data for symbol: EXP with lookback: 0
[2025-12-02T20:52:22.661751] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-02T20:52:22.771499] [DEBUG] [MAG       ] CHSCL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:22.829687] [INFO ] [LOCAL     ] CHSCL: Saved forecast.
[2025-12-02T20:52:22.829755] [INFO ] [main      ] CHSCL: Signal=1 (Conf=90.0%), Magnitude=-0.24% (Conf=51.456%)
[2025-12-02T20:52:22.830120] [INFO ] [main      ] Fetching symbol history for POAI...
[2025-12-02T20:52:22.830172] [DEBUG] [REMOTE    ] POAI: Fetching historical data.
[2025-12-02T20:52:22.831691] [INFO ] [main      ] Progress: 171/965 forecasts completed (17.7%). CHSCL finished in 0.6s. ETA: 2m 12s. Rate: 360.30 forecasts/min
[2025-12-02T20:52:22.841312] [DEBUG] [MAG       ] MILN: Last date is validated at 2025-12-02
[2025-12-02T20:52:22.842019] [DEBUG] [REMOTE    ] POAI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:22.842912] [DEBUG] [LOCAL     ] Loaded configuration for POAI: 2 features, N/A% accuracy
[2025-12-02T20:52:22.842965] [INFO ] [LOCAL     ] POAI: Loaded 2 optimal features with 59.53% confidence from JSON config
[2025-12-02T20:52:22.842997] [DEBUG] [MAG       ] Building data for symbol: POAI with lookback: 0
[2025-12-02T20:52:22.843805] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:52:22.843864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:22.848736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:52:22.850916] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:22.956240] [DEBUG] [MAG       ] CMTL: Last date is validated at 2025-12-02
[2025-12-02T20:52:22.996144] [DEBUG] [MAG       ] EXP: Last date is validated at 2025-12-02
[2025-12-02T20:52:23.010134] [DEBUG] [MAG       ] MILN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:23.089802] [INFO ] [LOCAL     ] MILN: Saved forecast.
[2025-12-02T20:52:23.089867] [INFO ] [main      ] MILN: Signal=1 (Conf=90.0%), Magnitude=1.84% (Conf=56.9192%)
[2025-12-02T20:52:23.090235] [INFO ] [main      ] Fetching symbol history for FTSM...
[2025-12-02T20:52:23.090285] [DEBUG] [REMOTE    ] FTSM: Fetching historical data.
[2025-12-02T20:52:23.091650] [INFO ] [main      ] Progress: 172/965 forecasts completed (17.8%). MILN finished in 0.6s. ETA: 2m 12s. Rate: 359.12 forecasts/min
[2025-12-02T20:52:23.103115] [DEBUG] [REMOTE    ] FTSM: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:23.104757] [DEBUG] [LOCAL     ] Loaded configuration for FTSM: 50 features, N/A% accuracy
[2025-12-02T20:52:23.104808] [INFO ] [LOCAL     ] FTSM: Loaded 50 optimal features with 14.50% confidence from JSON config
[2025-12-02T20:52:23.104838] [DEBUG] [MAG       ] Building data for symbol: FTSM with lookback: 0
[2025-12-02T20:52:23.105623] [DEBUG] [FEATURES  ] DataBuilder: Executing 50 feature methods.
[2025-12-02T20:52:23.105716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:23.110378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:23.112135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:23.112621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:23.113049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:23.113433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:23.114176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:23.114970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:23.117276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:52:23.120735] [DEBUG] [MAG       ] CMTL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:23.165061] [DEBUG] [MAG       ] EXP: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:23.182537] [INFO ] [LOCAL     ] CMTL: Saved forecast.
[2025-12-02T20:52:23.182630] [INFO ] [main      ] CMTL: Signal=1 (Conf=90.0%), Magnitude=-4.18% (Conf=63.4976%)
[2025-12-02T20:52:23.182800] [INFO ] [main      ] Fetching symbol history for CM...
[2025-12-02T20:52:23.182843] [DEBUG] [REMOTE    ] CM: Fetching historical data.
[2025-12-02T20:52:23.184716] [INFO ] [main      ] Progress: 173/965 forecasts completed (17.9%). CMTL finished in 0.6s. ETA: 2m 12s. Rate: 360.05 forecasts/min
[2025-12-02T20:52:23.194787] [DEBUG] [REMOTE    ] CM: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:23.195702] [DEBUG] [LOCAL     ] Loaded configuration for CM: 5 features, N/A% accuracy
[2025-12-02T20:52:23.195752] [INFO ] [LOCAL     ] CM: Loaded 5 optimal features with 64.93% confidence from JSON config
[2025-12-02T20:52:23.195787] [DEBUG] [MAG       ] Building data for symbol: CM with lookback: 0
[2025-12-02T20:52:23.196535] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:23.196611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:23.197515] [DEBUG] [MAG       ] POAI: Last date is validated at 2025-12-02
[2025-12-02T20:52:23.198281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:23.198805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:23.199235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:23.199644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:23.200375] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:23.223612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:52:23.225534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:23.266941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:52:23.268176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:52:23.278833] [INFO ] [LOCAL     ] EXP: Saved forecast.
[2025-12-02T20:52:23.278898] [INFO ] [main      ] EXP: Signal=1 (Conf=90.0%), Magnitude=-0.50% (Conf=51.9851%)
[2025-12-02T20:52:23.279241] [INFO ] [main      ] Progress: 174/965 forecasts completed (18.0%). EXP finished in 0.6s. ETA: 2m 11s. Rate: 360.94 forecasts/min
[2025-12-02T20:52:23.279360] [INFO ] [main      ] Fetching symbol history for WLDS...
[2025-12-02T20:52:23.279402] [DEBUG] [REMOTE    ] WLDS: Fetching historical data.
[2025-12-02T20:52:23.290340] [DEBUG] [REMOTE    ] WLDS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:23.291460] [DEBUG] [LOCAL     ] Loaded configuration for WLDS: 2 features, N/A% accuracy
[2025-12-02T20:52:23.291512] [INFO ] [LOCAL     ] WLDS: Loaded 2 optimal features with 46.25% confidence from JSON config
[2025-12-02T20:52:23.291543] [DEBUG] [MAG       ] Building data for symbol: WLDS with lookback: 0
[2025-12-02T20:52:23.292311] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:52:23.292368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:52:23.296425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:52:23.298435] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:23.311813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:52:23.312748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:52:23.313953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:52:23.368310] [DEBUG] [MAG       ] POAI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:23.386270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:52:23.387077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:52:23.388898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:52:23.391543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:52:23.392630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:52:23.394557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:52:23.395324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:52:23.399592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:52:23.400747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:52:23.402080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:52:23.403594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:52:23.406369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:52:23.407034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:52:23.407735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:52:23.409679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:52:23.410728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:52:23.411397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:52:23.412081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-02T20:52:23.412771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:52:23.415432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:52:23.417008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:52:23.419375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:52:23.421517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:52:23.425271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:52:23.442169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:52:23.443362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:52:23.445020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:52:23.445750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:52:23.447357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:52:23.449003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:52:23.449995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:52:23.451179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:52:23.452359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:52:23.454408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:52:23.455995] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:23.462896] [INFO ] [LOCAL     ] POAI: Saved forecast.
[2025-12-02T20:52:23.462960] [INFO ] [main      ] POAI: Signal=1 (Conf=90.0%), Magnitude=2.97% (Conf=59.5301%)
[2025-12-02T20:52:23.463305] [INFO ] [main      ] Fetching symbol history for INSG...
[2025-12-02T20:52:23.463354] [DEBUG] [REMOTE    ] INSG: Fetching historical data.
[2025-12-02T20:52:23.464672] [INFO ] [main      ] Progress: 175/965 forecasts completed (18.1%). POAI finished in 0.6s. ETA: 2m 11s. Rate: 360.71 forecasts/min
[2025-12-02T20:52:23.475385] [DEBUG] [REMOTE    ] INSG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:23.476463] [DEBUG] [LOCAL     ] Loaded configuration for INSG: 6 features, N/A% accuracy
[2025-12-02T20:52:23.476512] [INFO ] [LOCAL     ] INSG: Loaded 6 optimal features with 58.26% confidence from JSON config
[2025-12-02T20:52:23.476542] [DEBUG] [MAG       ] Building data for symbol: INSG with lookback: 0
[2025-12-02T20:52:23.477310] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:23.477369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:23.479074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:23.479591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:23.480072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:23.480867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:23.481696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:52:23.483267] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:23.530659] [DEBUG] [MAG       ] CM: Last date is validated at 2025-12-02
[2025-12-02T20:52:23.633178] [DEBUG] [MAG       ] WLDS: Last date is validated at 2025-12-02
[2025-12-02T20:52:23.696084] [DEBUG] [MAG       ] CM: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:23.773782] [INFO ] [LOCAL     ] CM: Saved forecast.
[2025-12-02T20:52:23.773855] [INFO ] [main      ] CM: Signal=1 (Conf=90.0%), Magnitude=0.13% (Conf=64.9339%)
[2025-12-02T20:52:23.774270] [INFO ] [main      ] Fetching symbol history for LH...
[2025-12-02T20:52:23.774324] [DEBUG] [REMOTE    ] LH: Fetching historical data.
[2025-12-02T20:52:23.774655] [INFO ] [main      ] Progress: 176/965 forecasts completed (18.2%). CM finished in 0.6s. ETA: 2m 12s. Rate: 358.94 forecasts/min
[2025-12-02T20:52:23.784856] [DEBUG] [REMOTE    ] LH: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:23.786016] [DEBUG] [LOCAL     ] Loaded configuration for LH: 5 features, N/A% accuracy
[2025-12-02T20:52:23.786067] [INFO ] [LOCAL     ] LH: Loaded 5 optimal features with 50.41% confidence from JSON config
[2025-12-02T20:52:23.786098] [DEBUG] [MAG       ] Building data for symbol: LH with lookback: 0
[2025-12-02T20:52:23.786047] [DEBUG] [MAG       ] FTSM: Last date is validated at 2025-12-02
[2025-12-02T20:52:23.786873] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:23.786931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:23.788617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:23.789113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:23.789500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:52:23.799086] [DEBUG] [MAG       ] WLDS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:23.827096] [DEBUG] [MAG       ] INSG: Last date is validated at 2025-12-02
[2025-12-02T20:52:23.837660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:52:23.838917] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:23.885324] [INFO ] [LOCAL     ] WLDS: Saved forecast.
[2025-12-02T20:52:23.885386] [INFO ] [main      ] WLDS: Signal=1 (Conf=90.0%), Magnitude=4.13% (Conf=46.2523%)
[2025-12-02T20:52:23.885752] [INFO ] [main      ] Fetching symbol history for CETX...
[2025-12-02T20:52:23.885803] [DEBUG] [REMOTE    ] CETX: Fetching historical data.
[2025-12-02T20:52:23.887661] [INFO ] [main      ] Progress: 177/965 forecasts completed (18.3%). WLDS finished in 0.6s. ETA: 2m 11s. Rate: 359.60 forecasts/min
[2025-12-02T20:52:23.895983] [DEBUG] [REMOTE    ] CETX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:23.896992] [DEBUG] [LOCAL     ] Loaded configuration for CETX: 9 features, N/A% accuracy
[2025-12-02T20:52:23.897043] [INFO ] [LOCAL     ] CETX: Loaded 9 optimal features with 30.17% confidence from JSON config
[2025-12-02T20:52:23.897072] [DEBUG] [MAG       ] Building data for symbol: CETX with lookback: 0
[2025-12-02T20:52:23.897845] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:52:23.897906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:23.899562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:23.900073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:23.900462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:52:23.948505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:52:23.949380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:52:23.950213] [DEBUG] [MAG       ] FTSM: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:23.950527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:52:23.951694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:23.952182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:52:23.954161] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:23.995057] [DEBUG] [MAG       ] INSG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:24.080845] [INFO ] [LOCAL     ] INSG: Saved forecast.
[2025-12-02T20:52:24.080912] [INFO ] [main      ] INSG: Signal=1 (Conf=90.0%), Magnitude=-3.14% (Conf=58.2599%)
[2025-12-02T20:52:24.081236] [INFO ] [main      ] Fetching symbol history for KEP...
[2025-12-02T20:52:24.081290] [DEBUG] [REMOTE    ] KEP: Fetching historical data.
[2025-12-02T20:52:24.082189] [INFO ] [main      ] Progress: 178/965 forecasts completed (18.4%). INSG finished in 0.6s. ETA: 2m 11s. Rate: 359.27 forecasts/min
[2025-12-02T20:52:24.092889] [DEBUG] [REMOTE    ] KEP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:24.093945] [DEBUG] [LOCAL     ] Loaded configuration for KEP: 5 features, N/A% accuracy
[2025-12-02T20:52:24.094008] [INFO ] [LOCAL     ] KEP: Loaded 5 optimal features with 56.32% confidence from JSON config
[2025-12-02T20:52:24.094040] [DEBUG] [MAG       ] Building data for symbol: KEP with lookback: 0
[2025-12-02T20:52:24.095207] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:24.095267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:24.097008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:24.097526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:24.097951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:24.098743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:52:24.151844] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:24.172863] [DEBUG] [MAG       ] LH: Last date is validated at 2025-12-02
[2025-12-02T20:52:24.208028] [INFO ] [LOCAL     ] FTSM: Saved forecast.
[2025-12-02T20:52:24.208094] [INFO ] [main      ] FTSM: Signal=1 (Conf=90.0%), Magnitude=0.00% (Conf=14.4978%)
[2025-12-02T20:52:24.208443] [INFO ] [main      ] Progress: 179/965 forecasts completed (18.5%). FTSM finished in 1.1s. ETA: 2m 11s. Rate: 359.76 forecasts/min
[2025-12-02T20:52:24.208564] [INFO ] [main      ] Fetching symbol history for CIF...
[2025-12-02T20:52:24.208634] [DEBUG] [REMOTE    ] CIF: Fetching historical data.
[2025-12-02T20:52:24.220753] [DEBUG] [REMOTE    ] CIF: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:24.221792] [DEBUG] [LOCAL     ] Loaded configuration for CIF: 0 features, N/A% accuracy
[2025-12-02T20:52:24.221846] [INFO ] [LOCAL     ] CIF: Loaded 0 optimal features with 16.43% confidence from JSON config
[2025-12-02T20:52:24.221877] [DEBUG] [MAG       ] Building data for symbol: CIF with lookback: 0
[2025-12-02T20:52:24.222638] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-02T20:52:24.292590] [DEBUG] [MAG       ] CETX: Last date is validated at 2025-12-02
[2025-12-02T20:52:24.341287] [DEBUG] [MAG       ] LH: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:24.455880] [INFO ] [LOCAL     ] LH: Saved forecast.
[2025-12-02T20:52:24.455946] [INFO ] [main      ] LH: Signal=1 (Conf=90.0%), Magnitude=-0.75% (Conf=50.4086%)
[2025-12-02T20:52:24.456361] [INFO ] [main      ] Fetching symbol history for MCHI...
[2025-12-02T20:52:24.456551] [DEBUG] [MAG       ] CETX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:24.456411] [DEBUG] [REMOTE    ] MCHI: Fetching historical data.
[2025-12-02T20:52:24.457666] [INFO ] [main      ] Progress: 180/965 forecasts completed (18.7%). LH finished in 0.7s. ETA: 2m 11s. Rate: 358.77 forecasts/min
[2025-12-02T20:52:24.469477] [DEBUG] [REMOTE    ] MCHI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:24.470366] [DEBUG] [LOCAL     ] Loaded configuration for MCHI: 10 features, N/A% accuracy
[2025-12-02T20:52:24.470420] [INFO ] [LOCAL     ] MCHI: Loaded 10 optimal features with 47.52% confidence from JSON config
[2025-12-02T20:52:24.470451] [DEBUG] [MAG       ] Building data for symbol: MCHI with lookback: 0
[2025-12-02T20:52:24.471269] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-02T20:52:24.471332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:24.474002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:52:24.475189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:52:24.475816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:52:24.477123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:24.479044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:24.479518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:52:24.480534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:52:24.482122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:52:24.483123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:52:24.483813] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:24.515048] [DEBUG] [MAG       ] KEP: Last date is validated at 2025-12-02
[2025-12-02T20:52:24.560807] [DEBUG] [MAG       ] CIF: Last date is validated at 2025-12-02
[2025-12-02T20:52:24.686089] [DEBUG] [MAG       ] KEP: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:24.725897] [DEBUG] [MAG       ] CIF: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:24.751754] [INFO ] [LOCAL     ] KEP: Saved forecast.
[2025-12-02T20:52:24.751818] [INFO ] [main      ] KEP: Signal=1 (Conf=90.0%), Magnitude=1.34% (Conf=56.3239%)
[2025-12-02T20:52:24.752188] [INFO ] [main      ] Fetching symbol history for VC...
[2025-12-02T20:52:24.752237] [DEBUG] [REMOTE    ] VC: Fetching historical data.
[2025-12-02T20:52:24.752230] [INFO ] [main      ] Progress: 181/965 forecasts completed (18.8%). KEP finished in 0.7s. ETA: 2m 12s. Rate: 357.27 forecasts/min
[2025-12-02T20:52:24.763352] [DEBUG] [REMOTE    ] VC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:24.764255] [DEBUG] [LOCAL     ] Loaded configuration for VC: 3 features, N/A% accuracy
[2025-12-02T20:52:24.764304] [INFO ] [LOCAL     ] VC: Loaded 3 optimal features with 52.55% confidence from JSON config
[2025-12-02T20:52:24.764336] [DEBUG] [MAG       ] Building data for symbol: VC with lookback: 0
[2025-12-02T20:52:24.765122] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:24.765179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:24.770052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:52:24.772461] [INFO ] [LOCAL     ] CIF: Saved forecast.
[2025-12-02T20:52:24.772532] [INFO ] [main      ] CIF: Signal=1 (Conf=90.0%), Magnitude=0.00% (Conf=16.4296%)
[2025-12-02T20:52:24.772711] [INFO ] [main      ] Fetching symbol history for PLUG...
[2025-12-02T20:52:24.772755] [DEBUG] [REMOTE    ] PLUG: Fetching historical data.
[2025-12-02T20:52:24.773808] [INFO ] [main      ] Progress: 182/965 forecasts completed (18.9%). CIF finished in 0.6s. ETA: 2m 11s. Rate: 358.99 forecasts/min
[2025-12-02T20:52:24.784347] [DEBUG] [REMOTE    ] PLUG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:24.785187] [DEBUG] [LOCAL     ] Loaded configuration for PLUG: 4 features, N/A% accuracy
[2025-12-02T20:52:24.785236] [INFO ] [LOCAL     ] PLUG: Loaded 4 optimal features with 56.33% confidence from JSON config
[2025-12-02T20:52:24.785266] [DEBUG] [MAG       ] Building data for symbol: PLUG with lookback: 0
[2025-12-02T20:52:24.786033] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:24.786090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:24.790819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:24.792601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:24.793069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:24.793832] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:24.820825] [DEBUG] [MAG       ] MCHI: Last date is validated at 2025-12-02
[2025-12-02T20:52:24.878010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:52:24.878855] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:24.974033] [INFO ] [LOCAL     ] CETX: Saved forecast.
[2025-12-02T20:52:24.974097] [INFO ] [main      ] CETX: Signal=1 (Conf=90.0%), Magnitude=-128.45% (Conf=30.1695%)
[2025-12-02T20:52:24.974420] [INFO ] [main      ] Fetching symbol history for CHSCN...
[2025-12-02T20:52:24.974475] [DEBUG] [REMOTE    ] CHSCN: Fetching historical data.
[2025-12-02T20:52:24.974656] [INFO ] [main      ] Progress: 183/965 forecasts completed (19.0%). CETX finished in 1.1s. ETA: 2m 11s. Rate: 358.59 forecasts/min
[2025-12-02T20:52:24.984697] [DEBUG] [REMOTE    ] CHSCN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:24.985595] [DEBUG] [LOCAL     ] Loaded configuration for CHSCN: 6 features, N/A% accuracy
[2025-12-02T20:52:24.985649] [INFO ] [LOCAL     ] CHSCN: Loaded 6 optimal features with 33.61% confidence from JSON config
[2025-12-02T20:52:24.985681] [DEBUG] [MAG       ] Building data for symbol: CHSCN with lookback: 0
[2025-12-02T20:52:24.986554] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:24.986634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:24.988285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:24.989119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:24.989497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:24.990351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:52:24.994208] [DEBUG] [MAG       ] MCHI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:25.088879] [INFO ] [LOCAL     ] MCHI: Saved forecast.
[2025-12-02T20:52:25.088946] [INFO ] [main      ] MCHI: Signal=1 (Conf=90.0%), Magnitude=-0.73% (Conf=47.517%)
[2025-12-02T20:52:25.089107] [INFO ] [main      ] Fetching symbol history for PGJ...
[2025-12-02T20:52:25.089151] [DEBUG] [REMOTE    ] PGJ: Fetching historical data.
[2025-12-02T20:52:25.090627] [INFO ] [main      ] Progress: 184/965 forecasts completed (19.1%). MCHI finished in 0.6s. ETA: 2m 10s. Rate: 359.19 forecasts/min
[2025-12-02T20:52:25.098153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:52:25.099176] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:25.100146] [DEBUG] [REMOTE    ] PGJ: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:25.101347] [DEBUG] [LOCAL     ] Loaded configuration for PGJ: 1 features, N/A% accuracy
[2025-12-02T20:52:25.101399] [INFO ] [LOCAL     ] PGJ: Loaded 1 optimal features with 60.47% confidence from JSON config
[2025-12-02T20:52:25.101429] [DEBUG] [MAG       ] Building data for symbol: PGJ with lookback: 0
[2025-12-02T20:52:25.102331] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:52:25.102405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:25.126209] [DEBUG] [MAG       ] PLUG: Last date is validated at 2025-12-02
[2025-12-02T20:52:25.142930] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:25.212365] [DEBUG] [MAG       ] VC: Last date is validated at 2025-12-02
[2025-12-02T20:52:25.296623] [DEBUG] [MAG       ] PLUG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:25.354094] [INFO ] [LOCAL     ] PLUG: Saved forecast.
[2025-12-02T20:52:25.354158] [INFO ] [main      ] PLUG: Signal=1 (Conf=90.0%), Magnitude=13.17% (Conf=56.3261%)
[2025-12-02T20:52:25.354482] [INFO ] [main      ] Progress: 185/965 forecasts completed (19.2%). PLUG finished in 0.6s. ETA: 2m 11s. Rate: 358.07 forecasts/min
[2025-12-02T20:52:25.354612] [INFO ] [main      ] Fetching symbol history for CPK...
[2025-12-02T20:52:25.354655] [DEBUG] [REMOTE    ] CPK: Fetching historical data.
[2025-12-02T20:52:25.366218] [DEBUG] [REMOTE    ] CPK: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:25.367322] [DEBUG] [LOCAL     ] Loaded configuration for CPK: 9 features, N/A% accuracy
[2025-12-02T20:52:25.367382] [INFO ] [LOCAL     ] CPK: Loaded 9 optimal features with 69.73% confidence from JSON config
[2025-12-02T20:52:25.367415] [DEBUG] [MAG       ] Building data for symbol: CPK with lookback: 0
[2025-12-02T20:52:25.368230] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:52:25.368304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:25.373387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:25.375198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:25.375686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:25.376061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:52:25.377015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:52:25.378213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:52:25.379195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:52:25.380245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:52:25.381317] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:25.383772] [DEBUG] [MAG       ] VC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:25.437309] [DEBUG] [MAG       ] CHSCN: Last date is validated at 2025-12-02
[2025-12-02T20:52:25.482485] [INFO ] [LOCAL     ] VC: Saved forecast.
[2025-12-02T20:52:25.482557] [INFO ] [main      ] VC: Signal=1 (Conf=90.0%), Magnitude=-1.42% (Conf=52.5462%)
[2025-12-02T20:52:25.482919] [INFO ] [main      ] Fetching symbol history for NRC...
[2025-12-02T20:52:25.482968] [DEBUG] [REMOTE    ] NRC: Fetching historical data.
[2025-12-02T20:52:25.483655] [INFO ] [main      ] Progress: 186/965 forecasts completed (19.3%). VC finished in 0.7s. ETA: 2m 10s. Rate: 358.51 forecasts/min
[2025-12-02T20:52:25.489781] [DEBUG] [MAG       ] PGJ: Last date is validated at 2025-12-02
[2025-12-02T20:52:25.495299] [DEBUG] [REMOTE    ] NRC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:25.496489] [DEBUG] [LOCAL     ] Loaded configuration for NRC: 8 features, N/A% accuracy
[2025-12-02T20:52:25.496540] [INFO ] [LOCAL     ] NRC: Loaded 8 optimal features with 52.05% confidence from JSON config
[2025-12-02T20:52:25.496592] [DEBUG] [MAG       ] Building data for symbol: NRC with lookback: 0
[2025-12-02T20:52:25.497347] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:52:25.497408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:25.499081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:25.499593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:25.500021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:25.500434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:25.502773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:25.541225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:52:25.542765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:52:25.543898] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:25.603960] [DEBUG] [MAG       ] CHSCN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:25.658691] [INFO ] [LOCAL     ] CHSCN: Saved forecast.
[2025-12-02T20:52:25.658766] [INFO ] [main      ] CHSCN: Signal=1 (Conf=90.0%), Magnitude=0.02% (Conf=33.6073%)
[2025-12-02T20:52:25.658924] [INFO ] [main      ] Fetching symbol history for BOC...
[2025-12-02T20:52:25.658967] [DEBUG] [REMOTE    ] BOC: Fetching historical data.
[2025-12-02T20:52:25.659952] [INFO ] [main      ] Progress: 187/965 forecasts completed (19.4%). CHSCN finished in 0.7s. ETA: 2m 10s. Rate: 358.41 forecasts/min
[2025-12-02T20:52:25.665852] [DEBUG] [MAG       ] PGJ: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:25.670499] [DEBUG] [REMOTE    ] BOC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:25.671482] [DEBUG] [LOCAL     ] Loaded configuration for BOC: 4 features, N/A% accuracy
[2025-12-02T20:52:25.671539] [INFO ] [LOCAL     ] BOC: Loaded 4 optimal features with 50.18% confidence from JSON config
[2025-12-02T20:52:25.671600] [DEBUG] [MAG       ] Building data for symbol: BOC with lookback: 0
[2025-12-02T20:52:25.672402] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:25.672461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:25.674146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:25.674673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:25.675053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:52:25.715122] [DEBUG] [MAG       ] CPK: Last date is validated at 2025-12-02
[2025-12-02T20:52:25.722370] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:25.741029] [INFO ] [LOCAL     ] PGJ: Saved forecast.
[2025-12-02T20:52:25.741096] [INFO ] [main      ] PGJ: Signal=1 (Conf=90.0%), Magnitude=-2.02% (Conf=60.4656%)
[2025-12-02T20:52:25.741430] [INFO ] [main      ] Fetching symbol history for CE...
[2025-12-02T20:52:25.741480] [DEBUG] [REMOTE    ] CE: Fetching historical data.
[2025-12-02T20:52:25.741633] [INFO ] [main      ] Progress: 188/965 forecasts completed (19.5%). PGJ finished in 0.7s. ETA: 2m 10s. Rate: 359.39 forecasts/min
[2025-12-02T20:52:25.752879] [DEBUG] [REMOTE    ] CE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:25.753958] [DEBUG] [LOCAL     ] Loaded configuration for CE: 6 features, N/A% accuracy
[2025-12-02T20:52:25.754011] [INFO ] [LOCAL     ] CE: Loaded 6 optimal features with 45.32% confidence from JSON config
[2025-12-02T20:52:25.754045] [DEBUG] [MAG       ] Building data for symbol: CE with lookback: 0
[2025-12-02T20:52:25.754840] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:25.754900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:25.760025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:25.761856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:25.762382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:25.762801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:25.765275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:52:25.766956] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:25.878376] [DEBUG] [MAG       ] NRC: Last date is validated at 2025-12-02
[2025-12-02T20:52:25.880431] [DEBUG] [MAG       ] CPK: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:25.977660] [INFO ] [LOCAL     ] CPK: Saved forecast.
[2025-12-02T20:52:25.977730] [INFO ] [main      ] CPK: Signal=1 (Conf=90.0%), Magnitude=-1.56% (Conf=69.7337%)
[2025-12-02T20:52:25.978113] [INFO ] [main      ] Progress: 189/965 forecasts completed (19.6%). CPK finished in 0.6s. ETA: 2m 10s. Rate: 358.60 forecasts/min
[2025-12-02T20:52:25.978236] [INFO ] [main      ] Fetching symbol history for MGTX...
[2025-12-02T20:52:25.978279] [DEBUG] [REMOTE    ] MGTX: Fetching historical data.
[2025-12-02T20:52:25.990030] [DEBUG] [REMOTE    ] MGTX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:25.990914] [DEBUG] [LOCAL     ] Loaded configuration for MGTX: 5 features, N/A% accuracy
[2025-12-02T20:52:25.990964] [INFO ] [LOCAL     ] MGTX: Loaded 5 optimal features with 59.49% confidence from JSON config
[2025-12-02T20:52:25.990994] [DEBUG] [MAG       ] Building data for symbol: MGTX with lookback: 0
[2025-12-02T20:52:25.991765] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:25.991824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:25.993469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:25.993993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:25.994886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:52:25.995961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:52:26.001632] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:26.044841] [DEBUG] [MAG       ] NRC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:26.055646] [DEBUG] [MAG       ] BOC: Last date is validated at 2025-12-02
[2025-12-02T20:52:26.113134] [DEBUG] [MAG       ] CE: Last date is validated at 2025-12-02
[2025-12-02T20:52:26.201747] [INFO ] [LOCAL     ] NRC: Saved forecast.
[2025-12-02T20:52:26.201817] [INFO ] [main      ] NRC: Signal=1 (Conf=90.0%), Magnitude=-2.18% (Conf=52.0521%)
[2025-12-02T20:52:26.202150] [INFO ] [main      ] Fetching symbol history for KFY...
[2025-12-02T20:52:26.202198] [DEBUG] [REMOTE    ] KFY: Fetching historical data.
[2025-12-02T20:52:26.203655] [INFO ] [main      ] Progress: 190/965 forecasts completed (19.7%). NRC finished in 0.7s. ETA: 2m 10s. Rate: 357.94 forecasts/min
[2025-12-02T20:52:26.214590] [DEBUG] [REMOTE    ] KFY: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:26.215490] [DEBUG] [LOCAL     ] Loaded configuration for KFY: 5 features, N/A% accuracy
[2025-12-02T20:52:26.215539] [INFO ] [LOCAL     ] KFY: Loaded 5 optimal features with 55.48% confidence from JSON config
[2025-12-02T20:52:26.215591] [DEBUG] [MAG       ] Building data for symbol: KFY with lookback: 0
[2025-12-02T20:52:26.216378] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:26.216445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:26.218128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:26.218643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:26.219017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:52:26.221848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:52:26.222850] [DEBUG] [MAG       ] BOC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:26.223904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:26.283240] [INFO ] [LOCAL     ] BOC: Saved forecast.
[2025-12-02T20:52:26.283316] [INFO ] [main      ] BOC: Signal=1 (Conf=90.0%), Magnitude=0.53% (Conf=50.1841%)
[2025-12-02T20:52:26.283474] [INFO ] [main      ] Fetching symbol history for MCK...
[2025-12-02T20:52:26.283516] [DEBUG] [REMOTE    ] MCK: Fetching historical data.
[2025-12-02T20:52:26.284664] [INFO ] [main      ] Progress: 191/965 forecasts completed (19.8%). BOC finished in 0.6s. ETA: 2m 9s. Rate: 358.91 forecasts/min
[2025-12-02T20:52:26.289174] [DEBUG] [MAG       ] CE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:26.294907] [DEBUG] [REMOTE    ] MCK: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:26.295928] [DEBUG] [LOCAL     ] Loaded configuration for MCK: 5 features, N/A% accuracy
[2025-12-02T20:52:26.295983] [INFO ] [LOCAL     ] MCK: Loaded 5 optimal features with 50.11% confidence from JSON config
[2025-12-02T20:52:26.296015] [DEBUG] [MAG       ] Building data for symbol: MCK with lookback: 0
[2025-12-02T20:52:26.296823] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:26.296881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:26.301636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:52:26.302421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:52:26.304240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:52:26.304921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:52:26.306145] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:26.345494] [DEBUG] [MAG       ] MGTX: Last date is validated at 2025-12-02
[2025-12-02T20:52:26.412712] [INFO ] [LOCAL     ] CE: Saved forecast.
[2025-12-02T20:52:26.412789] [INFO ] [main      ] CE: Signal=1 (Conf=90.0%), Magnitude=-5.34% (Conf=45.3206%)
[2025-12-02T20:52:26.412953] [INFO ] [main      ] Fetching symbol history for RGCO...
[2025-12-02T20:52:26.412995] [DEBUG] [REMOTE    ] RGCO: Fetching historical data.
[2025-12-02T20:52:26.414694] [INFO ] [main      ] Progress: 192/965 forecasts completed (19.9%). CE finished in 0.7s. ETA: 2m 9s. Rate: 359.33 forecasts/min
[2025-12-02T20:52:26.424476] [DEBUG] [REMOTE    ] RGCO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:26.425454] [DEBUG] [LOCAL     ] Loaded configuration for RGCO: 9 features, N/A% accuracy
[2025-12-02T20:52:26.425512] [INFO ] [LOCAL     ] RGCO: Loaded 9 optimal features with 64.83% confidence from JSON config
[2025-12-02T20:52:26.425544] [DEBUG] [MAG       ] Building data for symbol: RGCO with lookback: 0
[2025-12-02T20:52:26.426403] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:52:26.426471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:26.431289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:26.433871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:26.472282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:52:26.473532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:52:26.474372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:52:26.478730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:52:26.479430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:52:26.483259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:52:26.500659] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:26.537649] [DEBUG] [MAG       ] MGTX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:26.565943] [DEBUG] [MAG       ] KFY: Last date is validated at 2025-12-02
[2025-12-02T20:52:26.609195] [INFO ] [LOCAL     ] MGTX: Saved forecast.
[2025-12-02T20:52:26.609279] [INFO ] [main      ] MGTX: Signal=1 (Conf=90.0%), Magnitude=2.36% (Conf=59.4878%)
[2025-12-02T20:52:26.609453] [INFO ] [main      ] Fetching symbol history for ODFL...
[2025-12-02T20:52:26.609495] [DEBUG] [REMOTE    ] ODFL: Fetching historical data.
[2025-12-02T20:52:26.610476] [INFO ] [main      ] Progress: 193/965 forecasts completed (20.0%). MGTX finished in 0.6s. ETA: 2m 9s. Rate: 359.01 forecasts/min
[2025-12-02T20:52:26.621643] [DEBUG] [REMOTE    ] ODFL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:26.622471] [DEBUG] [LOCAL     ] Loaded configuration for ODFL: 5 features, N/A% accuracy
[2025-12-02T20:52:26.622525] [INFO ] [LOCAL     ] ODFL: Loaded 5 optimal features with 61.26% confidence from JSON config
[2025-12-02T20:52:26.622556] [DEBUG] [MAG       ] Building data for symbol: ODFL with lookback: 0
[2025-12-02T20:52:26.623352] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:26.623410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:26.625072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:26.625568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:26.625979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:52:26.643526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:52:26.644254] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:26.652944] [DEBUG] [MAG       ] MCK: Last date is validated at 2025-12-02
[2025-12-02T20:52:26.734172] [DEBUG] [MAG       ] KFY: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:26.817821] [DEBUG] [MAG       ] MCK: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:26.822498] [INFO ] [LOCAL     ] KFY: Saved forecast.
[2025-12-02T20:52:26.822560] [INFO ] [main      ] KFY: Signal=1 (Conf=90.0%), Magnitude=3.03% (Conf=55.4778%)
[2025-12-02T20:52:26.822905] [INFO ] [main      ] Fetching symbol history for ATRC...
[2025-12-02T20:52:26.822961] [DEBUG] [REMOTE    ] ATRC: Fetching historical data.
[2025-12-02T20:52:26.823665] [INFO ] [main      ] Progress: 194/965 forecasts completed (20.1%). KFY finished in 0.6s. ETA: 2m 9s. Rate: 358.50 forecasts/min
[2025-12-02T20:52:26.834268] [DEBUG] [REMOTE    ] ATRC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:26.835359] [DEBUG] [LOCAL     ] Loaded configuration for ATRC: 1 features, N/A% accuracy
[2025-12-02T20:52:26.835409] [INFO ] [LOCAL     ] ATRC: Loaded 1 optimal features with 65.58% confidence from JSON config
[2025-12-02T20:52:26.835441] [DEBUG] [MAG       ] Building data for symbol: ATRC with lookback: 0
[2025-12-02T20:52:26.836222] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:52:26.836290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:52:26.837345] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:26.843095] [DEBUG] [MAG       ] RGCO: Last date is validated at 2025-12-02
[2025-12-02T20:52:26.957797] [INFO ] [LOCAL     ] MCK: Saved forecast.
[2025-12-02T20:52:26.957860] [INFO ] [main      ] MCK: Signal=1 (Conf=90.0%), Magnitude=0.73% (Conf=50.1135%)
[2025-12-02T20:52:26.958220] [INFO ] [main      ] Fetching symbol history for BLCN...
[2025-12-02T20:52:26.958269] [DEBUG] [REMOTE    ] BLCN: Fetching historical data.
[2025-12-02T20:52:26.959659] [INFO ] [main      ] Progress: 195/965 forecasts completed (20.2%). MCK finished in 0.7s. ETA: 2m 9s. Rate: 358.85 forecasts/min
[2025-12-02T20:52:26.969084] [DEBUG] [REMOTE    ] BLCN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:26.970115] [DEBUG] [LOCAL     ] Loaded configuration for BLCN: 0 features, N/A% accuracy
[2025-12-02T20:52:26.970164] [INFO ] [LOCAL     ] BLCN: Loaded 0 optimal features with 48.47% confidence from JSON config
[2025-12-02T20:52:26.970194] [DEBUG] [MAG       ] Building data for symbol: BLCN with lookback: 0
[2025-12-02T20:52:26.970948] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-02T20:52:26.982295] [DEBUG] [MAG       ] ODFL: Last date is validated at 2025-12-02
[2025-12-02T20:52:27.015328] [DEBUG] [MAG       ] RGCO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:27.099874] [INFO ] [LOCAL     ] RGCO: Saved forecast.
[2025-12-02T20:52:27.099939] [INFO ] [main      ] RGCO: Signal=1 (Conf=90.0%), Magnitude=0.73% (Conf=64.8285%)
[2025-12-02T20:52:27.100280] [INFO ] [main      ] Fetching symbol history for TSL...
[2025-12-02T20:52:27.100329] [DEBUG] [REMOTE    ] TSL: Fetching historical data.
[2025-12-02T20:52:27.100662] [INFO ] [main      ] Progress: 196/965 forecasts completed (20.3%). RGCO finished in 0.7s. ETA: 2m 8s. Rate: 359.13 forecasts/min
[2025-12-02T20:52:27.112009] [DEBUG] [REMOTE    ] TSL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:27.112950] [DEBUG] [LOCAL     ] Loaded configuration for TSL: 3 features, N/A% accuracy
[2025-12-02T20:52:27.113003] [INFO ] [LOCAL     ] TSL: Loaded 3 optimal features with 61.41% confidence from JSON config
[2025-12-02T20:52:27.116161] [DEBUG] [MAG       ] Building data for symbol: TSL with lookback: 0
[2025-12-02T20:52:27.117163] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:27.117224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:52:27.150901] [DEBUG] [MAG       ] ODFL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:27.173807] [DEBUG] [MAG       ] ATRC: Last date is validated at 2025-12-02
[2025-12-02T20:52:27.228228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:52:27.230322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:52:27.231094] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:27.286901] [INFO ] [LOCAL     ] ODFL: Saved forecast.
[2025-12-02T20:52:27.286965] [INFO ] [main      ] ODFL: Signal=1 (Conf=90.0%), Magnitude=0.97% (Conf=61.2614%)
[2025-12-02T20:52:27.287291] [INFO ] [main      ] Fetching symbol history for HEI...
[2025-12-02T20:52:27.287341] [DEBUG] [REMOTE    ] HEI: Fetching historical data.
[2025-12-02T20:52:27.288222] [INFO ] [main      ] Progress: 197/965 forecasts completed (20.4%). ODFL finished in 0.7s. ETA: 2m 8s. Rate: 358.91 forecasts/min
[2025-12-02T20:52:27.298809] [DEBUG] [REMOTE    ] HEI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:27.299817] [DEBUG] [LOCAL     ] Loaded configuration for HEI: 2 features, N/A% accuracy
[2025-12-02T20:52:27.299867] [INFO ] [LOCAL     ] HEI: Loaded 2 optimal features with 46.45% confidence from JSON config
[2025-12-02T20:52:27.299898] [DEBUG] [MAG       ] Building data for symbol: HEI with lookback: 0
[2025-12-02T20:52:27.300691] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:52:27.300748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:52:27.303392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:52:27.305836] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:27.320139] [DEBUG] [MAG       ] BLCN: Last date is validated at 2025-12-02
[2025-12-02T20:52:27.342108] [DEBUG] [MAG       ] ATRC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:27.425639] [INFO ] [LOCAL     ] ATRC: Saved forecast.
[2025-12-02T20:52:27.425704] [INFO ] [main      ] ATRC: Signal=1 (Conf=90.0%), Magnitude=-1.05% (Conf=65.5839%)
[2025-12-02T20:52:27.426033] [INFO ] [main      ] Fetching symbol history for RMM...
[2025-12-02T20:52:27.426081] [DEBUG] [REMOTE    ] RMM: Fetching historical data.
[2025-12-02T20:52:27.426668] [INFO ] [main      ] Progress: 198/965 forecasts completed (20.5%). ATRC finished in 0.6s. ETA: 2m 8s. Rate: 359.22 forecasts/min
[2025-12-02T20:52:27.442290] [DEBUG] [REMOTE    ] RMM: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:27.445188] [DEBUG] [LOCAL     ] Loaded configuration for RMM: 4 features, N/A% accuracy
[2025-12-02T20:52:27.445242] [INFO ] [LOCAL     ] RMM: Loaded 4 optimal features with 60.72% confidence from JSON config
[2025-12-02T20:52:27.445273] [DEBUG] [MAG       ] Building data for symbol: RMM with lookback: 0
[2025-12-02T20:52:27.448223] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:27.448285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:52:27.451088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:52:27.452671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:52:27.454956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:52:27.456017] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:27.495145] [DEBUG] [MAG       ] BLCN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:27.566563] [INFO ] [LOCAL     ] BLCN: Saved forecast.
[2025-12-02T20:52:27.566647] [INFO ] [main      ] BLCN: Signal=1 (Conf=90.0%), Magnitude=-0.13% (Conf=48.4718%)
[2025-12-02T20:52:27.566809] [INFO ] [main      ] Fetching symbol history for DIOD...
[2025-12-02T20:52:27.566851] [DEBUG] [REMOTE    ] DIOD: Fetching historical data.
[2025-12-02T20:52:27.567842] [INFO ] [main      ] Progress: 199/965 forecasts completed (20.6%). BLCN finished in 0.6s. ETA: 2m 8s. Rate: 359.50 forecasts/min
[2025-12-02T20:52:27.577780] [DEBUG] [REMOTE    ] DIOD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:27.578668] [DEBUG] [LOCAL     ] Loaded configuration for DIOD: 3 features, N/A% accuracy
[2025-12-02T20:52:27.578722] [INFO ] [LOCAL     ] DIOD: Loaded 3 optimal features with 52.89% confidence from JSON config
[2025-12-02T20:52:27.578753] [DEBUG] [MAG       ] Building data for symbol: DIOD with lookback: 0
[2025-12-02T20:52:27.579365] [DEBUG] [MAG       ] TSL: Last date is validated at 2025-12-02
[2025-12-02T20:52:27.579514] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:27.579594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:27.584295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:27.586071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:27.586593] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:27.672221] [DEBUG] [MAG       ] HEI: Last date is validated at 2025-12-02
[2025-12-02T20:52:27.757125] [DEBUG] [MAG       ] TSL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:27.786570] [DEBUG] [MAG       ] RMM: Last date is validated at 2025-12-02
[2025-12-02T20:52:27.827151] [INFO ] [LOCAL     ] TSL: Saved forecast.
[2025-12-02T20:52:27.827215] [INFO ] [main      ] TSL: Signal=1 (Conf=90.0%), Magnitude=-1.18% (Conf=61.4139%)
[2025-12-02T20:52:27.827544] [INFO ] [main      ] Fetching symbol history for MCRI...
[2025-12-02T20:52:27.827609] [DEBUG] [REMOTE    ] MCRI: Fetching historical data.
[2025-12-02T20:52:27.827656] [INFO ] [main      ] Progress: 200/965 forecasts completed (20.7%). TSL finished in 0.7s. ETA: 2m 8s. Rate: 358.50 forecasts/min
[2025-12-02T20:52:27.838250] [DEBUG] [REMOTE    ] MCRI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:27.839210] [DEBUG] [LOCAL     ] Loaded configuration for MCRI: 8 features, N/A% accuracy
[2025-12-02T20:52:27.839260] [INFO ] [LOCAL     ] MCRI: Loaded 8 optimal features with 51.72% confidence from JSON config
[2025-12-02T20:52:27.839291] [DEBUG] [MAG       ] Building data for symbol: MCRI with lookback: 0
[2025-12-02T20:52:27.840057] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:52:27.840116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:27.841756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:27.842252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:27.842699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:27.843077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:52:27.843717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:52:27.845655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:52:27.849481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:52:27.850513] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:27.855685] [DEBUG] [MAG       ] HEI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:27.925123] [DEBUG] [MAG       ] DIOD: Last date is validated at 2025-12-02
[2025-12-02T20:52:27.950950] [DEBUG] [MAG       ] RMM: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:27.980626] [INFO ] [LOCAL     ] HEI: Saved forecast.
[2025-12-02T20:52:27.980693] [INFO ] [main      ] HEI: Signal=1 (Conf=90.0%), Magnitude=0.05% (Conf=46.4542%)
[2025-12-02T20:52:27.981130] [INFO ] [main      ] Fetching symbol history for SVC...
[2025-12-02T20:52:27.981183] [DEBUG] [REMOTE    ] SVC: Fetching historical data.
[2025-12-02T20:52:27.981663] [INFO ] [main      ] Progress: 201/965 forecasts completed (20.8%). HEI finished in 0.7s. ETA: 2m 8s. Rate: 358.64 forecasts/min
[2025-12-02T20:52:27.993483] [DEBUG] [REMOTE    ] SVC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:27.994409] [DEBUG] [LOCAL     ] Loaded configuration for SVC: 3 features, N/A% accuracy
[2025-12-02T20:52:27.994460] [INFO ] [LOCAL     ] SVC: Loaded 3 optimal features with 63.33% confidence from JSON config
[2025-12-02T20:52:27.994492] [DEBUG] [MAG       ] Building data for symbol: SVC with lookback: 0
[2025-12-02T20:52:27.995349] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:27.995418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:28.000494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:52:28.012692] [INFO ] [LOCAL     ] RMM: Saved forecast.
[2025-12-02T20:52:28.012756] [INFO ] [main      ] RMM: Signal=1 (Conf=90.0%), Magnitude=0.19% (Conf=60.7163%)
[2025-12-02T20:52:28.013098] [INFO ] [main      ] Fetching symbol history for MHK...
[2025-12-02T20:52:28.013146] [DEBUG] [REMOTE    ] MHK: Fetching historical data.
[2025-12-02T20:52:28.013631] [INFO ] [main      ] Progress: 202/965 forecasts completed (20.9%). RMM finished in 0.6s. ETA: 2m 7s. Rate: 360.09 forecasts/min
[2025-12-02T20:52:28.025170] [DEBUG] [REMOTE    ] MHK: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:28.026008] [DEBUG] [LOCAL     ] Loaded configuration for MHK: 4 features, N/A% accuracy
[2025-12-02T20:52:28.026057] [INFO ] [LOCAL     ] MHK: Loaded 4 optimal features with 52.60% confidence from JSON config
[2025-12-02T20:52:28.026087] [DEBUG] [MAG       ] Building data for symbol: MHK with lookback: 0
[2025-12-02T20:52:28.026864] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:28.026922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:52:28.028489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:52:28.029150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:52:28.030244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:52:28.032987] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:28.094183] [DEBUG] [MAG       ] DIOD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:28.113758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:52:28.119768] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:28.188066] [INFO ] [LOCAL     ] DIOD: Saved forecast.
[2025-12-02T20:52:28.188135] [INFO ] [main      ] DIOD: Signal=1 (Conf=90.0%), Magnitude=1.53% (Conf=52.8901%)
[2025-12-02T20:52:28.188467] [INFO ] [main      ] Fetching symbol history for AOD...
[2025-12-02T20:52:28.188520] [DEBUG] [REMOTE    ] AOD: Fetching historical data.
[2025-12-02T20:52:28.189328] [INFO ] [main      ] Progress: 203/965 forecasts completed (21.0%). DIOD finished in 0.6s. ETA: 2m 7s. Rate: 359.99 forecasts/min
[2025-12-02T20:52:28.190274] [DEBUG] [MAG       ] MCRI: Last date is validated at 2025-12-02
[2025-12-02T20:52:28.200017] [DEBUG] [REMOTE    ] AOD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:28.200863] [DEBUG] [LOCAL     ] Loaded configuration for AOD: 5 features, N/A% accuracy
[2025-12-02T20:52:28.200917] [INFO ] [LOCAL     ] AOD: Loaded 5 optimal features with 36.28% confidence from JSON config
[2025-12-02T20:52:28.200947] [DEBUG] [MAG       ] Building data for symbol: AOD with lookback: 0
[2025-12-02T20:52:28.201710] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:28.201769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:52:28.204390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:52:28.207179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:52:28.208309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:52:28.209687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:52:28.212413] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:28.365790] [DEBUG] [MAG       ] MCRI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:28.374261] [DEBUG] [MAG       ] MHK: Last date is validated at 2025-12-02
[2025-12-02T20:52:28.466817] [DEBUG] [MAG       ] SVC: Last date is validated at 2025-12-02
[2025-12-02T20:52:28.490602] [INFO ] [LOCAL     ] MCRI: Saved forecast.
[2025-12-02T20:52:28.490672] [INFO ] [main      ] MCRI: Signal=1 (Conf=90.0%), Magnitude=0.87% (Conf=51.7198%)
[2025-12-02T20:52:28.490835] [INFO ] [main      ] Fetching symbol history for ACCO...
[2025-12-02T20:52:28.490886] [DEBUG] [REMOTE    ] ACCO: Fetching historical data.
[2025-12-02T20:52:28.491869] [INFO ] [main      ] Progress: 204/965 forecasts completed (21.1%). MCRI finished in 0.7s. ETA: 2m 7s. Rate: 358.56 forecasts/min
[2025-12-02T20:52:28.502166] [DEBUG] [REMOTE    ] ACCO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:28.503320] [DEBUG] [LOCAL     ] Loaded configuration for ACCO: 9 features, N/A% accuracy
[2025-12-02T20:52:28.503373] [INFO ] [LOCAL     ] ACCO: Loaded 9 optimal features with 55.69% confidence from JSON config
[2025-12-02T20:52:28.503405] [DEBUG] [MAG       ] Building data for symbol: ACCO with lookback: 0
[2025-12-02T20:52:28.504212] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:52:28.504274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:28.509402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:28.511410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:28.511931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:28.512377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:28.513200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:28.515629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:52:28.516842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:52:28.517647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:52:28.518370] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:28.541175] [DEBUG] [MAG       ] MHK: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:28.552787] [DEBUG] [MAG       ] AOD: Last date is validated at 2025-12-02
[2025-12-02T20:52:28.643952] [DEBUG] [MAG       ] SVC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:28.702188] [INFO ] [LOCAL     ] SVC: Saved forecast.
[2025-12-02T20:52:28.702253] [INFO ] [main      ] SVC: Signal=1 (Conf=90.0%), Magnitude=-3.01% (Conf=63.3303%)
[2025-12-02T20:52:28.702661] [INFO ] [main      ] Progress: 205/965 forecasts completed (21.2%). SVC finished in 0.7s. ETA: 2m 7s. Rate: 358.10 forecasts/min
[2025-12-02T20:52:28.702927] [INFO ] [main      ] Fetching symbol history for HL...
[2025-12-02T20:52:28.702980] [DEBUG] [REMOTE    ] HL: Fetching historical data.
[2025-12-02T20:52:28.714226] [DEBUG] [REMOTE    ] HL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:28.715096] [DEBUG] [LOCAL     ] Loaded configuration for HL: 4 features, N/A% accuracy
[2025-12-02T20:52:28.715145] [INFO ] [LOCAL     ] HL: Loaded 4 optimal features with 51.14% confidence from JSON config
[2025-12-02T20:52:28.715175] [DEBUG] [MAG       ] Building data for symbol: HL with lookback: 0
[2025-12-02T20:52:28.715973] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:28.716031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:28.720884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:52:28.721608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:52:28.722012] [DEBUG] [MAG       ] AOD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:28.722265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:52:28.726088] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:28.747000] [INFO ] [LOCAL     ] MHK: Saved forecast.
[2025-12-02T20:52:28.747063] [INFO ] [main      ] MHK: Signal=1 (Conf=90.0%), Magnitude=-2.55% (Conf=52.596%)
[2025-12-02T20:52:28.747219] [INFO ] [main      ] Fetching symbol history for PLD...
[2025-12-02T20:52:28.747260] [DEBUG] [REMOTE    ] PLD: Fetching historical data.
[2025-12-02T20:52:28.747867] [INFO ] [main      ] Progress: 206/965 forecasts completed (21.3%). MHK finished in 0.7s. ETA: 2m 7s. Rate: 359.38 forecasts/min
[2025-12-02T20:52:28.758987] [DEBUG] [REMOTE    ] PLD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:28.759784] [DEBUG] [LOCAL     ] Loaded configuration for PLD: 5 features, N/A% accuracy
[2025-12-02T20:52:28.759839] [INFO ] [LOCAL     ] PLD: Loaded 5 optimal features with 55.29% confidence from JSON config
[2025-12-02T20:52:28.759869] [DEBUG] [MAG       ] Building data for symbol: PLD with lookback: 0
[2025-12-02T20:52:28.760678] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:28.760735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:28.763043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:52:28.764688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:52:28.812361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:52:28.814323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:52:28.815495] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:28.834948] [INFO ] [LOCAL     ] AOD: Saved forecast.
[2025-12-02T20:52:28.835011] [INFO ] [main      ] AOD: Signal=1 (Conf=90.0%), Magnitude=0.01% (Conf=36.281%)
[2025-12-02T20:52:28.835334] [INFO ] [main      ] Fetching symbol history for ERNA...
[2025-12-02T20:52:28.835382] [DEBUG] [REMOTE    ] ERNA: Fetching historical data.
[2025-12-02T20:52:28.835656] [INFO ] [main      ] Progress: 207/965 forecasts completed (21.5%). AOD finished in 0.6s. ETA: 2m 6s. Rate: 360.20 forecasts/min
[2025-12-02T20:52:28.846268] [DEBUG] [REMOTE    ] ERNA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:28.847054] [DEBUG] [LOCAL     ] Loaded configuration for ERNA: 2 features, N/A% accuracy
[2025-12-02T20:52:28.847102] [INFO ] [LOCAL     ] ERNA: Loaded 2 optimal features with 45.33% confidence from JSON config
[2025-12-02T20:52:28.847133] [DEBUG] [MAG       ] Building data for symbol: ERNA with lookback: 0
[2025-12-02T20:52:28.847885] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:52:28.847942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:28.850240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:52:28.852556] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:28.868733] [DEBUG] [MAG       ] ACCO: Last date is validated at 2025-12-02
[2025-12-02T20:52:29.037561] [DEBUG] [MAG       ] ACCO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:29.085755] [DEBUG] [MAG       ] HL: Last date is validated at 2025-12-02
[2025-12-02T20:52:29.099955] [INFO ] [LOCAL     ] ACCO: Saved forecast.
[2025-12-02T20:52:29.100026] [INFO ] [main      ] ACCO: Signal=1 (Conf=90.0%), Magnitude=1.75% (Conf=55.6902%)
[2025-12-02T20:52:29.100493] [INFO ] [main      ] Fetching symbol history for VTYX...
[2025-12-02T20:52:29.100598] [DEBUG] [REMOTE    ] VTYX: Fetching historical data.
[2025-12-02T20:52:29.100489] [INFO ] [main      ] Progress: 208/965 forecasts completed (21.6%). ACCO finished in 0.6s. ETA: 2m 6s. Rate: 359.18 forecasts/min
[2025-12-02T20:52:29.112666] [DEBUG] [REMOTE    ] VTYX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:29.113688] [DEBUG] [LOCAL     ] Loaded configuration for VTYX: 6 features, N/A% accuracy
[2025-12-02T20:52:29.113750] [INFO ] [LOCAL     ] VTYX: Loaded 6 optimal features with 50.84% confidence from JSON config
[2025-12-02T20:52:29.113795] [DEBUG] [MAG       ] Building data for symbol: VTYX with lookback: 0
[2025-12-02T20:52:29.114673] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:29.114735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:29.119726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:29.120718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:52:29.122409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:52:29.123614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:52:29.125058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:52:29.131153] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:29.149406] [DEBUG] [MAG       ] PLD: Last date is validated at 2025-12-02
[2025-12-02T20:52:29.193393] [DEBUG] [MAG       ] ERNA: Last date is validated at 2025-12-02
[2025-12-02T20:52:29.256387] [DEBUG] [MAG       ] HL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:29.316374] [DEBUG] [MAG       ] PLD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:29.328334] [INFO ] [LOCAL     ] HL: Saved forecast.
[2025-12-02T20:52:29.328408] [INFO ] [main      ] HL: Signal=1 (Conf=90.0%), Magnitude=3.18% (Conf=51.1404%)
[2025-12-02T20:52:29.328794] [INFO ] [main      ] Progress: 209/965 forecasts completed (21.7%). HL finished in 0.6s. ETA: 2m 7s. Rate: 358.56 forecasts/min
[2025-12-02T20:52:29.328915] [INFO ] [main      ] Fetching symbol history for RSI...
[2025-12-02T20:52:29.328956] [DEBUG] [REMOTE    ] RSI: Fetching historical data.
[2025-12-02T20:52:29.340024] [DEBUG] [REMOTE    ] RSI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:29.340864] [DEBUG] [LOCAL     ] Loaded configuration for RSI: 6 features, N/A% accuracy
[2025-12-02T20:52:29.340915] [INFO ] [LOCAL     ] RSI: Loaded 6 optimal features with 59.91% confidence from JSON config
[2025-12-02T20:52:29.340945] [DEBUG] [MAG       ] Building data for symbol: RSI with lookback: 0
[2025-12-02T20:52:29.341705] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:29.341766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:29.346401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:29.348168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:29.348655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:29.349083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:29.349466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:52:29.350072] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:29.361371] [DEBUG] [MAG       ] ERNA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:29.428922] [INFO ] [LOCAL     ] PLD: Saved forecast.
[2025-12-02T20:52:29.428985] [INFO ] [main      ] PLD: Signal=1 (Conf=90.0%), Magnitude=-0.62% (Conf=55.2883%)
[2025-12-02T20:52:29.429144] [INFO ] [main      ] Fetching symbol history for CMCSA...
[2025-12-02T20:52:29.429185] [DEBUG] [REMOTE    ] CMCSA: Fetching historical data.
[2025-12-02T20:52:29.429849] [INFO ] [main      ] Progress: 210/965 forecasts completed (21.8%). PLD finished in 0.7s. ETA: 2m 6s. Rate: 359.23 forecasts/min
[2025-12-02T20:52:29.440748] [DEBUG] [REMOTE    ] CMCSA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:29.440842] [INFO ] [LOCAL     ] ERNA: Saved forecast.
[2025-12-02T20:52:29.440909] [INFO ] [main      ] ERNA: Signal=1 (Conf=90.0%), Magnitude=16.57% (Conf=45.3251%)
[2025-12-02T20:52:29.441061] [INFO ] [main      ] Fetching symbol history for HYMC...
[2025-12-02T20:52:29.441104] [DEBUG] [REMOTE    ] HYMC: Fetching historical data.
[2025-12-02T20:52:29.441739] [INFO ] [main      ] Progress: 211/965 forecasts completed (21.9%). ERNA finished in 0.6s. ETA: 2m 5s. Rate: 360.82 forecasts/min
[2025-12-02T20:52:29.442359] [DEBUG] [LOCAL     ] Loaded configuration for CMCSA: 1 features, N/A% accuracy
[2025-12-02T20:52:29.442409] [INFO ] [LOCAL     ] CMCSA: Loaded 1 optimal features with 55.11% confidence from JSON config
[2025-12-02T20:52:29.442439] [DEBUG] [MAG       ] Building data for symbol: CMCSA with lookback: 0
[2025-12-02T20:52:29.443273] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:52:29.443331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:29.445687] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:29.451980] [DEBUG] [REMOTE    ] HYMC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:29.452994] [DEBUG] [LOCAL     ] Loaded configuration for HYMC: 4 features, N/A% accuracy
[2025-12-02T20:52:29.453063] [INFO ] [LOCAL     ] HYMC: Loaded 4 optimal features with 54.38% confidence from JSON config
[2025-12-02T20:52:29.453095] [DEBUG] [MAG       ] Building data for symbol: HYMC with lookback: 0
[2025-12-02T20:52:29.453897] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:29.453955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:29.455676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:29.456195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:29.456665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:52:29.457351] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:29.491182] [DEBUG] [MAG       ] VTYX: Last date is validated at 2025-12-02
[2025-12-02T20:52:29.670823] [DEBUG] [MAG       ] VTYX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:29.695376] [DEBUG] [MAG       ] RSI: Last date is validated at 2025-12-02
[2025-12-02T20:52:29.741060] [INFO ] [LOCAL     ] VTYX: Saved forecast.
[2025-12-02T20:52:29.741123] [INFO ] [main      ] VTYX: Signal=1 (Conf=90.0%), Magnitude=-6.83% (Conf=50.8446%)
[2025-12-02T20:52:29.741449] [INFO ] [main      ] Fetching symbol history for PEN...
[2025-12-02T20:52:29.741496] [DEBUG] [REMOTE    ] PEN: Fetching historical data.
[2025-12-02T20:52:29.741662] [INFO ] [main      ] Progress: 212/965 forecasts completed (22.0%). VTYX finished in 0.6s. ETA: 2m 6s. Rate: 359.46 forecasts/min
[2025-12-02T20:52:29.752490] [DEBUG] [REMOTE    ] PEN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:29.753634] [DEBUG] [LOCAL     ] Loaded configuration for PEN: 5 features, N/A% accuracy
[2025-12-02T20:52:29.753684] [INFO ] [LOCAL     ] PEN: Loaded 5 optimal features with 60.63% confidence from JSON config
[2025-12-02T20:52:29.753716] [DEBUG] [MAG       ] Building data for symbol: PEN with lookback: 0
[2025-12-02T20:52:29.754463] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:29.754521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:29.759181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:29.761930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:52:29.762710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:52:29.763756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:52:29.766403] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:29.786827] [DEBUG] [MAG       ] CMCSA: Last date is validated at 2025-12-02
[2025-12-02T20:52:29.798018] [DEBUG] [MAG       ] HYMC: Last date is validated at 2025-12-02
[2025-12-02T20:52:29.864047] [DEBUG] [MAG       ] RSI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:29.935702] [INFO ] [LOCAL     ] RSI: Saved forecast.
[2025-12-02T20:52:29.935770] [INFO ] [main      ] RSI: Signal=1 (Conf=90.0%), Magnitude=0.82% (Conf=59.9138%)
[2025-12-02T20:52:29.936118] [INFO ] [main      ] Fetching symbol history for ARCC...
[2025-12-02T20:52:29.936167] [DEBUG] [REMOTE    ] ARCC: Fetching historical data.
[2025-12-02T20:52:29.937345] [INFO ] [main      ] Progress: 213/965 forecasts completed (22.1%). RSI finished in 0.6s. ETA: 2m 6s. Rate: 359.17 forecasts/min
[2025-12-02T20:52:29.948093] [DEBUG] [REMOTE    ] ARCC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:29.949019] [DEBUG] [LOCAL     ] Loaded configuration for ARCC: 6 features, N/A% accuracy
[2025-12-02T20:52:29.949071] [INFO ] [LOCAL     ] ARCC: Loaded 6 optimal features with 55.11% confidence from JSON config
[2025-12-02T20:52:29.949100] [DEBUG] [MAG       ] Building data for symbol: ARCC with lookback: 0
[2025-12-02T20:52:29.949879] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:29.949937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:29.951567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:29.952086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:29.952465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:29.952901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:52:29.953973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:52:29.955913] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:29.956379] [DEBUG] [MAG       ] CMCSA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:29.962020] [DEBUG] [MAG       ] HYMC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:30.030038] [INFO ] [LOCAL     ] HYMC: Saved forecast.
[2025-12-02T20:52:30.030103] [INFO ] [main      ] HYMC: Signal=1 (Conf=90.0%), Magnitude=-4.33% (Conf=54.3835%)
[2025-12-02T20:52:30.030461] [INFO ] [main      ] Fetching symbol history for BEP...
[2025-12-02T20:52:30.030509] [DEBUG] [REMOTE    ] BEP: Fetching historical data.
[2025-12-02T20:52:30.030664] [INFO ] [main      ] Progress: 214/965 forecasts completed (22.2%). HYMC finished in 0.6s. ETA: 2m 5s. Rate: 359.91 forecasts/min
[2025-12-02T20:52:30.032858] [INFO ] [LOCAL     ] CMCSA: Saved forecast.
[2025-12-02T20:52:30.032914] [INFO ] [main      ] CMCSA: Signal=1 (Conf=90.0%), Magnitude=0.26% (Conf=55.1091%)
[2025-12-02T20:52:30.033247] [INFO ] [main      ] Progress: 215/965 forecasts completed (22.3%). CMCSA finished in 0.6s. ETA: 2m 4s. Rate: 361.57 forecasts/min
[2025-12-02T20:52:30.033348] [INFO ] [main      ] Fetching symbol history for TAP...
[2025-12-02T20:52:30.033389] [DEBUG] [REMOTE    ] TAP: Fetching historical data.
[2025-12-02T20:52:30.041621] [DEBUG] [REMOTE    ] BEP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:30.042511] [DEBUG] [LOCAL     ] Loaded configuration for BEP: 5 features, N/A% accuracy
[2025-12-02T20:52:30.042566] [INFO ] [LOCAL     ] BEP: Loaded 5 optimal features with 43.13% confidence from JSON config
[2025-12-02T20:52:30.042627] [DEBUG] [MAG       ] Building data for symbol: BEP with lookback: 0
[2025-12-02T20:52:30.043381] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:30.043439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:30.045080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:30.045067] [DEBUG] [REMOTE    ] TAP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:30.045615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:30.045960] [DEBUG] [LOCAL     ] Loaded configuration for TAP: 7 features, N/A% accuracy
[2025-12-02T20:52:30.046016] [INFO ] [LOCAL     ] TAP: Loaded 7 optimal features with 63.72% confidence from JSON config
[2025-12-02T20:52:30.046012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:30.046048] [DEBUG] [MAG       ] Building data for symbol: TAP with lookback: 0
[2025-12-02T20:52:30.046745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:52:30.046885] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:52:30.046945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:30.048460] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:30.051772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:30.052818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:30.055184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:30.093029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:52:30.094630] [DEBUG] [MAG       ] PEN: Last date is validated at 2025-12-02
[2025-12-02T20:52:30.094836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:52:30.095570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:52:30.097152] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:30.257604] [DEBUG] [MAG       ] PEN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:30.290394] [DEBUG] [MAG       ] ARCC: Last date is validated at 2025-12-02
[2025-12-02T20:52:30.379315] [DEBUG] [MAG       ] BEP: Last date is validated at 2025-12-02
[2025-12-02T20:52:30.389179] [INFO ] [LOCAL     ] PEN: Saved forecast.
[2025-12-02T20:52:30.389243] [INFO ] [main      ] PEN: Signal=1 (Conf=90.0%), Magnitude=0.15% (Conf=60.6254%)
[2025-12-02T20:52:30.389599] [INFO ] [main      ] Fetching symbol history for VRTX...
[2025-12-02T20:52:30.389649] [DEBUG] [REMOTE    ] VRTX: Fetching historical data.
[2025-12-02T20:52:30.389655] [INFO ] [main      ] Progress: 216/965 forecasts completed (22.4%). PEN finished in 0.6s. ETA: 2m 5s. Rate: 359.65 forecasts/min
[2025-12-02T20:52:30.400469] [DEBUG] [REMOTE    ] VRTX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:30.401530] [DEBUG] [LOCAL     ] Loaded configuration for VRTX: 6 features, N/A% accuracy
[2025-12-02T20:52:30.401610] [INFO ] [LOCAL     ] VRTX: Loaded 6 optimal features with 51.72% confidence from JSON config
[2025-12-02T20:52:30.401643] [DEBUG] [MAG       ] Building data for symbol: VRTX with lookback: 0
[2025-12-02T20:52:30.402382] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:30.402441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:30.404090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:30.404606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:30.404981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:30.405716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:30.407943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:52:30.409552] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:30.429932] [DEBUG] [MAG       ] TAP: Last date is validated at 2025-12-02
[2025-12-02T20:52:30.460090] [DEBUG] [MAG       ] ARCC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:30.527060] [INFO ] [LOCAL     ] ARCC: Saved forecast.
[2025-12-02T20:52:30.527122] [INFO ] [main      ] ARCC: Signal=1 (Conf=90.0%), Magnitude=-0.01% (Conf=55.1053%)
[2025-12-02T20:52:30.527454] [INFO ] [main      ] Fetching symbol history for AEHL...
[2025-12-02T20:52:30.527503] [DEBUG] [REMOTE    ] AEHL: Fetching historical data.
[2025-12-02T20:52:30.528663] [INFO ] [main      ] Progress: 217/965 forecasts completed (22.5%). ARCC finished in 0.6s. ETA: 2m 5s. Rate: 359.93 forecasts/min
[2025-12-02T20:52:30.538995] [DEBUG] [REMOTE    ] AEHL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:30.539883] [DEBUG] [LOCAL     ] Loaded configuration for AEHL: 5 features, N/A% accuracy
[2025-12-02T20:52:30.539935] [INFO ] [LOCAL     ] AEHL: Loaded 5 optimal features with 38.11% confidence from JSON config
[2025-12-02T20:52:30.539965] [DEBUG] [MAG       ] Building data for symbol: AEHL with lookback: 0
[2025-12-02T20:52:30.540736] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:30.540794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:30.545454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:30.547223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:30.547522] [DEBUG] [MAG       ] BEP: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:30.547705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:30.548115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:30.548941] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:30.597124] [DEBUG] [MAG       ] TAP: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:30.616420] [INFO ] [LOCAL     ] BEP: Saved forecast.
[2025-12-02T20:52:30.616483] [INFO ] [main      ] BEP: Signal=1 (Conf=90.0%), Magnitude=-1.59% (Conf=43.1255%)
[2025-12-02T20:52:30.616654] [INFO ] [main      ] Fetching symbol history for BLTE...
[2025-12-02T20:52:30.616697] [DEBUG] [REMOTE    ] BLTE: Fetching historical data.
[2025-12-02T20:52:30.617721] [INFO ] [main      ] Progress: 218/965 forecasts completed (22.6%). BEP finished in 0.6s. ETA: 2m 4s. Rate: 360.70 forecasts/min
[2025-12-02T20:52:30.627493] [DEBUG] [REMOTE    ] BLTE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:30.628559] [DEBUG] [LOCAL     ] Loaded configuration for BLTE: 9 features, N/A% accuracy
[2025-12-02T20:52:30.628633] [INFO ] [LOCAL     ] BLTE: Loaded 9 optimal features with 54.30% confidence from JSON config
[2025-12-02T20:52:30.628664] [DEBUG] [MAG       ] Building data for symbol: BLTE with lookback: 0
[2025-12-02T20:52:30.629446] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:52:30.629506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:30.634239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:30.636072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:30.636549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:30.636948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:52:30.685086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:52:30.687690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:52:30.691464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:52:30.692201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:52:30.692330] [INFO ] [LOCAL     ] TAP: Saved forecast.
[2025-12-02T20:52:30.692439] [INFO ] [main      ] TAP: Signal=1 (Conf=90.0%), Magnitude=-1.16% (Conf=63.7226%)
[2025-12-02T20:52:30.692930] [INFO ] [main      ] Fetching symbol history for NXGL...
[2025-12-02T20:52:30.692984] [DEBUG] [REMOTE    ] NXGL: Fetching historical data.
[2025-12-02T20:52:30.695173] [INFO ] [main      ] Progress: 219/965 forecasts completed (22.7%). TAP finished in 0.7s. ETA: 2m 4s. Rate: 361.58 forecasts/min
[2025-12-02T20:52:30.697147] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:30.705963] [DEBUG] [REMOTE    ] NXGL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:30.706996] [DEBUG] [LOCAL     ] Loaded configuration for NXGL: 3 features, N/A% accuracy
[2025-12-02T20:52:30.707046] [INFO ] [LOCAL     ] NXGL: Loaded 3 optimal features with 49.28% confidence from JSON config
[2025-12-02T20:52:30.707077] [DEBUG] [MAG       ] Building data for symbol: NXGL with lookback: 0
[2025-12-02T20:52:30.707872] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:30.707930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:30.712631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:30.715027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:52:30.719068] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:30.740164] [DEBUG] [MAG       ] VRTX: Last date is validated at 2025-12-02
[2025-12-02T20:52:30.890012] [DEBUG] [MAG       ] AEHL: Last date is validated at 2025-12-02
[2025-12-02T20:52:30.903898] [DEBUG] [MAG       ] VRTX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:31.036811] [DEBUG] [MAG       ] BLTE: Last date is validated at 2025-12-02
[2025-12-02T20:52:31.054090] [DEBUG] [MAG       ] NXGL: Last date is validated at 2025-12-02
[2025-12-02T20:52:31.058047] [DEBUG] [MAG       ] AEHL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:31.062628] [INFO ] [LOCAL     ] VRTX: Saved forecast.
[2025-12-02T20:52:31.062693] [INFO ] [main      ] VRTX: Signal=1 (Conf=90.0%), Magnitude=2.34% (Conf=51.7231%)
[2025-12-02T20:52:31.062849] [INFO ] [main      ] Fetching symbol history for EGY...
[2025-12-02T20:52:31.062891] [DEBUG] [REMOTE    ] EGY: Fetching historical data.
[2025-12-02T20:52:31.064811] [INFO ] [main      ] Progress: 220/965 forecasts completed (22.8%). VRTX finished in 0.7s. ETA: 2m 4s. Rate: 359.58 forecasts/min
[2025-12-02T20:52:31.073686] [DEBUG] [REMOTE    ] EGY: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:31.074566] [DEBUG] [LOCAL     ] Loaded configuration for EGY: 1 features, N/A% accuracy
[2025-12-02T20:52:31.074638] [INFO ] [LOCAL     ] EGY: Loaded 1 optimal features with 53.52% confidence from JSON config
[2025-12-02T20:52:31.074668] [DEBUG] [MAG       ] Building data for symbol: EGY with lookback: 0
[2025-12-02T20:52:31.075407] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:52:31.075462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:52:31.076188] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:31.144215] [INFO ] [LOCAL     ] AEHL: Saved forecast.
[2025-12-02T20:52:31.144288] [INFO ] [main      ] AEHL: Signal=1 (Conf=90.0%), Magnitude=-1.18% (Conf=38.1053%)
[2025-12-02T20:52:31.144636] [INFO ] [main      ] Fetching symbol history for ONDS...
[2025-12-02T20:52:31.144686] [DEBUG] [REMOTE    ] ONDS: Fetching historical data.
[2025-12-02T20:52:31.144656] [INFO ] [main      ] Progress: 221/965 forecasts completed (22.9%). AEHL finished in 0.6s. ETA: 2m 4s. Rate: 360.43 forecasts/min
[2025-12-02T20:52:31.156103] [DEBUG] [REMOTE    ] ONDS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:31.156898] [DEBUG] [LOCAL     ] Loaded configuration for ONDS: 5 features, N/A% accuracy
[2025-12-02T20:52:31.156948] [INFO ] [LOCAL     ] ONDS: Loaded 5 optimal features with 54.01% confidence from JSON config
[2025-12-02T20:52:31.156980] [DEBUG] [MAG       ] Building data for symbol: ONDS with lookback: 0
[2025-12-02T20:52:31.157739] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:31.157798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:31.162526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:52:31.163693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:52:31.164870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:52:31.166837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:31.168648] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:31.203000] [DEBUG] [MAG       ] BLTE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:31.222073] [DEBUG] [MAG       ] NXGL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:31.281553] [INFO ] [LOCAL     ] NXGL: Saved forecast.
[2025-12-02T20:52:31.281637] [INFO ] [main      ] NXGL: Signal=1 (Conf=90.0%), Magnitude=-3.45% (Conf=49.2825%)
[2025-12-02T20:52:31.281995] [INFO ] [main      ] Progress: 222/965 forecasts completed (23.0%). NXGL finished in 0.6s. ETA: 2m 4s. Rate: 360.71 forecasts/min
[2025-12-02T20:52:31.282170] [INFO ] [main      ] Fetching symbol history for IGSB...
[2025-12-02T20:52:31.282214] [DEBUG] [REMOTE    ] IGSB: Fetching historical data.
[2025-12-02T20:52:31.293965] [DEBUG] [REMOTE    ] IGSB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:31.294774] [DEBUG] [LOCAL     ] Loaded configuration for IGSB: 5 features, N/A% accuracy
[2025-12-02T20:52:31.294831] [INFO ] [LOCAL     ] IGSB: Loaded 5 optimal features with 25.76% confidence from JSON config
[2025-12-02T20:52:31.294862] [DEBUG] [MAG       ] Building data for symbol: IGSB with lookback: 0
[2025-12-02T20:52:31.295636] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:31.295694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:31.297310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:31.297826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:31.298227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:31.335898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:52:31.336628] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:31.339300] [INFO ] [LOCAL     ] BLTE: Saved forecast.
[2025-12-02T20:52:31.339364] [INFO ] [main      ] BLTE: Signal=1 (Conf=90.0%), Magnitude=-3.87% (Conf=54.3049%)
[2025-12-02T20:52:31.339809] [INFO ] [main      ] Fetching symbol history for MCBS...
[2025-12-02T20:52:31.339860] [DEBUG] [REMOTE    ] MCBS: Fetching historical data.
[2025-12-02T20:52:31.341020] [INFO ] [main      ] Progress: 223/965 forecasts completed (23.1%). BLTE finished in 0.7s. ETA: 2m 3s. Rate: 361.76 forecasts/min
[2025-12-02T20:52:31.353173] [DEBUG] [REMOTE    ] MCBS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:31.354057] [DEBUG] [LOCAL     ] Loaded configuration for MCBS: 3 features, N/A% accuracy
[2025-12-02T20:52:31.354108] [INFO ] [LOCAL     ] MCBS: Loaded 3 optimal features with 57.52% confidence from JSON config
[2025-12-02T20:52:31.354138] [DEBUG] [MAG       ] Building data for symbol: MCBS with lookback: 0
[2025-12-02T20:52:31.354910] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:31.354967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:31.359638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:52:31.403898] [DEBUG] [MAG       ] EGY: Last date is validated at 2025-12-02
[2025-12-02T20:52:31.467643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:52:31.468646] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:31.502744] [DEBUG] [MAG       ] ONDS: Last date is validated at 2025-12-02
[2025-12-02T20:52:31.576452] [DEBUG] [MAG       ] EGY: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:31.631300] [INFO ] [LOCAL     ] EGY: Saved forecast.
[2025-12-02T20:52:31.631365] [INFO ] [main      ] EGY: Signal=1 (Conf=90.0%), Magnitude=0.09% (Conf=53.5245%)
[2025-12-02T20:52:31.631525] [INFO ] [main      ] Fetching symbol history for COTY...
[2025-12-02T20:52:31.631568] [DEBUG] [REMOTE    ] COTY: Fetching historical data.
[2025-12-02T20:52:31.632654] [INFO ] [main      ] Progress: 224/965 forecasts completed (23.2%). EGY finished in 0.6s. ETA: 2m 3s. Rate: 360.54 forecasts/min
[2025-12-02T20:52:31.643070] [DEBUG] [REMOTE    ] COTY: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:31.644237] [DEBUG] [LOCAL     ] Loaded configuration for COTY: 6 features, N/A% accuracy
[2025-12-02T20:52:31.644290] [INFO ] [LOCAL     ] COTY: Loaded 6 optimal features with 59.94% confidence from JSON config
[2025-12-02T20:52:31.644323] [DEBUG] [MAG       ] Building data for symbol: COTY with lookback: 0
[2025-12-02T20:52:31.645129] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:31.645192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:31.646985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:31.647492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:31.647955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:31.648386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:31.649379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:31.651871] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:31.670887] [DEBUG] [MAG       ] ONDS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:31.670895] [DEBUG] [MAG       ] IGSB: Last date is validated at 2025-12-02
[2025-12-02T20:52:31.747818] [INFO ] [LOCAL     ] ONDS: Saved forecast.
[2025-12-02T20:52:31.747890] [INFO ] [main      ] ONDS: Signal=1 (Conf=90.0%), Magnitude=20.52% (Conf=54.0059%)
[2025-12-02T20:52:31.748072] [INFO ] [main      ] Fetching symbol history for HTD...
[2025-12-02T20:52:31.748116] [DEBUG] [REMOTE    ] HTD: Fetching historical data.
[2025-12-02T20:52:31.749658] [INFO ] [main      ] Progress: 225/965 forecasts completed (23.3%). ONDS finished in 0.6s. ETA: 2m 3s. Rate: 361.02 forecasts/min
[2025-12-02T20:52:31.760265] [DEBUG] [REMOTE    ] HTD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:31.761120] [DEBUG] [LOCAL     ] Loaded configuration for HTD: 3 features, N/A% accuracy
[2025-12-02T20:52:31.761172] [INFO ] [LOCAL     ] HTD: Loaded 3 optimal features with 46.35% confidence from JSON config
[2025-12-02T20:52:31.761203] [DEBUG] [MAG       ] Building data for symbol: HTD with lookback: 0
[2025-12-02T20:52:31.761990] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:31.762058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:31.763793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:31.764299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:31.765186] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:31.829989] [DEBUG] [MAG       ] MCBS: Last date is validated at 2025-12-02
[2025-12-02T20:52:31.841799] [DEBUG] [MAG       ] IGSB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:31.901795] [INFO ] [LOCAL     ] IGSB: Saved forecast.
[2025-12-02T20:52:31.901885] [INFO ] [main      ] IGSB: Signal=1 (Conf=90.0%), Magnitude=0.01% (Conf=25.7641%)
[2025-12-02T20:52:31.902251] [INFO ] [main      ] Progress: 226/965 forecasts completed (23.4%). IGSB finished in 0.6s. ETA: 2m 3s. Rate: 361.15 forecasts/min
[2025-12-02T20:52:31.902379] [INFO ] [main      ] Fetching symbol history for PHIN...
[2025-12-02T20:52:31.902429] [DEBUG] [REMOTE    ] PHIN: Fetching historical data.
[2025-12-02T20:52:31.914961] [DEBUG] [REMOTE    ] PHIN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:31.915871] [DEBUG] [LOCAL     ] Loaded configuration for PHIN: 5 features, N/A% accuracy
[2025-12-02T20:52:31.915929] [INFO ] [LOCAL     ] PHIN: Loaded 5 optimal features with 72.32% confidence from JSON config
[2025-12-02T20:52:31.915961] [DEBUG] [MAG       ] Building data for symbol: PHIN with lookback: 0
[2025-12-02T20:52:31.916854] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:31.916915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:31.922201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:31.925058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:52:31.926242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:52:31.929086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:52:31.935216] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:32.000278] [DEBUG] [MAG       ] MCBS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:32.002063] [DEBUG] [MAG       ] COTY: Last date is validated at 2025-12-02
[2025-12-02T20:52:32.074200] [INFO ] [LOCAL     ] MCBS: Saved forecast.
[2025-12-02T20:52:32.074264] [INFO ] [main      ] MCBS: Signal=1 (Conf=90.0%), Magnitude=0.59% (Conf=57.5233%)
[2025-12-02T20:52:32.074637] [INFO ] [main      ] Fetching symbol history for DKS...
[2025-12-02T20:52:32.074687] [DEBUG] [REMOTE    ] DKS: Fetching historical data.
[2025-12-02T20:52:32.075649] [INFO ] [main      ] Progress: 227/965 forecasts completed (23.5%). MCBS finished in 0.7s. ETA: 2m 3s. Rate: 361.08 forecasts/min
[2025-12-02T20:52:32.085450] [DEBUG] [REMOTE    ] DKS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:32.086408] [DEBUG] [LOCAL     ] Loaded configuration for DKS: 4 features, N/A% accuracy
[2025-12-02T20:52:32.086468] [INFO ] [LOCAL     ] DKS: Loaded 4 optimal features with 59.49% confidence from JSON config
[2025-12-02T20:52:32.086500] [DEBUG] [MAG       ] Building data for symbol: DKS with lookback: 0
[2025-12-02T20:52:32.087269] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:32.087327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:52:32.088073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:52:32.089117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:32.090820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:52:32.092410] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:32.104022] [DEBUG] [MAG       ] HTD: Last date is validated at 2025-12-02
[2025-12-02T20:52:32.178172] [DEBUG] [MAG       ] COTY: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:32.242916] [INFO ] [LOCAL     ] COTY: Saved forecast.
[2025-12-02T20:52:32.242982] [INFO ] [main      ] COTY: Signal=1 (Conf=90.0%), Magnitude=0.80% (Conf=59.9368%)
[2025-12-02T20:52:32.243331] [INFO ] [main      ] Fetching symbol history for NEOG...
[2025-12-02T20:52:32.243381] [DEBUG] [REMOTE    ] NEOG: Fetching historical data.
[2025-12-02T20:52:32.243655] [INFO ] [main      ] Progress: 228/965 forecasts completed (23.6%). COTY finished in 0.6s. ETA: 2m 2s. Rate: 361.06 forecasts/min
[2025-12-02T20:52:32.254627] [DEBUG] [REMOTE    ] NEOG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:32.255539] [DEBUG] [LOCAL     ] Loaded configuration for NEOG: 3 features, N/A% accuracy
[2025-12-02T20:52:32.255615] [INFO ] [LOCAL     ] NEOG: Loaded 3 optimal features with 56.68% confidence from JSON config
[2025-12-02T20:52:32.255649] [DEBUG] [MAG       ] Building data for symbol: NEOG with lookback: 0
[2025-12-02T20:52:32.256429] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:32.256498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:52:32.273235] [DEBUG] [MAG       ] HTD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:32.288477] [DEBUG] [MAG       ] PHIN: Last date is validated at 2025-12-02
[2025-12-02T20:52:32.332521] [INFO ] [LOCAL     ] HTD: Saved forecast.
[2025-12-02T20:52:32.332605] [INFO ] [main      ] HTD: Signal=1 (Conf=90.0%), Magnitude=-0.73% (Conf=46.355%)
[2025-12-02T20:52:32.332975] [INFO ] [main      ] Fetching symbol history for RUSHA...
[2025-12-02T20:52:32.333028] [DEBUG] [REMOTE    ] RUSHA: Fetching historical data.
[2025-12-02T20:52:32.333653] [INFO ] [main      ] Progress: 229/965 forecasts completed (23.7%). HTD finished in 0.6s. ETA: 2m 2s. Rate: 361.78 forecasts/min
[2025-12-02T20:52:32.333736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:52:32.335903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:52:32.337358] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:32.344239] [DEBUG] [REMOTE    ] RUSHA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:32.345035] [DEBUG] [LOCAL     ] Loaded configuration for RUSHA: 5 features, N/A% accuracy
[2025-12-02T20:52:32.345084] [INFO ] [LOCAL     ] RUSHA: Loaded 5 optimal features with 58.04% confidence from JSON config
[2025-12-02T20:52:32.345114] [DEBUG] [MAG       ] Building data for symbol: RUSHA with lookback: 0
[2025-12-02T20:52:32.345891] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:32.345950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:32.347605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:32.348128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:32.348526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:52:32.397261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:52:32.399151] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:32.428457] [DEBUG] [MAG       ] DKS: Last date is validated at 2025-12-02
[2025-12-02T20:52:32.464262] [DEBUG] [MAG       ] PHIN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:32.561781] [INFO ] [LOCAL     ] PHIN: Saved forecast.
[2025-12-02T20:52:32.561856] [INFO ] [main      ] PHIN: Signal=1 (Conf=90.0%), Magnitude=-1.55% (Conf=72.3159%)
[2025-12-02T20:52:32.562215] [INFO ] [main      ] Progress: 230/965 forecasts completed (23.8%). PHIN finished in 0.7s. ETA: 2m 2s. Rate: 361.19 forecasts/min
[2025-12-02T20:52:32.562338] [INFO ] [main      ] Fetching symbol history for KEYS...
[2025-12-02T20:52:32.562383] [DEBUG] [REMOTE    ] KEYS: Fetching historical data.
[2025-12-02T20:52:32.574952] [DEBUG] [REMOTE    ] KEYS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:32.576500] [DEBUG] [LOCAL     ] Loaded configuration for KEYS: 6 features, N/A% accuracy
[2025-12-02T20:52:32.576559] [INFO ] [LOCAL     ] KEYS: Loaded 6 optimal features with 61.38% confidence from JSON config
[2025-12-02T20:52:32.576611] [DEBUG] [MAG       ] Building data for symbol: KEYS with lookback: 0
[2025-12-02T20:52:32.577498] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:32.577592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:32.579570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:32.580138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:52:32.599932] [DEBUG] [MAG       ] DKS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:32.632802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:52:32.652538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:52:32.654051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:52:32.655773] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:32.704274] [DEBUG] [MAG       ] NEOG: Last date is validated at 2025-12-02
[2025-12-02T20:52:32.728981] [INFO ] [LOCAL     ] DKS: Saved forecast.
[2025-12-02T20:52:32.729048] [INFO ] [main      ] DKS: Signal=1 (Conf=90.0%), Magnitude=-0.28% (Conf=59.4912%)
[2025-12-02T20:52:32.729413] [INFO ] [main      ] Fetching symbol history for FOA...
[2025-12-02T20:52:32.729467] [DEBUG] [REMOTE    ] FOA: Fetching historical data.
[2025-12-02T20:52:32.730643] [INFO ] [main      ] Progress: 231/965 forecasts completed (23.9%). DKS finished in 0.7s. ETA: 2m 2s. Rate: 361.17 forecasts/min
[2025-12-02T20:52:32.737629] [DEBUG] [MAG       ] RUSHA: Last date is validated at 2025-12-02
[2025-12-02T20:52:32.740323] [DEBUG] [REMOTE    ] FOA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:32.741408] [DEBUG] [LOCAL     ] Loaded configuration for FOA: 5 features, N/A% accuracy
[2025-12-02T20:52:32.741461] [INFO ] [LOCAL     ] FOA: Loaded 5 optimal features with 67.32% confidence from JSON config
[2025-12-02T20:52:32.741491] [DEBUG] [MAG       ] Building data for symbol: FOA with lookback: 0
[2025-12-02T20:52:32.742269] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:32.742328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:32.743977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:32.744481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:32.744893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:52:32.746792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:52:32.747831] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:32.882292] [DEBUG] [MAG       ] NEOG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:32.906164] [DEBUG] [MAG       ] RUSHA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:32.956462] [INFO ] [LOCAL     ] NEOG: Saved forecast.
[2025-12-02T20:52:32.956528] [INFO ] [main      ] NEOG: Signal=1 (Conf=90.0%), Magnitude=0.05% (Conf=56.6818%)
[2025-12-02T20:52:32.956916] [INFO ] [main      ] Fetching symbol history for KPTI...
[2025-12-02T20:52:32.956971] [DEBUG] [REMOTE    ] KPTI: Fetching historical data.
[2025-12-02T20:52:32.957653] [INFO ] [main      ] Progress: 232/965 forecasts completed (24.0%). NEOG finished in 0.7s. ETA: 2m 2s. Rate: 360.60 forecasts/min
[2025-12-02T20:52:32.969002] [DEBUG] [REMOTE    ] KPTI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:32.970046] [DEBUG] [LOCAL     ] Loaded configuration for KPTI: 6 features, N/A% accuracy
[2025-12-02T20:52:32.970099] [INFO ] [LOCAL     ] KPTI: Loaded 6 optimal features with 57.24% confidence from JSON config
[2025-12-02T20:52:32.970132] [DEBUG] [MAG       ] Building data for symbol: KPTI with lookback: 0
[2025-12-02T20:52:32.971269] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:32.971331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:32.976560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:32.978412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:32.978932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:32.979326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:52:32.997070] [INFO ] [LOCAL     ] RUSHA: Saved forecast.
[2025-12-02T20:52:32.997134] [INFO ] [main      ] RUSHA: Signal=1 (Conf=90.0%), Magnitude=2.01% (Conf=58.0423%)
[2025-12-02T20:52:32.997507] [INFO ] [main      ] Fetching symbol history for RCKY...
[2025-12-02T20:52:32.997557] [DEBUG] [REMOTE    ] RCKY: Fetching historical data.
[2025-12-02T20:52:32.998655] [INFO ] [main      ] Progress: 233/965 forecasts completed (24.1%). RUSHA finished in 0.7s. ETA: 2m 1s. Rate: 361.77 forecasts/min
[2025-12-02T20:52:33.009171] [DEBUG] [REMOTE    ] RCKY: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:33.010106] [DEBUG] [LOCAL     ] Loaded configuration for RCKY: 7 features, N/A% accuracy
[2025-12-02T20:52:33.010161] [INFO ] [LOCAL     ] RCKY: Loaded 7 optimal features with 58.16% confidence from JSON config
[2025-12-02T20:52:33.010193] [DEBUG] [MAG       ] Building data for symbol: RCKY with lookback: 0
[2025-12-02T20:52:33.011046] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:52:33.011109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:33.012509] [DEBUG] [MAG       ] KEYS: Last date is validated at 2025-12-02
[2025-12-02T20:52:33.016025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:33.016886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:33.019272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:33.057819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:52:33.058882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:52:33.060216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:52:33.061328] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:33.101135] [DEBUG] [MAG       ] FOA: Last date is validated at 2025-12-02
[2025-12-02T20:52:33.106520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:52:33.108704] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:33.189534] [DEBUG] [MAG       ] KEYS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:33.265623] [DEBUG] [MAG       ] FOA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:33.319509] [INFO ] [LOCAL     ] KEYS: Saved forecast.
[2025-12-02T20:52:33.319588] [INFO ] [main      ] KEYS: Signal=1 (Conf=90.0%), Magnitude=2.42% (Conf=61.376%)
[2025-12-02T20:52:33.319944] [INFO ] [main      ] Progress: 234/965 forecasts completed (24.2%). KEYS finished in 0.8s. ETA: 2m 2s. Rate: 360.32 forecasts/min
[2025-12-02T20:52:33.320063] [INFO ] [main      ] Fetching symbol history for LSPD...
[2025-12-02T20:52:33.320104] [DEBUG] [REMOTE    ] LSPD: Fetching historical data.
[2025-12-02T20:52:33.331133] [DEBUG] [REMOTE    ] LSPD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:33.331989] [DEBUG] [LOCAL     ] Loaded configuration for LSPD: 5 features, N/A% accuracy
[2025-12-02T20:52:33.332039] [INFO ] [LOCAL     ] LSPD: Loaded 5 optimal features with 50.65% confidence from JSON config
[2025-12-02T20:52:33.332070] [DEBUG] [MAG       ] Building data for symbol: LSPD with lookback: 0
[2025-12-02T20:52:33.332839] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:33.332897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:33.337533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:33.339657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:33.340130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:52:33.341189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:52:33.343161] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:33.356284] [INFO ] [LOCAL     ] FOA: Saved forecast.
[2025-12-02T20:52:33.356349] [INFO ] [main      ] FOA: Signal=1 (Conf=90.0%), Magnitude=-1.08% (Conf=67.3245%)
[2025-12-02T20:52:33.356726] [INFO ] [main      ] Fetching symbol history for ARI...
[2025-12-02T20:52:33.356777] [DEBUG] [REMOTE    ] ARI: Fetching historical data.
[2025-12-02T20:52:33.357559] [INFO ] [main      ] Progress: 235/965 forecasts completed (24.4%). FOA finished in 0.6s. ETA: 2m 1s. Rate: 361.52 forecasts/min
[2025-12-02T20:52:33.367591] [DEBUG] [REMOTE    ] ARI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:33.368624] [DEBUG] [LOCAL     ] Loaded configuration for ARI: 4 features, N/A% accuracy
[2025-12-02T20:52:33.368679] [INFO ] [LOCAL     ] ARI: Loaded 4 optimal features with 61.19% confidence from JSON config
[2025-12-02T20:52:33.368711] [DEBUG] [MAG       ] Building data for symbol: ARI with lookback: 0
[2025-12-02T20:52:33.369535] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:33.369617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:33.374737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:33.376648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:33.377163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:33.377557] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:33.395441] [DEBUG] [MAG       ] RCKY: Last date is validated at 2025-12-02
[2025-12-02T20:52:33.461983] [DEBUG] [MAG       ] KPTI: Last date is validated at 2025-12-02
[2025-12-02T20:52:33.567364] [DEBUG] [MAG       ] RCKY: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:33.640197] [DEBUG] [MAG       ] KPTI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:33.662798] [INFO ] [LOCAL     ] RCKY: Saved forecast.
[2025-12-02T20:52:33.662872] [INFO ] [main      ] RCKY: Signal=1 (Conf=90.0%), Magnitude=0.08% (Conf=58.1593%)
[2025-12-02T20:52:33.663225] [INFO ] [main      ] Fetching symbol history for ALG...
[2025-12-02T20:52:33.663282] [DEBUG] [REMOTE    ] ALG: Fetching historical data.
[2025-12-02T20:52:33.663652] [INFO ] [main      ] Progress: 236/965 forecasts completed (24.5%). RCKY finished in 0.7s. ETA: 2m 1s. Rate: 360.23 forecasts/min
[2025-12-02T20:52:33.674767] [DEBUG] [REMOTE    ] ALG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:33.675756] [DEBUG] [LOCAL     ] Loaded configuration for ALG: 2 features, N/A% accuracy
[2025-12-02T20:52:33.675808] [INFO ] [LOCAL     ] ALG: Loaded 2 optimal features with 46.10% confidence from JSON config
[2025-12-02T20:52:33.675839] [DEBUG] [MAG       ] Building data for symbol: ALG with lookback: 0
[2025-12-02T20:52:33.676654] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:52:33.676710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:33.678425] [DEBUG] [MAG       ] LSPD: Last date is validated at 2025-12-02
[2025-12-02T20:52:33.681535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:33.682542] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:33.713972] [INFO ] [LOCAL     ] KPTI: Saved forecast.
[2025-12-02T20:52:33.714038] [INFO ] [main      ] KPTI: Signal=1 (Conf=90.0%), Magnitude=-7.64% (Conf=57.2377%)
[2025-12-02T20:52:33.714197] [INFO ] [main      ] Fetching symbol history for ULTA...
[2025-12-02T20:52:33.714244] [DEBUG] [REMOTE    ] ULTA: Fetching historical data.
[2025-12-02T20:52:33.715665] [INFO ] [main      ] Progress: 237/965 forecasts completed (24.6%). KPTI finished in 0.8s. ETA: 2m 1s. Rate: 361.28 forecasts/min
[2025-12-02T20:52:33.724794] [DEBUG] [MAG       ] ARI: Last date is validated at 2025-12-02
[2025-12-02T20:52:33.726679] [DEBUG] [REMOTE    ] ULTA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:33.727519] [DEBUG] [LOCAL     ] Loaded configuration for ULTA: 7 features, N/A% accuracy
[2025-12-02T20:52:33.727598] [INFO ] [LOCAL     ] ULTA: Loaded 7 optimal features with 63.56% confidence from JSON config
[2025-12-02T20:52:33.727633] [DEBUG] [MAG       ] Building data for symbol: ULTA with lookback: 0
[2025-12-02T20:52:33.728439] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:52:33.728512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:33.733518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:33.735371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:33.735867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:33.736256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:33.737219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:52:33.738297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:52:33.739012] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:33.845282] [DEBUG] [MAG       ] LSPD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:33.903158] [DEBUG] [MAG       ] ARI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:33.915504] [INFO ] [LOCAL     ] LSPD: Saved forecast.
[2025-12-02T20:52:33.915590] [INFO ] [main      ] LSPD: Signal=1 (Conf=90.0%), Magnitude=-2.05% (Conf=50.6472%)
[2025-12-02T20:52:33.915922] [INFO ] [main      ] Fetching symbol history for TWG...
[2025-12-02T20:52:33.915971] [DEBUG] [REMOTE    ] TWG: Fetching historical data.
[2025-12-02T20:52:33.916650] [INFO ] [main      ] Progress: 238/965 forecasts completed (24.7%). LSPD finished in 0.6s. ETA: 2m 1s. Rate: 360.96 forecasts/min
[2025-12-02T20:52:33.926939] [DEBUG] [REMOTE    ] TWG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:33.928070] [DEBUG] [LOCAL     ] Loaded configuration for TWG: 2 features, N/A% accuracy
[2025-12-02T20:52:33.928121] [INFO ] [LOCAL     ] TWG: Loaded 2 optimal features with 18.26% confidence from JSON config
[2025-12-02T20:52:33.928160] [DEBUG] [MAG       ] Building data for symbol: TWG with lookback: 0
[2025-12-02T20:52:33.928971] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:52:33.929029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:33.929745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:52:33.960320] [INFO ] [LOCAL     ] ARI: Saved forecast.
[2025-12-02T20:52:33.960382] [INFO ] [main      ] ARI: Signal=1 (Conf=90.0%), Magnitude=2.18% (Conf=61.1927%)
[2025-12-02T20:52:33.960692] [INFO ] [main      ] Fetching symbol history for DRIO...
[2025-12-02T20:52:33.960741] [DEBUG] [REMOTE    ] DRIO: Fetching historical data.
[2025-12-02T20:52:33.961591] [INFO ] [main      ] Progress: 239/965 forecasts completed (24.8%). ARI finished in 0.6s. ETA: 2m 0s. Rate: 362.06 forecasts/min
[2025-12-02T20:52:33.971709] [DEBUG] [REMOTE    ] DRIO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:33.972744] [DEBUG] [LOCAL     ] Loaded configuration for DRIO: 3 features, N/A% accuracy
[2025-12-02T20:52:33.972795] [INFO ] [LOCAL     ] DRIO: Loaded 3 optimal features with 53.25% confidence from JSON config
[2025-12-02T20:52:33.972833] [DEBUG] [MAG       ] Building data for symbol: DRIO with lookback: 0
[2025-12-02T20:52:33.973599] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:33.973657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:33.978361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:52:34.030748] [DEBUG] [MAG       ] ALG: Last date is validated at 2025-12-02
[2025-12-02T20:52:34.038429] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:34.085797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:52:34.087642] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:34.087784] [DEBUG] [MAG       ] ULTA: Last date is validated at 2025-12-02
[2025-12-02T20:52:34.201380] [DEBUG] [MAG       ] ALG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:34.257412] [DEBUG] [MAG       ] ULTA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:34.311801] [INFO ] [LOCAL     ] ALG: Saved forecast.
[2025-12-02T20:52:34.311874] [INFO ] [main      ] ALG: Signal=1 (Conf=90.0%), Magnitude=-0.17% (Conf=46.1008%)
[2025-12-02T20:52:34.312199] [INFO ] [main      ] Fetching symbol history for GBX...
[2025-12-02T20:52:34.312247] [DEBUG] [REMOTE    ] GBX: Fetching historical data.
[2025-12-02T20:52:34.312665] [INFO ] [main      ] Progress: 240/965 forecasts completed (24.9%). ALG finished in 0.6s. ETA: 2m 1s. Rate: 360.38 forecasts/min
[2025-12-02T20:52:34.323339] [DEBUG] [REMOTE    ] GBX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:34.324407] [DEBUG] [LOCAL     ] Loaded configuration for GBX: 6 features, N/A% accuracy
[2025-12-02T20:52:34.324458] [INFO ] [LOCAL     ] GBX: Loaded 6 optimal features with 41.18% confidence from JSON config
[2025-12-02T20:52:34.324511] [DEBUG] [MAG       ] Building data for symbol: GBX with lookback: 0
[2025-12-02T20:52:34.325300] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:34.325360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:34.327371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:34.327929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:34.328355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:34.329098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:34.329903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:52:34.331998] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:34.376910] [DEBUG] [MAG       ] TWG: Last date is validated at 2025-12-02
[2025-12-02T20:52:34.405839] [INFO ] [LOCAL     ] ULTA: Saved forecast.
[2025-12-02T20:52:34.405902] [INFO ] [main      ] ULTA: Signal=1 (Conf=90.0%), Magnitude=-0.97% (Conf=63.5582%)
[2025-12-02T20:52:34.406338] [INFO ] [main      ] Fetching symbol history for HALO...
[2025-12-02T20:52:34.406388] [DEBUG] [REMOTE    ] HALO: Fetching historical data.
[2025-12-02T20:52:34.406637] [INFO ] [main      ] Progress: 241/965 forecasts completed (25.0%). ULTA finished in 0.7s. ETA: 2m 0s. Rate: 361.03 forecasts/min
[2025-12-02T20:52:34.416808] [DEBUG] [REMOTE    ] HALO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:34.417495] [DEBUG] [LOCAL     ] Loaded configuration for HALO: 2 features, N/A% accuracy
[2025-12-02T20:52:34.417554] [INFO ] [LOCAL     ] HALO: Loaded 2 optimal features with 58.17% confidence from JSON config
[2025-12-02T20:52:34.417620] [DEBUG] [MAG       ] Building data for symbol: HALO with lookback: 0
[2025-12-02T20:52:34.418386] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:52:34.418454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:52:34.435245] [DEBUG] [MAG       ] DRIO: Last date is validated at 2025-12-02
[2025-12-02T20:52:34.467098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:52:34.470189] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:34.545340] [DEBUG] [MAG       ] TWG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:34.604124] [DEBUG] [MAG       ] DRIO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:34.672959] [DEBUG] [MAG       ] GBX: Last date is validated at 2025-12-02
[2025-12-02T20:52:34.684216] [INFO ] [LOCAL     ] DRIO: Saved forecast.
[2025-12-02T20:52:34.684281] [INFO ] [main      ] DRIO: Signal=1 (Conf=90.0%), Magnitude=2.56% (Conf=53.2489%)
[2025-12-02T20:52:34.684878] [INFO ] [main      ] Progress: 242/965 forecasts completed (25.1%). DRIO finished in 0.7s. ETA: 2m 0s. Rate: 360.03 forecasts/min
[2025-12-02T20:52:34.684436] [INFO ] [main      ] Fetching symbol history for VLRS...
[2025-12-02T20:52:34.687774] [DEBUG] [REMOTE    ] VLRS: Fetching historical data.
[2025-12-02T20:52:34.698340] [DEBUG] [REMOTE    ] VLRS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:34.699210] [DEBUG] [LOCAL     ] Loaded configuration for VLRS: 9 features, N/A% accuracy
[2025-12-02T20:52:34.699259] [INFO ] [LOCAL     ] VLRS: Loaded 9 optimal features with 55.02% confidence from JSON config
[2025-12-02T20:52:34.699290] [DEBUG] [MAG       ] Building data for symbol: VLRS with lookback: 0
[2025-12-02T20:52:34.700062] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:52:34.700123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:34.704830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:34.706570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:34.707068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:34.707450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:34.708310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:52:34.709271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:52:34.740295] [INFO ] [LOCAL     ] TWG: Saved forecast.
[2025-12-02T20:52:34.740359] [INFO ] [main      ] TWG: Signal=1 (Conf=90.0%), Magnitude=194.16% (Conf=18.2589%)
[2025-12-02T20:52:34.740736] [INFO ] [main      ] Fetching symbol history for TRI...
[2025-12-02T20:52:34.740786] [DEBUG] [REMOTE    ] TRI: Fetching historical data.
[2025-12-02T20:52:34.741516] [INFO ] [main      ] Progress: 243/965 forecasts completed (25.2%). TWG finished in 0.8s. ETA: 1m 60s. Rate: 361.01 forecasts/min
[2025-12-02T20:52:34.752347] [DEBUG] [REMOTE    ] TRI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:34.753207] [DEBUG] [LOCAL     ] Loaded configuration for TRI: 4 features, N/A% accuracy
[2025-12-02T20:52:34.753257] [INFO ] [LOCAL     ] TRI: Loaded 4 optimal features with 57.28% confidence from JSON config
[2025-12-02T20:52:34.753288] [DEBUG] [MAG       ] Building data for symbol: TRI with lookback: 0
[2025-12-02T20:52:34.754065] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:34.754125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:34.755784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:34.756278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:52:34.757329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:52:34.759345] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:34.783103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:52:34.784378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:52:34.786667] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:34.813530] [DEBUG] [MAG       ] HALO: Last date is validated at 2025-12-02
[2025-12-02T20:52:34.840129] [DEBUG] [MAG       ] GBX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:34.936113] [INFO ] [LOCAL     ] GBX: Saved forecast.
[2025-12-02T20:52:34.936184] [INFO ] [main      ] GBX: Signal=1 (Conf=90.0%), Magnitude=2.76% (Conf=41.182%)
[2025-12-02T20:52:34.936342] [INFO ] [main      ] Fetching symbol history for PRAA...
[2025-12-02T20:52:34.936384] [DEBUG] [REMOTE    ] PRAA: Fetching historical data.
[2025-12-02T20:52:34.937665] [INFO ] [main      ] Progress: 244/965 forecasts completed (25.3%). GBX finished in 0.6s. ETA: 1m 60s. Rate: 360.75 forecasts/min
[2025-12-02T20:52:34.948314] [DEBUG] [REMOTE    ] PRAA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:34.949307] [DEBUG] [LOCAL     ] Loaded configuration for PRAA: 7 features, N/A% accuracy
[2025-12-02T20:52:34.949358] [INFO ] [LOCAL     ] PRAA: Loaded 7 optimal features with 60.88% confidence from JSON config
[2025-12-02T20:52:34.949388] [DEBUG] [MAG       ] Building data for symbol: PRAA with lookback: 0
[2025-12-02T20:52:34.950170] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:52:34.950230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:34.951929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:34.952421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:34.952912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:52:34.956732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:52:34.957437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:52:34.958513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:52:34.960456] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:34.982640] [DEBUG] [MAG       ] HALO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:35.094558] [INFO ] [LOCAL     ] HALO: Saved forecast.
[2025-12-02T20:52:35.094642] [INFO ] [main      ] HALO: Signal=1 (Conf=90.0%), Magnitude=-8.64% (Conf=58.1687%)
[2025-12-02T20:52:35.094973] [INFO ] [main      ] Fetching symbol history for ABSI...
[2025-12-02T20:52:35.095022] [DEBUG] [REMOTE    ] ABSI: Fetching historical data.
[2025-12-02T20:52:35.095419] [DEBUG] [MAG       ] TRI: Last date is validated at 2025-12-02
[2025-12-02T20:52:35.095661] [INFO ] [main      ] Progress: 245/965 forecasts completed (25.4%). HALO finished in 0.7s. ETA: 1m 60s. Rate: 360.82 forecasts/min
[2025-12-02T20:52:35.106373] [DEBUG] [REMOTE    ] ABSI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:35.107316] [DEBUG] [LOCAL     ] Loaded configuration for ABSI: 7 features, N/A% accuracy
[2025-12-02T20:52:35.107376] [INFO ] [LOCAL     ] ABSI: Loaded 7 optimal features with 48.33% confidence from JSON config
[2025-12-02T20:52:35.107407] [DEBUG] [MAG       ] Building data for symbol: ABSI with lookback: 0
[2025-12-02T20:52:35.108207] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:52:35.108267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:35.112947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:35.113748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:52:35.116298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:52:35.117440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:52:35.118172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:52:35.122946] [DEBUG] [MAG       ] VLRS: Last date is validated at 2025-12-02
[2025-12-02T20:52:35.132205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:52:35.133011] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:35.263468] [DEBUG] [MAG       ] TRI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:35.289522] [DEBUG] [MAG       ] VLRS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:35.301813] [DEBUG] [MAG       ] PRAA: Last date is validated at 2025-12-02
[2025-12-02T20:52:35.356665] [INFO ] [LOCAL     ] VLRS: Saved forecast.
[2025-12-02T20:52:35.356732] [INFO ] [main      ] VLRS: Signal=1 (Conf=90.0%), Magnitude=1.53% (Conf=55.0169%)
[2025-12-02T20:52:35.356891] [INFO ] [main      ] Fetching symbol history for MGA...
[2025-12-02T20:52:35.356935] [DEBUG] [REMOTE    ] MGA: Fetching historical data.
[2025-12-02T20:52:35.358654] [INFO ] [main      ] Progress: 246/965 forecasts completed (25.5%). VLRS finished in 0.7s. ETA: 1m 60s. Rate: 359.97 forecasts/min
[2025-12-02T20:52:35.368375] [DEBUG] [REMOTE    ] MGA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:35.369456] [DEBUG] [LOCAL     ] Loaded configuration for MGA: 4 features, N/A% accuracy
[2025-12-02T20:52:35.369520] [INFO ] [LOCAL     ] MGA: Loaded 4 optimal features with 64.55% confidence from JSON config
[2025-12-02T20:52:35.369558] [DEBUG] [MAG       ] Building data for symbol: MGA with lookback: 0
[2025-12-02T20:52:35.370360] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:35.370418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:52:35.388378] [INFO ] [LOCAL     ] TRI: Saved forecast.
[2025-12-02T20:52:35.388441] [INFO ] [main      ] TRI: Signal=1 (Conf=90.0%), Magnitude=1.10% (Conf=57.2798%)
[2025-12-02T20:52:35.388632] [INFO ] [main      ] Fetching symbol history for VCSH...
[2025-12-02T20:52:35.388682] [DEBUG] [REMOTE    ] VCSH: Fetching historical data.
[2025-12-02T20:52:35.389623] [INFO ] [main      ] Progress: 247/965 forecasts completed (25.6%). TRI finished in 0.6s. ETA: 1m 59s. Rate: 361.16 forecasts/min
[2025-12-02T20:52:35.399716] [DEBUG] [REMOTE    ] VCSH: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:35.400697] [DEBUG] [LOCAL     ] Loaded configuration for VCSH: 5 features, N/A% accuracy
[2025-12-02T20:52:35.400748] [INFO ] [LOCAL     ] VCSH: Loaded 5 optimal features with 54.94% confidence from JSON config
[2025-12-02T20:52:35.400778] [DEBUG] [MAG       ] Building data for symbol: VCSH with lookback: 0
[2025-12-02T20:52:35.401545] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:35.401641] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:35.406349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:35.408147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:35.408678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:35.409050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:35.409775] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:35.428248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:52:35.432252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:52:35.433984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:52:35.435455] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:35.466819] [DEBUG] [MAG       ] ABSI: Last date is validated at 2025-12-02
[2025-12-02T20:52:35.470284] [DEBUG] [MAG       ] PRAA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:35.554652] [INFO ] [LOCAL     ] PRAA: Saved forecast.
[2025-12-02T20:52:35.554718] [INFO ] [main      ] PRAA: Signal=1 (Conf=90.0%), Magnitude=-4.12% (Conf=60.8799%)
[2025-12-02T20:52:35.555033] [INFO ] [main      ] Fetching symbol history for SEZL...
[2025-12-02T20:52:35.555081] [DEBUG] [REMOTE    ] SEZL: Fetching historical data.
[2025-12-02T20:52:35.555943] [INFO ] [main      ] Progress: 248/965 forecasts completed (25.7%). PRAA finished in 0.6s. ETA: 1m 59s. Rate: 361.16 forecasts/min
[2025-12-02T20:52:35.567488] [DEBUG] [REMOTE    ] SEZL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:35.568684] [DEBUG] [LOCAL     ] Loaded configuration for SEZL: 5 features, N/A% accuracy
[2025-12-02T20:52:35.568738] [INFO ] [LOCAL     ] SEZL: Loaded 5 optimal features with 54.67% confidence from JSON config
[2025-12-02T20:52:35.568768] [DEBUG] [MAG       ] Building data for symbol: SEZL with lookback: 0
[2025-12-02T20:52:35.569621] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:35.569684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:35.571329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:35.571865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:52:35.632500] [DEBUG] [MAG       ] ABSI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:35.646702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:52:35.648746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:52:35.652980] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:35.702168] [INFO ] [LOCAL     ] ABSI: Saved forecast.
[2025-12-02T20:52:35.702232] [INFO ] [main      ] ABSI: Signal=1 (Conf=90.0%), Magnitude=9.48% (Conf=48.3267%)
[2025-12-02T20:52:35.702603] [INFO ] [main      ] Fetching symbol history for UXIN...
[2025-12-02T20:52:35.702659] [DEBUG] [REMOTE    ] UXIN: Fetching historical data.
[2025-12-02T20:52:35.702668] [INFO ] [main      ] Progress: 249/965 forecasts completed (25.8%). ABSI finished in 0.6s. ETA: 1m 59s. Rate: 361.33 forecasts/min
[2025-12-02T20:52:35.713312] [DEBUG] [REMOTE    ] UXIN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:35.714334] [DEBUG] [LOCAL     ] Loaded configuration for UXIN: 8 features, N/A% accuracy
[2025-12-02T20:52:35.714386] [INFO ] [LOCAL     ] UXIN: Loaded 8 optimal features with 50.49% confidence from JSON config
[2025-12-02T20:52:35.714416] [DEBUG] [MAG       ] Building data for symbol: UXIN with lookback: 0
[2025-12-02T20:52:35.715198] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:52:35.715260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:52:35.716023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:52:35.745647] [DEBUG] [MAG       ] VCSH: Last date is validated at 2025-12-02
[2025-12-02T20:52:35.776426] [DEBUG] [MAG       ] MGA: Last date is validated at 2025-12-02
[2025-12-02T20:52:35.789746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:35.791648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:35.792120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:52:35.793119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:52:35.794720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:52:35.796067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:52:35.796732] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:35.912235] [DEBUG] [MAG       ] VCSH: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:35.944877] [DEBUG] [MAG       ] MGA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:35.968010] [INFO ] [LOCAL     ] VCSH: Saved forecast.
[2025-12-02T20:52:35.968080] [INFO ] [main      ] VCSH: Signal=1 (Conf=90.0%), Magnitude=-0.02% (Conf=54.9399%)
[2025-12-02T20:52:35.968419] [INFO ] [main      ] Fetching symbol history for NFBK...
[2025-12-02T20:52:35.968468] [DEBUG] [REMOTE    ] NFBK: Fetching historical data.
[2025-12-02T20:52:35.968657] [INFO ] [main      ] Progress: 250/965 forecasts completed (25.9%). VCSH finished in 0.6s. ETA: 1m 59s. Rate: 360.46 forecasts/min
[2025-12-02T20:52:35.980029] [DEBUG] [REMOTE    ] NFBK: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:35.980943] [DEBUG] [LOCAL     ] Loaded configuration for NFBK: 4 features, N/A% accuracy
[2025-12-02T20:52:35.980994] [INFO ] [LOCAL     ] NFBK: Loaded 4 optimal features with 58.27% confidence from JSON config
[2025-12-02T20:52:35.981024] [DEBUG] [MAG       ] Building data for symbol: NFBK with lookback: 0
[2025-12-02T20:52:35.981780] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:35.981835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:35.983454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:35.983964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:35.984393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:52:35.985043] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:35.988770] [DEBUG] [MAG       ] SEZL: Last date is validated at 2025-12-02
[2025-12-02T20:52:36.028622] [INFO ] [LOCAL     ] MGA: Saved forecast.
[2025-12-02T20:52:36.028688] [INFO ] [main      ] MGA: Signal=1 (Conf=90.0%), Magnitude=1.24% (Conf=64.553%)
[2025-12-02T20:52:36.028845] [INFO ] [main      ] Fetching symbol history for KRNY...
[2025-12-02T20:52:36.028887] [DEBUG] [REMOTE    ] KRNY: Fetching historical data.
[2025-12-02T20:52:36.030688] [INFO ] [main      ] Progress: 251/965 forecasts completed (26.0%). MGA finished in 0.7s. ETA: 1m 59s. Rate: 361.36 forecasts/min
[2025-12-02T20:52:36.039818] [DEBUG] [REMOTE    ] KRNY: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:36.040693] [DEBUG] [LOCAL     ] Loaded configuration for KRNY: 2 features, N/A% accuracy
[2025-12-02T20:52:36.040761] [INFO ] [LOCAL     ] KRNY: Loaded 2 optimal features with 60.95% confidence from JSON config
[2025-12-02T20:52:36.040795] [DEBUG] [MAG       ] Building data for symbol: KRNY with lookback: 0
[2025-12-02T20:52:36.041550] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:52:36.041627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:36.046337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:52:36.047910] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:36.154358] [DEBUG] [MAG       ] SEZL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:36.214052] [DEBUG] [MAG       ] UXIN: Last date is validated at 2025-12-02
[2025-12-02T20:52:36.295947] [INFO ] [LOCAL     ] SEZL: Saved forecast.
[2025-12-02T20:52:36.296010] [INFO ] [main      ] SEZL: Signal=1 (Conf=90.0%), Magnitude=9.22% (Conf=54.6681%)
[2025-12-02T20:52:36.296182] [INFO ] [main      ] Fetching symbol history for GE...
[2025-12-02T20:52:36.296231] [DEBUG] [REMOTE    ] GE: Fetching historical data.
[2025-12-02T20:52:36.297663] [INFO ] [main      ] Progress: 252/965 forecasts completed (26.1%). SEZL finished in 0.7s. ETA: 1m 59s. Rate: 360.49 forecasts/min
[2025-12-02T20:52:36.308276] [DEBUG] [REMOTE    ] GE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:36.309504] [DEBUG] [LOCAL     ] Loaded configuration for GE: 9 features, N/A% accuracy
[2025-12-02T20:52:36.309554] [INFO ] [LOCAL     ] GE: Loaded 9 optimal features with 53.70% confidence from JSON config
[2025-12-02T20:52:36.309606] [DEBUG] [MAG       ] Building data for symbol: GE with lookback: 0
[2025-12-02T20:52:36.310356] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:52:36.310415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:36.315157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:36.316937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:36.317409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:36.317852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:36.318266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:52:36.321932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:52:36.322728] [DEBUG] [MAG       ] NFBK: Last date is validated at 2025-12-02
[2025-12-02T20:52:36.323958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-02T20:52:36.324675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:52:36.325789] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:36.383913] [DEBUG] [MAG       ] UXIN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:36.388918] [DEBUG] [MAG       ] KRNY: Last date is validated at 2025-12-02
[2025-12-02T20:52:36.456043] [INFO ] [LOCAL     ] UXIN: Saved forecast.
[2025-12-02T20:52:36.456108] [INFO ] [main      ] UXIN: Signal=1 (Conf=90.0%), Magnitude=-2.53% (Conf=50.4859%)
[2025-12-02T20:52:36.456446] [INFO ] [main      ] Fetching symbol history for LCNB...
[2025-12-02T20:52:36.456494] [DEBUG] [REMOTE    ] LCNB: Fetching historical data.
[2025-12-02T20:52:36.456681] [INFO ] [main      ] Progress: 253/965 forecasts completed (26.2%). UXIN finished in 0.8s. ETA: 1m 58s. Rate: 360.56 forecasts/min
[2025-12-02T20:52:36.467318] [DEBUG] [REMOTE    ] LCNB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:36.469166] [DEBUG] [LOCAL     ] Loaded configuration for LCNB: 8 features, N/A% accuracy
[2025-12-02T20:52:36.469218] [INFO ] [LOCAL     ] LCNB: Loaded 8 optimal features with 60.52% confidence from JSON config
[2025-12-02T20:52:36.469249] [DEBUG] [MAG       ] Building data for symbol: LCNB with lookback: 0
[2025-12-02T20:52:36.470022] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:52:36.470082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:36.474836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:36.476601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:36.477072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:36.477496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:36.477937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:36.480296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:52:36.489933] [DEBUG] [MAG       ] NFBK: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:36.553161] [INFO ] [LOCAL     ] NFBK: Saved forecast.
[2025-12-02T20:52:36.553228] [INFO ] [main      ] NFBK: Signal=1 (Conf=90.0%), Magnitude=3.48% (Conf=58.2656%)
[2025-12-02T20:52:36.553387] [INFO ] [main      ] Fetching symbol history for ATOM...
[2025-12-02T20:52:36.553431] [DEBUG] [REMOTE    ] ATOM: Fetching historical data.
[2025-12-02T20:52:36.554660] [INFO ] [main      ] Progress: 254/965 forecasts completed (26.3%). NFBK finished in 0.6s. ETA: 1m 58s. Rate: 361.14 forecasts/min
[2025-12-02T20:52:36.565341] [DEBUG] [REMOTE    ] ATOM: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:36.566221] [DEBUG] [LOCAL     ] Loaded configuration for ATOM: 8 features, N/A% accuracy
[2025-12-02T20:52:36.566270] [INFO ] [LOCAL     ] ATOM: Loaded 8 optimal features with 58.80% confidence from JSON config
[2025-12-02T20:52:36.566300] [DEBUG] [MAG       ] Building data for symbol: ATOM with lookback: 0
[2025-12-02T20:52:36.567101] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:52:36.570999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:36.575829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:36.577590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:36.578075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:36.581975] [DEBUG] [MAG       ] KRNY: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:36.588873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:52:36.589673] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:36.616685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:52:36.617959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:52:36.619644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:52:36.620688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:52:36.621344] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:36.640780] [INFO ] [LOCAL     ] KRNY: Saved forecast.
[2025-12-02T20:52:36.640847] [INFO ] [main      ] KRNY: Signal=1 (Conf=90.0%), Magnitude=-1.44% (Conf=60.9547%)
[2025-12-02T20:52:36.641005] [INFO ] [main      ] Fetching symbol history for SUNS...
[2025-12-02T20:52:36.641049] [DEBUG] [REMOTE    ] SUNS: Fetching historical data.
[2025-12-02T20:52:36.642362] [INFO ] [main      ] Progress: 255/965 forecasts completed (26.4%). KRNY finished in 0.6s. ETA: 1m 58s. Rate: 361.81 forecasts/min
[2025-12-02T20:52:36.653134] [DEBUG] [REMOTE    ] SUNS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:36.654053] [DEBUG] [LOCAL     ] Loaded configuration for SUNS: 3 features, N/A% accuracy
[2025-12-02T20:52:36.654105] [INFO ] [LOCAL     ] SUNS: Loaded 3 optimal features with 62.93% confidence from JSON config
[2025-12-02T20:52:36.654137] [DEBUG] [MAG       ] Building data for symbol: SUNS with lookback: 0
[2025-12-02T20:52:36.654926] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:36.654985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:36.660081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:36.660927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:52:36.661064] [DEBUG] [MAG       ] GE: Last date is validated at 2025-12-02
[2025-12-02T20:52:36.661489] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:36.826613] [DEBUG] [MAG       ] GE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:36.922946] [DEBUG] [MAG       ] LCNB: Last date is validated at 2025-12-02
[2025-12-02T20:52:36.953993] [DEBUG] [MAG       ] ATOM: Last date is validated at 2025-12-02
[2025-12-02T20:52:37.001272] [DEBUG] [MAG       ] SUNS: Last date is validated at 2025-12-02
[2025-12-02T20:52:37.087852] [DEBUG] [MAG       ] LCNB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:37.098418] [INFO ] [LOCAL     ] GE: Saved forecast.
[2025-12-02T20:52:37.098505] [INFO ] [main      ] GE: Signal=1 (Conf=90.0%), Magnitude=-0.94% (Conf=53.7006%)
[2025-12-02T20:52:37.098906] [INFO ] [main      ] Fetching symbol history for WBX...
[2025-12-02T20:52:37.098960] [DEBUG] [REMOTE    ] WBX: Fetching historical data.
[2025-12-02T20:52:37.099658] [INFO ] [main      ] Progress: 256/965 forecasts completed (26.5%). GE finished in 0.8s. ETA: 1m 58s. Rate: 359.34 forecasts/min
[2025-12-02T20:52:37.110620] [DEBUG] [REMOTE    ] WBX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:37.111762] [DEBUG] [LOCAL     ] Loaded configuration for WBX: 2 features, N/A% accuracy
[2025-12-02T20:52:37.111816] [INFO ] [LOCAL     ] WBX: Loaded 2 optimal features with 65.89% confidence from JSON config
[2025-12-02T20:52:37.111847] [DEBUG] [MAG       ] Building data for symbol: WBX with lookback: 0
[2025-12-02T20:52:37.112692] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:52:37.112749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:37.118166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:52:37.121700] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:37.122216] [DEBUG] [MAG       ] ATOM: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:37.153812] [INFO ] [LOCAL     ] LCNB: Saved forecast.
[2025-12-02T20:52:37.153876] [INFO ] [main      ] LCNB: Signal=1 (Conf=90.0%), Magnitude=-0.23% (Conf=60.5229%)
[2025-12-02T20:52:37.154289] [INFO ] [main      ] Fetching symbol history for NABL...
[2025-12-02T20:52:37.154339] [DEBUG] [REMOTE    ] NABL: Fetching historical data.
[2025-12-02T20:52:37.154654] [INFO ] [main      ] Progress: 257/965 forecasts completed (26.6%). LCNB finished in 0.7s. ETA: 1m 58s. Rate: 360.28 forecasts/min
[2025-12-02T20:52:37.164750] [DEBUG] [REMOTE    ] NABL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:37.165778] [DEBUG] [LOCAL     ] Loaded configuration for NABL: 6 features, N/A% accuracy
[2025-12-02T20:52:37.165830] [INFO ] [LOCAL     ] NABL: Loaded 6 optimal features with 50.17% confidence from JSON config
[2025-12-02T20:52:37.165860] [DEBUG] [MAG       ] Building data for symbol: NABL with lookback: 0
[2025-12-02T20:52:37.166666] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:37.166727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:37.168388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:37.168980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:37.169367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:52:37.179504] [DEBUG] [MAG       ] SUNS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:37.210444] [INFO ] [LOCAL     ] ATOM: Saved forecast.
[2025-12-02T20:52:37.210509] [INFO ] [main      ] ATOM: Signal=1 (Conf=90.0%), Magnitude=6.87% (Conf=58.8046%)
[2025-12-02T20:52:37.210685] [INFO ] [main      ] Fetching symbol history for TSDD...
[2025-12-02T20:52:37.210728] [DEBUG] [REMOTE    ] TSDD: Fetching historical data.
[2025-12-02T20:52:37.211875] [INFO ] [main      ] Progress: 258/965 forecasts completed (26.7%). ATOM finished in 0.7s. ETA: 1m 57s. Rate: 361.20 forecasts/min
[2025-12-02T20:52:37.219276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:52:37.220455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:52:37.221128] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:37.222319] [DEBUG] [REMOTE    ] TSDD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:37.223061] [DEBUG] [LOCAL     ] Loaded configuration for TSDD: 6 features, N/A% accuracy
[2025-12-02T20:52:37.223110] [INFO ] [LOCAL     ] TSDD: Loaded 6 optimal features with 58.58% confidence from JSON config
[2025-12-02T20:52:37.223141] [DEBUG] [MAG       ] Building data for symbol: TSDD with lookback: 0
[2025-12-02T20:52:37.223938] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:37.224005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:37.228713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:37.230475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:37.230994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:37.231368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:37.233771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:52:37.237557] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:37.243599] [INFO ] [LOCAL     ] SUNS: Saved forecast.
[2025-12-02T20:52:37.243667] [INFO ] [main      ] SUNS: Signal=1 (Conf=90.0%), Magnitude=2.47% (Conf=62.9295%)
[2025-12-02T20:52:37.243824] [INFO ] [main      ] Fetching symbol history for SHY...
[2025-12-02T20:52:37.243869] [DEBUG] [REMOTE    ] SHY: Fetching historical data.
[2025-12-02T20:52:37.245652] [INFO ] [main      ] Progress: 259/965 forecasts completed (26.8%). SUNS finished in 0.6s. ETA: 1m 57s. Rate: 362.32 forecasts/min
[2025-12-02T20:52:37.255020] [DEBUG] [REMOTE    ] SHY: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:37.257629] [DEBUG] [LOCAL     ] Loaded configuration for SHY: 9 features, N/A% accuracy
[2025-12-02T20:52:37.257692] [INFO ] [LOCAL     ] SHY: Loaded 9 optimal features with 44.87% confidence from JSON config
[2025-12-02T20:52:37.257723] [DEBUG] [MAG       ] Building data for symbol: SHY with lookback: 0
[2025-12-02T20:52:37.258498] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:52:37.258563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:37.262852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:37.263513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:52:37.264654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:52:37.269249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:52:37.271823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:52:37.272510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:52:37.275449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:52:37.276728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:52:37.279070] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:37.475864] [DEBUG] [MAG       ] WBX: Last date is validated at 2025-12-02
[2025-12-02T20:52:37.556393] [DEBUG] [MAG       ] NABL: Last date is validated at 2025-12-02
[2025-12-02T20:52:37.575167] [DEBUG] [MAG       ] TSDD: Last date is validated at 2025-12-02
[2025-12-02T20:52:37.614469] [DEBUG] [MAG       ] SHY: Last date is validated at 2025-12-02
[2025-12-02T20:52:37.647903] [DEBUG] [MAG       ] WBX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:37.720767] [INFO ] [LOCAL     ] WBX: Saved forecast.
[2025-12-02T20:52:37.720832] [INFO ] [main      ] WBX: Signal=1 (Conf=90.0%), Magnitude=1.78% (Conf=65.8947%)
[2025-12-02T20:52:37.721171] [INFO ] [main      ] Fetching symbol history for KMX...
[2025-12-02T20:52:37.721220] [DEBUG] [REMOTE    ] KMX: Fetching historical data.
[2025-12-02T20:52:37.721659] [INFO ] [main      ] Progress: 260/965 forecasts completed (26.9%). WBX finished in 0.6s. ETA: 1m 58s. Rate: 359.72 forecasts/min
[2025-12-02T20:52:37.724039] [DEBUG] [MAG       ] NABL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:37.733641] [DEBUG] [REMOTE    ] KMX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:37.734810] [DEBUG] [LOCAL     ] Loaded configuration for KMX: 6 features, N/A% accuracy
[2025-12-02T20:52:37.734862] [INFO ] [LOCAL     ] KMX: Loaded 6 optimal features with 43.53% confidence from JSON config
[2025-12-02T20:52:37.734894] [DEBUG] [MAG       ] Building data for symbol: KMX with lookback: 0
[2025-12-02T20:52:37.735678] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:37.735738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:37.740502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:37.742230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:37.742683] [DEBUG] [MAG       ] TSDD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:37.742728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:37.743128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:37.744025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:37.781884] [DEBUG] [MAG       ] SHY: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:37.784203] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:37.793825] [INFO ] [LOCAL     ] NABL: Saved forecast.
[2025-12-02T20:52:37.793890] [INFO ] [main      ] NABL: Signal=1 (Conf=90.0%), Magnitude=1.79% (Conf=50.1663%)
[2025-12-02T20:52:37.794266] [INFO ] [main      ] Fetching symbol history for ESTC...
[2025-12-02T20:52:37.794318] [DEBUG] [REMOTE    ] ESTC: Fetching historical data.
[2025-12-02T20:52:37.794299] [INFO ] [main      ] Progress: 261/965 forecasts completed (27.0%). NABL finished in 0.6s. ETA: 1m 57s. Rate: 360.50 forecasts/min
[2025-12-02T20:52:37.804914] [DEBUG] [REMOTE    ] ESTC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:37.805858] [DEBUG] [LOCAL     ] Loaded configuration for ESTC: 10 features, N/A% accuracy
[2025-12-02T20:52:37.805909] [INFO ] [LOCAL     ] ESTC: Loaded 10 optimal features with 50.43% confidence from JSON config
[2025-12-02T20:52:37.805939] [DEBUG] [MAG       ] Building data for symbol: ESTC with lookback: 0
[2025-12-02T20:52:37.806737] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-02T20:52:37.806800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:37.811777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:37.813642] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:37.814131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:37.814508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:52:37.843386] [INFO ] [LOCAL     ] SHY: Saved forecast.
[2025-12-02T20:52:37.843452] [INFO ] [main      ] SHY: Signal=1 (Conf=90.0%), Magnitude=0.01% (Conf=44.8688%)
[2025-12-02T20:52:37.843840] [INFO ] [main      ] Fetching symbol history for NVS...
[2025-12-02T20:52:37.843889] [DEBUG] [REMOTE    ] NVS: Fetching historical data.
[2025-12-02T20:52:37.843891] [INFO ] [main      ] Progress: 262/965 forecasts completed (27.2%). SHY finished in 0.6s. ETA: 1m 57s. Rate: 361.47 forecasts/min
[2025-12-02T20:52:37.854912] [DEBUG] [REMOTE    ] NVS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:37.855895] [DEBUG] [LOCAL     ] Loaded configuration for NVS: 6 features, N/A% accuracy
[2025-12-02T20:52:37.855950] [INFO ] [LOCAL     ] NVS: Loaded 6 optimal features with 47.22% confidence from JSON config
[2025-12-02T20:52:37.855980] [DEBUG] [MAG       ] Building data for symbol: NVS with lookback: 0
[2025-12-02T20:52:37.856744] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:37.856804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:37.861493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:37.862281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:37.863077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:52:37.864362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:52:37.867142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:52:37.868217] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:37.924066] [INFO ] [LOCAL     ] TSDD: Saved forecast.
[2025-12-02T20:52:37.924131] [INFO ] [main      ] TSDD: Signal=1 (Conf=90.0%), Magnitude=1.32% (Conf=58.5843%)
[2025-12-02T20:52:37.924435] [INFO ] [main      ] Fetching symbol history for VEEE...
[2025-12-02T20:52:37.924482] [DEBUG] [REMOTE    ] VEEE: Fetching historical data.
[2025-12-02T20:52:37.925281] [INFO ] [main      ] Progress: 263/965 forecasts completed (27.3%). TSDD finished in 0.7s. ETA: 1m 56s. Rate: 362.17 forecasts/min
[2025-12-02T20:52:37.935538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:52:37.935744] [DEBUG] [REMOTE    ] VEEE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:37.936633] [DEBUG] [LOCAL     ] Loaded configuration for VEEE: 5 features, N/A% accuracy
[2025-12-02T20:52:37.936696] [INFO ] [LOCAL     ] VEEE: Loaded 5 optimal features with 59.60% confidence from JSON config
[2025-12-02T20:52:37.936727] [DEBUG] [MAG       ] Building data for symbol: VEEE with lookback: 0
[2025-12-02T20:52:37.937046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:52:37.937475] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:37.937535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:37.939337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:37.939855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:52:37.939913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:52:37.941136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:52:37.943275] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:38.014002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:52:38.015540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:52:38.016273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:52:38.018981] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:38.127922] [DEBUG] [MAG       ] KMX: Last date is validated at 2025-12-02
[2025-12-02T20:52:38.198661] [DEBUG] [MAG       ] NVS: Last date is validated at 2025-12-02
[2025-12-02T20:52:38.289339] [DEBUG] [MAG       ] ESTC: Last date is validated at 2025-12-02
[2025-12-02T20:52:38.301549] [DEBUG] [MAG       ] KMX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:38.353862] [DEBUG] [MAG       ] VEEE: Last date is validated at 2025-12-02
[2025-12-02T20:52:38.365268] [DEBUG] [MAG       ] NVS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:38.412586] [INFO ] [LOCAL     ] KMX: Saved forecast.
[2025-12-02T20:52:38.412660] [INFO ] [main      ] KMX: Signal=1 (Conf=90.0%), Magnitude=-11.45% (Conf=43.5309%)
[2025-12-02T20:52:38.413003] [INFO ] [main      ] Fetching symbol history for STK...
[2025-12-02T20:52:38.413053] [DEBUG] [REMOTE    ] STK: Fetching historical data.
[2025-12-02T20:52:38.413669] [INFO ] [main      ] Progress: 264/965 forecasts completed (27.4%). KMX finished in 0.7s. ETA: 1m 57s. Rate: 359.52 forecasts/min
[2025-12-02T20:52:38.425794] [DEBUG] [REMOTE    ] STK: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:38.426929] [DEBUG] [LOCAL     ] Loaded configuration for STK: 5 features, N/A% accuracy
[2025-12-02T20:52:38.426981] [INFO ] [LOCAL     ] STK: Loaded 5 optimal features with 54.49% confidence from JSON config
[2025-12-02T20:52:38.427012] [DEBUG] [MAG       ] Building data for symbol: STK with lookback: 0
[2025-12-02T20:52:38.427823] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:38.427888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:38.433067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:38.434985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:38.435506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:38.454592] [DEBUG] [MAG       ] ESTC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:38.463772] [INFO ] [LOCAL     ] NVS: Saved forecast.
[2025-12-02T20:52:38.463835] [INFO ] [main      ] NVS: Signal=1 (Conf=90.0%), Magnitude=-0.38% (Conf=47.2228%)
[2025-12-02T20:52:38.464183] [INFO ] [main      ] Fetching symbol history for XPON...
[2025-12-02T20:52:38.464232] [DEBUG] [REMOTE    ] XPON: Fetching historical data.
[2025-12-02T20:52:38.464629] [INFO ] [main      ] Progress: 265/965 forecasts completed (27.5%). NVS finished in 0.6s. ETA: 1m 57s. Rate: 360.47 forecasts/min
[2025-12-02T20:52:38.475555] [DEBUG] [REMOTE    ] XPON: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:38.476649] [DEBUG] [LOCAL     ] Loaded configuration for XPON: 4 features, N/A% accuracy
[2025-12-02T20:52:38.476710] [INFO ] [LOCAL     ] XPON: Loaded 4 optimal features with 39.15% confidence from JSON config
[2025-12-02T20:52:38.476741] [DEBUG] [MAG       ] Building data for symbol: XPON with lookback: 0
[2025-12-02T20:52:38.477479] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:38.477535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:38.479385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:38.480074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:38.480270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:52:38.480460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:52:38.481150] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:38.481497] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:38.523120] [DEBUG] [MAG       ] VEEE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:38.592605] [INFO ] [LOCAL     ] ESTC: Saved forecast.
[2025-12-02T20:52:38.592678] [INFO ] [main      ] ESTC: Signal=1 (Conf=90.0%), Magnitude=-0.49% (Conf=50.4264%)
[2025-12-02T20:52:38.593029] [INFO ] [main      ] Fetching symbol history for BGLC...
[2025-12-02T20:52:38.593077] [DEBUG] [REMOTE    ] BGLC: Fetching historical data.
[2025-12-02T20:52:38.594400] [INFO ] [main      ] Progress: 266/965 forecasts completed (27.6%). ESTC finished in 0.8s. ETA: 1m 56s. Rate: 360.77 forecasts/min
[2025-12-02T20:52:38.594885] [INFO ] [LOCAL     ] VEEE: Saved forecast.
[2025-12-02T20:52:38.594937] [INFO ] [main      ] VEEE: Signal=1 (Conf=90.0%), Magnitude=-11.36% (Conf=59.5977%)
[2025-12-02T20:52:38.595091] [INFO ] [main      ] Fetching symbol history for REFI...
[2025-12-02T20:52:38.595133] [DEBUG] [REMOTE    ] REFI: Fetching historical data.
[2025-12-02T20:52:38.595319] [INFO ] [main      ] Progress: 267/965 forecasts completed (27.7%). VEEE finished in 0.7s. ETA: 1m 56s. Rate: 362.11 forecasts/min
[2025-12-02T20:52:38.604328] [DEBUG] [REMOTE    ] BGLC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:38.605181] [DEBUG] [LOCAL     ] Loaded configuration for BGLC: 11 features, N/A% accuracy
[2025-12-02T20:52:38.605230] [INFO ] [LOCAL     ] BGLC: Loaded 11 optimal features with 56.40% confidence from JSON config
[2025-12-02T20:52:38.605259] [DEBUG] [MAG       ] Building data for symbol: BGLC with lookback: 0
[2025-12-02T20:52:38.606034] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-12-02T20:52:38.606096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:38.607425] [DEBUG] [REMOTE    ] REFI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:38.608172] [DEBUG] [LOCAL     ] Loaded configuration for REFI: 10 features, N/A% accuracy
[2025-12-02T20:52:38.608234] [INFO ] [LOCAL     ] REFI: Loaded 10 optimal features with 49.37% confidence from JSON config
[2025-12-02T20:52:38.608265] [DEBUG] [MAG       ] Building data for symbol: REFI with lookback: 0
[2025-12-02T20:52:38.609071] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-02T20:52:38.609338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:38.610905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:38.612727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:38.613184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:38.613666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:38.614134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:38.614390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:38.615130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:38.615925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:38.616397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:38.617364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:52:38.617462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:52:38.618367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:52:38.619006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:38.619568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:52:38.620286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:52:38.621716] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:38.667697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:52:38.669466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:52:38.670137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:52:38.672984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:52:38.674556] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:38.826239] [DEBUG] [MAG       ] XPON: Last date is validated at 2025-12-02
[2025-12-02T20:52:38.917398] [DEBUG] [MAG       ] STK: Last date is validated at 2025-12-02
[2025-12-02T20:52:38.993959] [DEBUG] [MAG       ] XPON: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:39.021195] [DEBUG] [MAG       ] REFI: Last date is validated at 2025-12-02
[2025-12-02T20:52:39.034088] [DEBUG] [MAG       ] BGLC: Last date is validated at 2025-12-02
[2025-12-02T20:52:39.060670] [INFO ] [LOCAL     ] XPON: Saved forecast.
[2025-12-02T20:52:39.060734] [INFO ] [main      ] XPON: Signal=1 (Conf=90.0%), Magnitude=-3.07% (Conf=39.1481%)
[2025-12-02T20:52:39.061066] [INFO ] [main      ] Fetching symbol history for LCFY...
[2025-12-02T20:52:39.061114] [DEBUG] [REMOTE    ] LCFY: Fetching historical data.
[2025-12-02T20:52:39.061658] [INFO ] [main      ] Progress: 268/965 forecasts completed (27.8%). XPON finished in 0.6s. ETA: 1m 56s. Rate: 359.68 forecasts/min
[2025-12-02T20:52:39.071196] [DEBUG] [REMOTE    ] LCFY: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:39.072115] [DEBUG] [LOCAL     ] Loaded configuration for LCFY: 3 features, N/A% accuracy
[2025-12-02T20:52:39.072164] [INFO ] [LOCAL     ] LCFY: Loaded 3 optimal features with 56.52% confidence from JSON config
[2025-12-02T20:52:39.072194] [DEBUG] [MAG       ] Building data for symbol: LCFY with lookback: 0
[2025-12-02T20:52:39.072965] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:39.073022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:52:39.074566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:52:39.077250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:52:39.087422] [DEBUG] [MAG       ] STK: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:39.091673] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:39.162009] [INFO ] [LOCAL     ] STK: Saved forecast.
[2025-12-02T20:52:39.162082] [INFO ] [main      ] STK: Signal=1 (Conf=90.0%), Magnitude=2.01% (Conf=54.489%)
[2025-12-02T20:52:39.162446] [INFO ] [main      ] Fetching symbol history for VAC...
[2025-12-02T20:52:39.162494] [DEBUG] [REMOTE    ] VAC: Fetching historical data.
[2025-12-02T20:52:39.163236] [INFO ] [main      ] Progress: 269/965 forecasts completed (27.9%). STK finished in 0.7s. ETA: 1m 56s. Rate: 360.20 forecasts/min
[2025-12-02T20:52:39.174001] [DEBUG] [REMOTE    ] VAC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:39.175095] [DEBUG] [LOCAL     ] Loaded configuration for VAC: 4 features, N/A% accuracy
[2025-12-02T20:52:39.175145] [INFO ] [LOCAL     ] VAC: Loaded 4 optimal features with 49.65% confidence from JSON config
[2025-12-02T20:52:39.175176] [DEBUG] [MAG       ] Building data for symbol: VAC with lookback: 0
[2025-12-02T20:52:39.175985] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:39.176043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:39.176881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:52:39.177638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:52:39.178364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:52:39.179943] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:39.189354] [DEBUG] [MAG       ] REFI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:39.202916] [DEBUG] [MAG       ] BGLC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:39.258137] [INFO ] [LOCAL     ] REFI: Saved forecast.
[2025-12-02T20:52:39.258213] [INFO ] [main      ] REFI: Signal=1 (Conf=90.0%), Magnitude=3.03% (Conf=49.3732%)
[2025-12-02T20:52:39.258559] [INFO ] [main      ] Fetching symbol history for GD...
[2025-12-02T20:52:39.258623] [DEBUG] [REMOTE    ] GD: Fetching historical data.
[2025-12-02T20:52:39.258652] [INFO ] [main      ] Progress: 270/965 forecasts completed (28.0%). REFI finished in 0.7s. ETA: 1m 56s. Rate: 360.77 forecasts/min
[2025-12-02T20:52:39.270174] [DEBUG] [REMOTE    ] GD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:39.271063] [DEBUG] [LOCAL     ] Loaded configuration for GD: 1 features, N/A% accuracy
[2025-12-02T20:52:39.271115] [INFO ] [LOCAL     ] GD: Loaded 1 optimal features with 61.78% confidence from JSON config
[2025-12-02T20:52:39.271145] [DEBUG] [MAG       ] Building data for symbol: GD with lookback: 0
[2025-12-02T20:52:39.271914] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:52:39.272277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:52:39.273193] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:39.406535] [INFO ] [LOCAL     ] BGLC: Saved forecast.
[2025-12-02T20:52:39.406633] [INFO ] [main      ] BGLC: Signal=1 (Conf=90.0%), Magnitude=-10.17% (Conf=56.3977%)
[2025-12-02T20:52:39.407074] [INFO ] [main      ] Fetching symbol history for THQ...
[2025-12-02T20:52:39.407124] [DEBUG] [REMOTE    ] THQ: Fetching historical data.
[2025-12-02T20:52:39.407661] [INFO ] [main      ] Progress: 271/965 forecasts completed (28.1%). BGLC finished in 0.8s. ETA: 1m 55s. Rate: 360.91 forecasts/min
[2025-12-02T20:52:39.418113] [DEBUG] [REMOTE    ] THQ: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:39.419485] [DEBUG] [LOCAL     ] Loaded configuration for THQ: 4 features, N/A% accuracy
[2025-12-02T20:52:39.419551] [INFO ] [LOCAL     ] THQ: Loaded 4 optimal features with 55.02% confidence from JSON config
[2025-12-02T20:52:39.419611] [DEBUG] [MAG       ] Building data for symbol: THQ with lookback: 0
[2025-12-02T20:52:39.420401] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:39.420459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:39.425188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:52:39.429990] [DEBUG] [MAG       ] LCFY: Last date is validated at 2025-12-02
[2025-12-02T20:52:39.529835] [DEBUG] [MAG       ] VAC: Last date is validated at 2025-12-02
[2025-12-02T20:52:39.534256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:52:39.536068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:52:39.536855] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:39.596973] [DEBUG] [MAG       ] LCFY: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:39.607736] [DEBUG] [MAG       ] GD: Last date is validated at 2025-12-02
[2025-12-02T20:52:39.677296] [INFO ] [LOCAL     ] LCFY: Saved forecast.
[2025-12-02T20:52:39.677360] [INFO ] [main      ] LCFY: Signal=1 (Conf=90.0%), Magnitude=4.77% (Conf=56.5187%)
[2025-12-02T20:52:39.677740] [INFO ] [main      ] Fetching symbol history for TRMD...
[2025-12-02T20:52:39.677789] [DEBUG] [REMOTE    ] TRMD: Fetching historical data.
[2025-12-02T20:52:39.679447] [INFO ] [main      ] Progress: 272/965 forecasts completed (28.2%). LCFY finished in 0.6s. ETA: 1m 55s. Rate: 360.07 forecasts/min
[2025-12-02T20:52:39.688864] [DEBUG] [REMOTE    ] TRMD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:39.689850] [DEBUG] [LOCAL     ] Loaded configuration for TRMD: 1 features, N/A% accuracy
[2025-12-02T20:52:39.689905] [INFO ] [LOCAL     ] TRMD: Loaded 1 optimal features with 52.32% confidence from JSON config
[2025-12-02T20:52:39.689936] [DEBUG] [MAG       ] Building data for symbol: TRMD with lookback: 0
[2025-12-02T20:52:39.690735] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:52:39.690794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:52:39.691410] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:39.702242] [DEBUG] [MAG       ] VAC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:39.775718] [DEBUG] [MAG       ] GD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:39.822634] [INFO ] [LOCAL     ] VAC: Saved forecast.
[2025-12-02T20:52:39.822708] [INFO ] [main      ] VAC: Signal=1 (Conf=90.0%), Magnitude=-0.65% (Conf=49.6509%)
[2025-12-02T20:52:39.823056] [INFO ] [main      ] Fetching symbol history for PFGC...
[2025-12-02T20:52:39.823104] [DEBUG] [REMOTE    ] PFGC: Fetching historical data.
[2025-12-02T20:52:39.824649] [INFO ] [main      ] Progress: 273/965 forecasts completed (28.3%). VAC finished in 0.7s. ETA: 1m 55s. Rate: 360.24 forecasts/min
[2025-12-02T20:52:39.834192] [DEBUG] [REMOTE    ] PFGC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:39.835109] [DEBUG] [LOCAL     ] Loaded configuration for PFGC: 2 features, N/A% accuracy
[2025-12-02T20:52:39.835158] [INFO ] [LOCAL     ] PFGC: Loaded 2 optimal features with 55.11% confidence from JSON config
[2025-12-02T20:52:39.835188] [DEBUG] [MAG       ] Building data for symbol: PFGC with lookback: 0
[2025-12-02T20:52:39.835964] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:52:39.836022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:52:39.837172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:52:39.837833] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:39.872878] [DEBUG] [MAG       ] THQ: Last date is validated at 2025-12-02
[2025-12-02T20:52:39.892812] [INFO ] [LOCAL     ] GD: Saved forecast.
[2025-12-02T20:52:39.892878] [INFO ] [main      ] GD: Signal=1 (Conf=90.0%), Magnitude=-0.68% (Conf=61.7785%)
[2025-12-02T20:52:39.893041] [INFO ] [main      ] Fetching symbol history for BXSL...
[2025-12-02T20:52:39.893084] [DEBUG] [REMOTE    ] BXSL: Fetching historical data.
[2025-12-02T20:52:39.894660] [INFO ] [main      ] Progress: 274/965 forecasts completed (28.4%). GD finished in 0.6s. ETA: 1m 55s. Rate: 361.00 forecasts/min
[2025-12-02T20:52:39.905170] [DEBUG] [REMOTE    ] BXSL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:39.906064] [DEBUG] [LOCAL     ] Loaded configuration for BXSL: 6 features, N/A% accuracy
[2025-12-02T20:52:39.906114] [INFO ] [LOCAL     ] BXSL: Loaded 6 optimal features with 57.43% confidence from JSON config
[2025-12-02T20:52:39.906145] [DEBUG] [MAG       ] Building data for symbol: BXSL with lookback: 0
[2025-12-02T20:52:39.906953] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:39.907012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:39.911767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:39.913470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:39.913966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:39.914344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:39.915181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:52:40.023919] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:40.033488] [DEBUG] [MAG       ] TRMD: Last date is validated at 2025-12-02
[2025-12-02T20:52:40.038349] [DEBUG] [MAG       ] THQ: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:40.102629] [INFO ] [LOCAL     ] THQ: Saved forecast.
[2025-12-02T20:52:40.102694] [INFO ] [main      ] THQ: Signal=1 (Conf=90.0%), Magnitude=-2.70% (Conf=55.025%)
[2025-12-02T20:52:40.103021] [INFO ] [main      ] Fetching symbol history for SQQQ...
[2025-12-02T20:52:40.103069] [DEBUG] [REMOTE    ] SQQQ: Fetching historical data.
[2025-12-02T20:52:40.103672] [INFO ] [main      ] Progress: 275/965 forecasts completed (28.5%). THQ finished in 0.7s. ETA: 1m 55s. Rate: 360.67 forecasts/min
[2025-12-02T20:52:40.114569] [DEBUG] [REMOTE    ] SQQQ: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:40.115435] [DEBUG] [LOCAL     ] Loaded configuration for SQQQ: 4 features, N/A% accuracy
[2025-12-02T20:52:40.115497] [INFO ] [LOCAL     ] SQQQ: Loaded 4 optimal features with 51.41% confidence from JSON config
[2025-12-02T20:52:40.115528] [DEBUG] [MAG       ] Building data for symbol: SQQQ with lookback: 0
[2025-12-02T20:52:40.116295] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:40.116352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:40.121033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:40.122761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:40.123215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:52:40.124771] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:40.188287] [DEBUG] [MAG       ] PFGC: Last date is validated at 2025-12-02
[2025-12-02T20:52:40.217060] [DEBUG] [MAG       ] TRMD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:40.286627] [INFO ] [LOCAL     ] TRMD: Saved forecast.
[2025-12-02T20:52:40.286696] [INFO ] [main      ] TRMD: Signal=1 (Conf=90.0%), Magnitude=-0.61% (Conf=52.3226%)
[2025-12-02T20:52:40.287055] [INFO ] [main      ] Progress: 276/965 forecasts completed (28.6%). TRMD finished in 0.6s. ETA: 1m 55s. Rate: 360.53 forecasts/min
[2025-12-02T20:52:40.287176] [INFO ] [main      ] Fetching symbol history for BSMP...
[2025-12-02T20:52:40.287216] [DEBUG] [REMOTE    ] BSMP: Fetching historical data.
[2025-12-02T20:52:40.297541] [DEBUG] [REMOTE    ] BSMP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:40.298591] [DEBUG] [LOCAL     ] Loaded configuration for BSMP: 53 features, N/A% accuracy
[2025-12-02T20:52:40.298659] [INFO ] [LOCAL     ] BSMP: Loaded 53 optimal features with 13.53% confidence from JSON config
[2025-12-02T20:52:40.298693] [DEBUG] [MAG       ] Building data for symbol: BSMP with lookback: 0
[2025-12-02T20:52:40.301442] [DEBUG] [FEATURES  ] DataBuilder: Executing 53 feature methods.
[2025-12-02T20:52:40.301542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:40.306838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:40.308959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:40.309451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:40.309995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:40.310411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:40.311180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:40.311999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:40.314492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:52:40.357815] [DEBUG] [MAG       ] BXSL: Last date is validated at 2025-12-02
[2025-12-02T20:52:40.361620] [DEBUG] [MAG       ] PFGC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:40.424501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:52:40.426411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:40.458144] [DEBUG] [MAG       ] SQQQ: Last date is validated at 2025-12-02
[2025-12-02T20:52:40.458432] [INFO ] [LOCAL     ] PFGC: Saved forecast.
[2025-12-02T20:52:40.458497] [INFO ] [main      ] PFGC: Signal=1 (Conf=90.0%), Magnitude=-1.38% (Conf=55.1071%)
[2025-12-02T20:52:40.458877] [INFO ] [main      ] Fetching symbol history for METCB...
[2025-12-02T20:52:40.458926] [DEBUG] [REMOTE    ] METCB: Fetching historical data.
[2025-12-02T20:52:40.460054] [INFO ] [main      ] Progress: 277/965 forecasts completed (28.7%). PFGC finished in 0.6s. ETA: 1m 55s. Rate: 360.48 forecasts/min
[2025-12-02T20:52:40.466148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:52:40.467267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:52:40.471074] [DEBUG] [REMOTE    ] METCB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:40.471994] [DEBUG] [LOCAL     ] Loaded configuration for METCB: 2 features, N/A% accuracy
[2025-12-02T20:52:40.472050] [INFO ] [LOCAL     ] METCB: Loaded 2 optimal features with 57.41% confidence from JSON config
[2025-12-02T20:52:40.472081] [DEBUG] [MAG       ] Building data for symbol: METCB with lookback: 0
[2025-12-02T20:52:40.472861] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:52:40.472918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:40.473958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:52:40.474679] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:40.510930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:52:40.511857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:52:40.513069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:52:40.525821] [DEBUG] [MAG       ] BXSL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:40.587434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:52:40.588231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:52:40.590050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:52:40.592755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:52:40.593867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:52:40.595805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:52:40.596127] [INFO ] [LOCAL     ] BXSL: Saved forecast.
[2025-12-02T20:52:40.596193] [INFO ] [main      ] BXSL: Signal=1 (Conf=90.0%), Magnitude=-0.93% (Conf=57.4301%)
[2025-12-02T20:52:40.596348] [INFO ] [main      ] Fetching symbol history for INDI...
[2025-12-02T20:52:40.596389] [DEBUG] [REMOTE    ] INDI: Fetching historical data.
[2025-12-02T20:52:40.596502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:52:40.598057] [INFO ] [main      ] Progress: 278/965 forecasts completed (28.8%). BXSL finished in 0.7s. ETA: 1m 54s. Rate: 360.70 forecasts/min
[2025-12-02T20:52:40.601478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:52:40.602704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:52:40.604009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:52:40.605525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:52:40.608202] [DEBUG] [REMOTE    ] INDI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:40.608540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:52:40.609057] [DEBUG] [LOCAL     ] Loaded configuration for INDI: 3 features, N/A% accuracy
[2025-12-02T20:52:40.609106] [INFO ] [LOCAL     ] INDI: Loaded 3 optimal features with 58.48% confidence from JSON config
[2025-12-02T20:52:40.609137] [DEBUG] [MAG       ] Building data for symbol: INDI with lookback: 0
[2025-12-02T20:52:40.609533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:52:40.609932] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:40.609989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:40.610288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:52:40.611635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:40.612128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:40.612391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:52:40.612559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:40.613502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:52:40.614221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:52:40.614938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-02T20:52:40.615660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:52:40.618600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:52:40.620223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:52:40.622708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:52:40.624117] [DEBUG] [MAG       ] SQQQ: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:40.624844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:52:40.628622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:52:40.645945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:52:40.647093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:52:40.648765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:52:40.649462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:52:40.651079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:52:40.652599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:52:40.653444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:52:40.654626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:52:40.655813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:52:40.657944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:52:40.659493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:52:40.662340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:52:40.664398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:52:40.670338] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:40.776216] [INFO ] [LOCAL     ] SQQQ: Saved forecast.
[2025-12-02T20:52:40.776280] [INFO ] [main      ] SQQQ: Signal=1 (Conf=90.0%), Magnitude=1.83% (Conf=51.4083%)
[2025-12-02T20:52:40.776625] [INFO ] [main      ] Fetching symbol history for QD...
[2025-12-02T20:52:40.776684] [DEBUG] [REMOTE    ] QD: Fetching historical data.
[2025-12-02T20:52:40.776661] [INFO ] [main      ] Progress: 279/965 forecasts completed (28.9%). SQQQ finished in 0.7s. ETA: 1m 54s. Rate: 360.61 forecasts/min
[2025-12-02T20:52:40.787039] [DEBUG] [REMOTE    ] QD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:40.787937] [DEBUG] [LOCAL     ] Loaded configuration for QD: 7 features, N/A% accuracy
[2025-12-02T20:52:40.788018] [INFO ] [LOCAL     ] QD: Loaded 7 optimal features with 43.57% confidence from JSON config
[2025-12-02T20:52:40.788051] [DEBUG] [MAG       ] Building data for symbol: QD with lookback: 0
[2025-12-02T20:52:40.788864] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:52:40.788924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:40.793565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:40.795290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:40.795775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:40.796146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:40.796892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:40.799165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:52:40.801103] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:40.810656] [DEBUG] [MAG       ] METCB: Last date is validated at 2025-12-02
[2025-12-02T20:52:40.948820] [DEBUG] [MAG       ] INDI: Last date is validated at 2025-12-02
[2025-12-02T20:52:40.977521] [DEBUG] [MAG       ] METCB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:41.004936] [DEBUG] [MAG       ] BSMP: Last date is validated at 2025-12-02
[2025-12-02T20:52:41.049440] [INFO ] [LOCAL     ] METCB: Saved forecast.
[2025-12-02T20:52:41.049504] [INFO ] [main      ] METCB: Signal=1 (Conf=90.0%), Magnitude=-2.89% (Conf=57.4076%)
[2025-12-02T20:52:41.049676] [INFO ] [main      ] Fetching symbol history for CDC...
[2025-12-02T20:52:41.049719] [DEBUG] [REMOTE    ] CDC: Fetching historical data.
[2025-12-02T20:52:41.051660] [INFO ] [main      ] Progress: 280/965 forecasts completed (29.0%). METCB finished in 0.6s. ETA: 1m 54s. Rate: 359.77 forecasts/min
[2025-12-02T20:52:41.060832] [DEBUG] [REMOTE    ] CDC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:41.061981] [DEBUG] [LOCAL     ] Loaded configuration for CDC: 1 features, N/A% accuracy
[2025-12-02T20:52:41.062033] [INFO ] [LOCAL     ] CDC: Loaded 1 optimal features with 46.17% confidence from JSON config
[2025-12-02T20:52:41.062064] [DEBUG] [MAG       ] Building data for symbol: CDC with lookback: 0
[2025-12-02T20:52:41.062872] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:52:41.062930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:41.063667] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:41.117166] [DEBUG] [MAG       ] INDI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:41.131487] [DEBUG] [MAG       ] QD: Last date is validated at 2025-12-02
[2025-12-02T20:52:41.170180] [DEBUG] [MAG       ] BSMP: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:41.177163] [INFO ] [LOCAL     ] INDI: Saved forecast.
[2025-12-02T20:52:41.177232] [INFO ] [main      ] INDI: Signal=1 (Conf=90.0%), Magnitude=8.23% (Conf=58.4762%)
[2025-12-02T20:52:41.177388] [INFO ] [main      ] Fetching symbol history for WOOD...
[2025-12-02T20:52:41.177429] [DEBUG] [REMOTE    ] WOOD: Fetching historical data.
[2025-12-02T20:52:41.178659] [INFO ] [main      ] Progress: 281/965 forecasts completed (29.1%). INDI finished in 0.6s. ETA: 1m 54s. Rate: 360.08 forecasts/min
[2025-12-02T20:52:41.188503] [DEBUG] [REMOTE    ] WOOD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:41.189292] [DEBUG] [LOCAL     ] Loaded configuration for WOOD: 10 features, N/A% accuracy
[2025-12-02T20:52:41.189342] [INFO ] [LOCAL     ] WOOD: Loaded 10 optimal features with 55.00% confidence from JSON config
[2025-12-02T20:52:41.189373] [DEBUG] [MAG       ] Building data for symbol: WOOD with lookback: 0
[2025-12-02T20:52:41.190151] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-02T20:52:41.190214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:52:41.191798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:52:41.193794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:52:41.207996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:41.209680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:41.210144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:52:41.211132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:52:41.212721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:52:41.213755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:52:41.214418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:52:41.215818] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:41.295341] [DEBUG] [MAG       ] QD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:41.358978] [INFO ] [LOCAL     ] QD: Saved forecast.
[2025-12-02T20:52:41.359041] [INFO ] [main      ] QD: Signal=1 (Conf=90.0%), Magnitude=-1.29% (Conf=43.5708%)
[2025-12-02T20:52:41.359379] [INFO ] [main      ] Fetching symbol history for PDBC...
[2025-12-02T20:52:41.359428] [DEBUG] [REMOTE    ] PDBC: Fetching historical data.
[2025-12-02T20:52:41.359415] [INFO ] [main      ] Progress: 282/965 forecasts completed (29.2%). QD finished in 0.6s. ETA: 1m 54s. Rate: 359.97 forecasts/min
[2025-12-02T20:52:41.370242] [DEBUG] [REMOTE    ] PDBC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:41.371276] [DEBUG] [LOCAL     ] Loaded configuration for PDBC: 5 features, N/A% accuracy
[2025-12-02T20:52:41.371335] [INFO ] [LOCAL     ] PDBC: Loaded 5 optimal features with 57.57% confidence from JSON config
[2025-12-02T20:52:41.371365] [DEBUG] [MAG       ] Building data for symbol: PDBC with lookback: 0
[2025-12-02T20:52:41.372154] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:41.372214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:41.376922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:41.378730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:41.379205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:41.379599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:52:41.380480] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:41.417382] [INFO ] [LOCAL     ] BSMP: Saved forecast.
[2025-12-02T20:52:41.417446] [INFO ] [main      ] BSMP: Signal=1 (Conf=90.0%), Magnitude=0.00% (Conf=13.5335%)
[2025-12-02T20:52:41.417834] [INFO ] [main      ] Progress: 283/965 forecasts completed (29.3%). BSMP finished in 1.1s. ETA: 1m 53s. Rate: 360.79 forecasts/min
[2025-12-02T20:52:41.417959] [INFO ] [main      ] Fetching symbol history for DVN...
[2025-12-02T20:52:41.418029] [DEBUG] [REMOTE    ] DVN: Fetching historical data.
[2025-12-02T20:52:41.427514] [DEBUG] [MAG       ] CDC: Last date is validated at 2025-12-02
[2025-12-02T20:52:41.428711] [DEBUG] [REMOTE    ] DVN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:41.429789] [DEBUG] [LOCAL     ] Loaded configuration for DVN: 2 features, N/A% accuracy
[2025-12-02T20:52:41.429839] [INFO ] [LOCAL     ] DVN: Loaded 2 optimal features with 51.89% confidence from JSON config
[2025-12-02T20:52:41.429871] [DEBUG] [MAG       ] Building data for symbol: DVN with lookback: 0
[2025-12-02T20:52:41.430643] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:52:41.430715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:41.432345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:41.432851] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:41.548350] [DEBUG] [MAG       ] WOOD: Last date is validated at 2025-12-02
[2025-12-02T20:52:41.595908] [DEBUG] [MAG       ] CDC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:41.666150] [INFO ] [LOCAL     ] CDC: Saved forecast.
[2025-12-02T20:52:41.666218] [INFO ] [main      ] CDC: Signal=1 (Conf=90.0%), Magnitude=0.39% (Conf=46.1732%)
[2025-12-02T20:52:41.666590] [INFO ] [main      ] Fetching symbol history for PAYO...
[2025-12-02T20:52:41.666642] [DEBUG] [REMOTE    ] PAYO: Fetching historical data.
[2025-12-02T20:52:41.667675] [INFO ] [main      ] Progress: 284/965 forecasts completed (29.4%). CDC finished in 0.6s. ETA: 1m 53s. Rate: 360.16 forecasts/min
[2025-12-02T20:52:41.678187] [DEBUG] [REMOTE    ] PAYO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:41.679307] [DEBUG] [LOCAL     ] Loaded configuration for PAYO: 5 features, N/A% accuracy
[2025-12-02T20:52:41.679357] [INFO ] [LOCAL     ] PAYO: Loaded 5 optimal features with 67.12% confidence from JSON config
[2025-12-02T20:52:41.679388] [DEBUG] [MAG       ] Building data for symbol: PAYO with lookback: 0
[2025-12-02T20:52:41.680185] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:41.680243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:41.681929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:41.682489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:41.682900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:52:41.684218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:52:41.684943] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:41.711562] [DEBUG] [MAG       ] PDBC: Last date is validated at 2025-12-02
[2025-12-02T20:52:41.715448] [DEBUG] [MAG       ] WOOD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:41.768122] [DEBUG] [MAG       ] DVN: Last date is validated at 2025-12-02
[2025-12-02T20:52:41.875784] [DEBUG] [MAG       ] PDBC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:41.908764] [INFO ] [LOCAL     ] WOOD: Saved forecast.
[2025-12-02T20:52:41.908833] [INFO ] [main      ] WOOD: Signal=1 (Conf=90.0%), Magnitude=-0.50% (Conf=54.9979%)
[2025-12-02T20:52:41.909161] [INFO ] [main      ] Fetching symbol history for MNY...
[2025-12-02T20:52:41.909209] [DEBUG] [REMOTE    ] MNY: Fetching historical data.
[2025-12-02T20:52:41.910655] [INFO ] [main      ] Progress: 285/965 forecasts completed (29.5%). WOOD finished in 0.7s. ETA: 1m 53s. Rate: 359.58 forecasts/min
[2025-12-02T20:52:41.921069] [DEBUG] [REMOTE    ] MNY: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:41.922022] [DEBUG] [LOCAL     ] Loaded configuration for MNY: 1 features, N/A% accuracy
[2025-12-02T20:52:41.922072] [INFO ] [LOCAL     ] MNY: Loaded 1 optimal features with 47.23% confidence from JSON config
[2025-12-02T20:52:41.922101] [DEBUG] [MAG       ] Building data for symbol: MNY with lookback: 0
[2025-12-02T20:52:41.922900] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:52:41.922956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:41.927664] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:41.933863] [INFO ] [LOCAL     ] PDBC: Saved forecast.
[2025-12-02T20:52:41.933951] [INFO ] [main      ] PDBC: Signal=1 (Conf=90.0%), Magnitude=-0.00% (Conf=57.5687%)
[2025-12-02T20:52:41.934650] [INFO ] [main      ] Progress: 286/965 forecasts completed (29.6%). PDBC finished in 0.6s. ETA: 1m 53s. Rate: 360.66 forecasts/min
[2025-12-02T20:52:41.935159] [INFO ] [main      ] Fetching symbol history for OPAD...
[2025-12-02T20:52:41.935213] [DEBUG] [REMOTE    ] OPAD: Fetching historical data.
[2025-12-02T20:52:41.935346] [DEBUG] [MAG       ] DVN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:41.948393] [DEBUG] [REMOTE    ] OPAD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:41.949330] [DEBUG] [LOCAL     ] Loaded configuration for OPAD: 5 features, N/A% accuracy
[2025-12-02T20:52:41.949388] [INFO ] [LOCAL     ] OPAD: Loaded 5 optimal features with 48.73% confidence from JSON config
[2025-12-02T20:52:41.949419] [DEBUG] [MAG       ] Building data for symbol: OPAD with lookback: 0
[2025-12-02T20:52:41.950184] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:41.950244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:41.955039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:41.956779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:41.957233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:41.957624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:52:42.005263] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:42.018368] [INFO ] [LOCAL     ] DVN: Saved forecast.
[2025-12-02T20:52:42.018434] [INFO ] [main      ] DVN: Signal=1 (Conf=90.0%), Magnitude=-2.00% (Conf=51.8864%)
[2025-12-02T20:52:42.018881] [INFO ] [main      ] Fetching symbol history for GIS...
[2025-12-02T20:52:42.018932] [DEBUG] [REMOTE    ] GIS: Fetching historical data.
[2025-12-02T20:52:42.019668] [INFO ] [main      ] Progress: 287/965 forecasts completed (29.7%). DVN finished in 0.6s. ETA: 1m 53s. Rate: 361.27 forecasts/min
[2025-12-02T20:52:42.028565] [DEBUG] [MAG       ] PAYO: Last date is validated at 2025-12-02
[2025-12-02T20:52:42.030719] [DEBUG] [REMOTE    ] GIS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:42.031759] [DEBUG] [LOCAL     ] Loaded configuration for GIS: 0 features, N/A% accuracy
[2025-12-02T20:52:42.031809] [INFO ] [LOCAL     ] GIS: Loaded 0 optimal features with 54.47% confidence from JSON config
[2025-12-02T20:52:42.032155] [DEBUG] [MAG       ] Building data for symbol: GIS with lookback: 0
[2025-12-02T20:52:42.032951] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-02T20:52:42.196813] [DEBUG] [MAG       ] PAYO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:42.258560] [INFO ] [LOCAL     ] PAYO: Saved forecast.
[2025-12-02T20:52:42.258645] [INFO ] [main      ] PAYO: Signal=1 (Conf=90.0%), Magnitude=0.34% (Conf=67.1164%)
[2025-12-02T20:52:42.258996] [INFO ] [main      ] Fetching symbol history for BMEZ...
[2025-12-02T20:52:42.259046] [DEBUG] [REMOTE    ] BMEZ: Fetching historical data.
[2025-12-02T20:52:42.259656] [INFO ] [main      ] Progress: 288/965 forecasts completed (29.8%). PAYO finished in 0.6s. ETA: 1m 53s. Rate: 360.72 forecasts/min
[2025-12-02T20:52:42.264421] [DEBUG] [MAG       ] MNY: Last date is validated at 2025-12-02
[2025-12-02T20:52:42.271626] [DEBUG] [REMOTE    ] BMEZ: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:42.272825] [DEBUG] [LOCAL     ] Loaded configuration for BMEZ: 7 features, N/A% accuracy
[2025-12-02T20:52:42.272877] [INFO ] [LOCAL     ] BMEZ: Loaded 7 optimal features with 47.49% confidence from JSON config
[2025-12-02T20:52:42.272907] [DEBUG] [MAG       ] Building data for symbol: BMEZ with lookback: 0
[2025-12-02T20:52:42.273724] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:52:42.273783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:42.278551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:42.280327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:42.280848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:42.281275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:42.281678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:52:42.282669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:52:42.283338] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:42.337203] [DEBUG] [MAG       ] OPAD: Last date is validated at 2025-12-02
[2025-12-02T20:52:42.365622] [DEBUG] [MAG       ] GIS: Last date is validated at 2025-12-02
[2025-12-02T20:52:42.431270] [DEBUG] [MAG       ] MNY: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:42.483904] [INFO ] [LOCAL     ] MNY: Saved forecast.
[2025-12-02T20:52:42.483967] [INFO ] [main      ] MNY: Signal=1 (Conf=90.0%), Magnitude=6.97% (Conf=47.227%)
[2025-12-02T20:52:42.484124] [INFO ] [main      ] Fetching symbol history for PSTL...
[2025-12-02T20:52:42.484165] [DEBUG] [REMOTE    ] PSTL: Fetching historical data.
[2025-12-02T20:52:42.484884] [INFO ] [main      ] Progress: 289/965 forecasts completed (29.9%). MNY finished in 0.6s. ETA: 1m 53s. Rate: 360.28 forecasts/min
[2025-12-02T20:52:42.496512] [DEBUG] [REMOTE    ] PSTL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:42.497410] [DEBUG] [LOCAL     ] Loaded configuration for PSTL: 1 features, N/A% accuracy
[2025-12-02T20:52:42.497481] [INFO ] [LOCAL     ] PSTL: Loaded 1 optimal features with 54.79% confidence from JSON config
[2025-12-02T20:52:42.497511] [DEBUG] [MAG       ] Building data for symbol: PSTL with lookback: 0
[2025-12-02T20:52:42.498294] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:52:42.498349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:42.503867] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:42.506796] [DEBUG] [MAG       ] OPAD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:42.533145] [DEBUG] [MAG       ] GIS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:42.570741] [INFO ] [LOCAL     ] OPAD: Saved forecast.
[2025-12-02T20:52:42.570808] [INFO ] [main      ] OPAD: Signal=1 (Conf=90.0%), Magnitude=18.15% (Conf=48.7343%)
[2025-12-02T20:52:42.570964] [INFO ] [main      ] Fetching symbol history for S...
[2025-12-02T20:52:42.571005] [DEBUG] [REMOTE    ] S: Fetching historical data.
[2025-12-02T20:52:42.572675] [INFO ] [main      ] Progress: 290/965 forecasts completed (30.1%). OPAD finished in 0.6s. ETA: 1m 52s. Rate: 360.86 forecasts/min
[2025-12-02T20:52:42.581836] [DEBUG] [REMOTE    ] S: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:42.582759] [DEBUG] [LOCAL     ] Loaded configuration for S: 6 features, N/A% accuracy
[2025-12-02T20:52:42.582816] [INFO ] [LOCAL     ] S: Loaded 6 optimal features with 63.38% confidence from JSON config
[2025-12-02T20:52:42.582847] [DEBUG] [MAG       ] Building data for symbol: S with lookback: 0
[2025-12-02T20:52:42.583648] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:42.583720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:42.588452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:42.590258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:42.590738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:42.591156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:42.591529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:52:42.592498] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:42.612333] [INFO ] [LOCAL     ] GIS: Saved forecast.
[2025-12-02T20:52:42.612397] [INFO ] [main      ] GIS: Signal=1 (Conf=90.0%), Magnitude=0.53% (Conf=54.4664%)
[2025-12-02T20:52:42.612741] [INFO ] [main      ] Fetching symbol history for ARM...
[2025-12-02T20:52:42.612806] [DEBUG] [REMOTE    ] ARM: Fetching historical data.
[2025-12-02T20:52:42.613601] [INFO ] [main      ] Progress: 291/965 forecasts completed (30.2%). GIS finished in 0.6s. ETA: 1m 52s. Rate: 361.80 forecasts/min
[2025-12-02T20:52:42.624154] [DEBUG] [REMOTE    ] ARM: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:42.625097] [DEBUG] [LOCAL     ] Loaded configuration for ARM: 8 features, N/A% accuracy
[2025-12-02T20:52:42.625147] [INFO ] [LOCAL     ] ARM: Loaded 8 optimal features with 45.92% confidence from JSON config
[2025-12-02T20:52:42.625178] [DEBUG] [MAG       ] Building data for symbol: ARM with lookback: 0
[2025-12-02T20:52:42.625948] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:52:42.626008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:42.626405] [DEBUG] [MAG       ] BMEZ: Last date is validated at 2025-12-02
[2025-12-02T20:52:42.630847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:42.632568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:42.633047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:42.633465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:42.633860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:42.634720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:42.637031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:52:42.638050] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:42.796908] [DEBUG] [MAG       ] BMEZ: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:42.839106] [DEBUG] [MAG       ] PSTL: Last date is validated at 2025-12-02
[2025-12-02T20:52:42.859182] [INFO ] [LOCAL     ] BMEZ: Saved forecast.
[2025-12-02T20:52:42.859247] [INFO ] [main      ] BMEZ: Signal=1 (Conf=90.0%), Magnitude=-0.38% (Conf=47.4906%)
[2025-12-02T20:52:42.859714] [INFO ] [main      ] Fetching symbol history for IBB...
[2025-12-02T20:52:42.859774] [DEBUG] [REMOTE    ] IBB: Fetching historical data.
[2025-12-02T20:52:42.860506] [INFO ] [main      ] Progress: 292/965 forecasts completed (30.3%). BMEZ finished in 0.6s. ETA: 1m 52s. Rate: 361.20 forecasts/min
[2025-12-02T20:52:42.871250] [DEBUG] [REMOTE    ] IBB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:42.872391] [DEBUG] [LOCAL     ] Loaded configuration for IBB: 4 features, N/A% accuracy
[2025-12-02T20:52:42.872443] [INFO ] [LOCAL     ] IBB: Loaded 4 optimal features with 57.58% confidence from JSON config
[2025-12-02T20:52:42.872474] [DEBUG] [MAG       ] Building data for symbol: IBB with lookback: 0
[2025-12-02T20:52:42.873253] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:42.873319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:42.875002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:42.875496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:42.875939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:52:42.876899] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:42.926646] [DEBUG] [MAG       ] S: Last date is validated at 2025-12-02
[2025-12-02T20:52:42.975116] [DEBUG] [MAG       ] ARM: Last date is validated at 2025-12-02
[2025-12-02T20:52:43.007147] [DEBUG] [MAG       ] PSTL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:43.066434] [INFO ] [LOCAL     ] PSTL: Saved forecast.
[2025-12-02T20:52:43.066498] [INFO ] [main      ] PSTL: Signal=1 (Conf=90.0%), Magnitude=-0.30% (Conf=54.7863%)
[2025-12-02T20:52:43.066964] [INFO ] [main      ] Fetching symbol history for SSYS...
[2025-12-02T20:52:43.067015] [DEBUG] [REMOTE    ] SSYS: Fetching historical data.
[2025-12-02T20:52:43.067663] [INFO ] [main      ] Progress: 293/965 forecasts completed (30.4%). PSTL finished in 0.6s. ETA: 1m 52s. Rate: 360.89 forecasts/min
[2025-12-02T20:52:43.079196] [DEBUG] [REMOTE    ] SSYS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:43.080215] [DEBUG] [LOCAL     ] Loaded configuration for SSYS: 9 features, N/A% accuracy
[2025-12-02T20:52:43.080264] [INFO ] [LOCAL     ] SSYS: Loaded 9 optimal features with 57.61% confidence from JSON config
[2025-12-02T20:52:43.080295] [DEBUG] [MAG       ] Building data for symbol: SSYS with lookback: 0
[2025-12-02T20:52:43.081054] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:52:43.081114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:43.085775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:43.087480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:43.087959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:43.088365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:52:43.089923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:43.091615] [DEBUG] [MAG       ] S: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:43.127933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:52:43.144255] [DEBUG] [MAG       ] ARM: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:43.168155] [INFO ] [LOCAL     ] S: Saved forecast.
[2025-12-02T20:52:43.168223] [INFO ] [main      ] S: Signal=1 (Conf=90.0%), Magnitude=3.23% (Conf=63.3835%)
[2025-12-02T20:52:43.168378] [INFO ] [main      ] Fetching symbol history for EMN...
[2025-12-02T20:52:43.168420] [DEBUG] [REMOTE    ] EMN: Fetching historical data.
[2025-12-02T20:52:43.169683] [INFO ] [main      ] Progress: 294/965 forecasts completed (30.5%). S finished in 0.6s. ETA: 1m 51s. Rate: 361.37 forecasts/min
[2025-12-02T20:52:43.177102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:52:43.177834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:52:43.179172] [DEBUG] [REMOTE    ] EMN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:43.179777] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:43.180146] [DEBUG] [LOCAL     ] Loaded configuration for EMN: 4 features, N/A% accuracy
[2025-12-02T20:52:43.180197] [INFO ] [LOCAL     ] EMN: Loaded 4 optimal features with 54.55% confidence from JSON config
[2025-12-02T20:52:43.180228] [DEBUG] [MAG       ] Building data for symbol: EMN with lookback: 0
[2025-12-02T20:52:43.180991] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:43.181047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:43.185688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:43.187403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:43.187893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:43.188288] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:43.226678] [DEBUG] [MAG       ] IBB: Last date is validated at 2025-12-02
[2025-12-02T20:52:43.276822] [INFO ] [LOCAL     ] ARM: Saved forecast.
[2025-12-02T20:52:43.276888] [INFO ] [main      ] ARM: Signal=1 (Conf=90.0%), Magnitude=-0.24% (Conf=45.9161%)
[2025-12-02T20:52:43.277231] [INFO ] [main      ] Fetching symbol history for MRUS...
[2025-12-02T20:52:43.277279] [DEBUG] [REMOTE    ] MRUS: Fetching historical data.
[2025-12-02T20:52:43.277650] [INFO ] [main      ] Progress: 295/965 forecasts completed (30.6%). ARM finished in 0.7s. ETA: 1m 51s. Rate: 361.80 forecasts/min
[2025-12-02T20:52:43.287818] [DEBUG] [REMOTE    ] MRUS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:43.288689] [DEBUG] [LOCAL     ] Loaded configuration for MRUS: 7 features, N/A% accuracy
[2025-12-02T20:52:43.288740] [INFO ] [LOCAL     ] MRUS: Loaded 7 optimal features with 31.69% confidence from JSON config
[2025-12-02T20:52:43.288769] [DEBUG] [MAG       ] Building data for symbol: MRUS with lookback: 0
[2025-12-02T20:52:43.289513] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:52:43.289590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:43.294270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:43.296009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:43.296464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:43.296906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:43.297279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:43.298029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:52:43.298709] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:43.391960] [DEBUG] [MAG       ] IBB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:43.490384] [INFO ] [LOCAL     ] IBB: Saved forecast.
[2025-12-02T20:52:43.490446] [INFO ] [main      ] IBB: Signal=1 (Conf=90.0%), Magnitude=0.67% (Conf=57.5771%)
[2025-12-02T20:52:43.490790] [INFO ] [main      ] Fetching symbol history for NAMS...
[2025-12-02T20:52:43.490838] [DEBUG] [REMOTE    ] NAMS: Fetching historical data.
[2025-12-02T20:52:43.491643] [INFO ] [main      ] Progress: 296/965 forecasts completed (30.7%). IBB finished in 0.6s. ETA: 1m 51s. Rate: 361.44 forecasts/min
[2025-12-02T20:52:43.504011] [DEBUG] [REMOTE    ] NAMS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:43.504891] [DEBUG] [LOCAL     ] Loaded configuration for NAMS: 6 features, N/A% accuracy
[2025-12-02T20:52:43.504941] [INFO ] [LOCAL     ] NAMS: Loaded 6 optimal features with 51.76% confidence from JSON config
[2025-12-02T20:52:43.504971] [DEBUG] [MAG       ] Building data for symbol: NAMS with lookback: 0
[2025-12-02T20:52:43.505732] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:43.508618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:43.513330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:43.513944] [DEBUG] [MAG       ] SSYS: Last date is validated at 2025-12-02
[2025-12-02T20:52:43.515090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:43.515551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:43.516005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:43.516376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:52:43.518692] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:43.519205] [DEBUG] [MAG       ] EMN: Last date is validated at 2025-12-02
[2025-12-02T20:52:43.635046] [DEBUG] [MAG       ] MRUS: Last date is validated at 2025-12-02
[2025-12-02T20:52:43.681393] [DEBUG] [MAG       ] SSYS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:43.687336] [DEBUG] [MAG       ] EMN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:43.760741] [INFO ] [LOCAL     ] SSYS: Saved forecast.
[2025-12-02T20:52:43.760806] [INFO ] [main      ] SSYS: Signal=1 (Conf=90.0%), Magnitude=-2.42% (Conf=57.6051%)
[2025-12-02T20:52:43.760955] [INFO ] [main      ] Fetching symbol history for TSLS...
[2025-12-02T20:52:43.760997] [DEBUG] [REMOTE    ] TSLS: Fetching historical data.
[2025-12-02T20:52:43.761872] [INFO ] [main      ] Progress: 297/965 forecasts completed (30.8%). SSYS finished in 0.7s. ETA: 1m 51s. Rate: 360.68 forecasts/min
[2025-12-02T20:52:43.773117] [DEBUG] [REMOTE    ] TSLS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:43.774000] [DEBUG] [LOCAL     ] Loaded configuration for TSLS: 6 features, N/A% accuracy
[2025-12-02T20:52:43.774054] [INFO ] [LOCAL     ] TSLS: Loaded 6 optimal features with 53.59% confidence from JSON config
[2025-12-02T20:52:43.774085] [DEBUG] [MAG       ] Building data for symbol: TSLS with lookback: 0
[2025-12-02T20:52:43.774849] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:43.774906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:43.779690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:43.781465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:43.781957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:43.782331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:43.784567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:43.787161] [INFO ] [LOCAL     ] EMN: Saved forecast.
[2025-12-02T20:52:43.787242] [INFO ] [main      ] EMN: Signal=1 (Conf=90.0%), Magnitude=0.50% (Conf=54.5505%)
[2025-12-02T20:52:43.787702] [INFO ] [main      ] Progress: 298/965 forecasts completed (30.9%). EMN finished in 0.6s. ETA: 1m 51s. Rate: 361.70 forecasts/min
[2025-12-02T20:52:43.787864] [INFO ] [main      ] Fetching symbol history for WAVE...
[2025-12-02T20:52:43.787920] [DEBUG] [REMOTE    ] WAVE: Fetching historical data.
[2025-12-02T20:52:43.798907] [DEBUG] [REMOTE    ] WAVE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:43.799736] [DEBUG] [LOCAL     ] Loaded configuration for WAVE: 8 features, N/A% accuracy
[2025-12-02T20:52:43.799806] [INFO ] [LOCAL     ] WAVE: Loaded 8 optimal features with 59.58% confidence from JSON config
[2025-12-02T20:52:43.799840] [DEBUG] [MAG       ] Building data for symbol: WAVE with lookback: 0
[2025-12-02T20:52:43.800653] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:52:43.800719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:43.802460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:43.802996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:43.803457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:43.804412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:52:43.806007] [DEBUG] [MAG       ] MRUS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:43.822865] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:43.851827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:52:43.855362] [DEBUG] [MAG       ] NAMS: Last date is validated at 2025-12-02
[2025-12-02T20:52:43.921130] [INFO ] [LOCAL     ] MRUS: Saved forecast.
[2025-12-02T20:52:43.921196] [INFO ] [main      ] MRUS: Signal=1 (Conf=90.0%), Magnitude=-1.32% (Conf=31.6877%)
[2025-12-02T20:52:43.921560] [INFO ] [main      ] Fetching symbol history for SNN...
[2025-12-02T20:52:43.921628] [DEBUG] [REMOTE    ] SNN: Fetching historical data.
[2025-12-02T20:52:43.921670] [INFO ] [main      ] Progress: 299/965 forecasts completed (31.0%). MRUS finished in 0.6s. ETA: 1m 50s. Rate: 361.94 forecasts/min
[2025-12-02T20:52:43.930431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:52:43.931294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:52:43.932595] [DEBUG] [REMOTE    ] SNN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:43.932814] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:43.933528] [DEBUG] [LOCAL     ] Loaded configuration for SNN: 7 features, N/A% accuracy
[2025-12-02T20:52:43.933600] [INFO ] [LOCAL     ] SNN: Loaded 7 optimal features with 38.70% confidence from JSON config
[2025-12-02T20:52:43.933635] [DEBUG] [MAG       ] Building data for symbol: SNN with lookback: 0
[2025-12-02T20:52:43.934420] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:52:43.934480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:43.939406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:43.979175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:52:43.980036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:52:43.980689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:52:43.982546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:52:43.984558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:52:43.985299] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:44.020007] [DEBUG] [MAG       ] NAMS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:44.109262] [INFO ] [LOCAL     ] NAMS: Saved forecast.
[2025-12-02T20:52:44.109325] [INFO ] [main      ] NAMS: Signal=1 (Conf=90.0%), Magnitude=0.66% (Conf=51.7627%)
[2025-12-02T20:52:44.109480] [INFO ] [main      ] Fetching symbol history for FTI...
[2025-12-02T20:52:44.109522] [DEBUG] [REMOTE    ] FTI: Fetching historical data.
[2025-12-02T20:52:44.111674] [INFO ] [main      ] Progress: 300/965 forecasts completed (31.1%). NAMS finished in 0.6s. ETA: 1m 50s. Rate: 361.76 forecasts/min
[2025-12-02T20:52:44.120814] [DEBUG] [REMOTE    ] FTI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:44.121708] [DEBUG] [LOCAL     ] Loaded configuration for FTI: 8 features, N/A% accuracy
[2025-12-02T20:52:44.121770] [INFO ] [LOCAL     ] FTI: Loaded 8 optimal features with 57.43% confidence from JSON config
[2025-12-02T20:52:44.121807] [DEBUG] [MAG       ] Building data for symbol: FTI with lookback: 0
[2025-12-02T20:52:44.122547] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:52:44.122629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:44.127332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:44.129126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:44.129600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:44.130012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:44.130865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:52:44.156312] [DEBUG] [MAG       ] TSLS: Last date is validated at 2025-12-02
[2025-12-02T20:52:44.238485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:52:44.239815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:52:44.242534] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:44.282875] [DEBUG] [MAG       ] WAVE: Last date is validated at 2025-12-02
[2025-12-02T20:52:44.322728] [DEBUG] [MAG       ] SNN: Last date is validated at 2025-12-02
[2025-12-02T20:52:44.324603] [DEBUG] [MAG       ] TSLS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:44.403517] [INFO ] [LOCAL     ] TSLS: Saved forecast.
[2025-12-02T20:52:44.403608] [INFO ] [main      ] TSLS: Signal=1 (Conf=90.0%), Magnitude=-1.11% (Conf=53.5905%)
[2025-12-02T20:52:44.403778] [INFO ] [main      ] Fetching symbol history for DHX...
[2025-12-02T20:52:44.403828] [DEBUG] [REMOTE    ] DHX: Fetching historical data.
[2025-12-02T20:52:44.404858] [INFO ] [main      ] Progress: 301/965 forecasts completed (31.2%). TSLS finished in 0.6s. ETA: 1m 50s. Rate: 360.84 forecasts/min
[2025-12-02T20:52:44.415348] [DEBUG] [REMOTE    ] DHX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:44.416452] [DEBUG] [LOCAL     ] Loaded configuration for DHX: 6 features, N/A% accuracy
[2025-12-02T20:52:44.416501] [INFO ] [LOCAL     ] DHX: Loaded 6 optimal features with 44.36% confidence from JSON config
[2025-12-02T20:52:44.416532] [DEBUG] [MAG       ] Building data for symbol: DHX with lookback: 0
[2025-12-02T20:52:44.417329] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:44.417389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:44.419158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:44.419669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:52:44.422349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:52:44.425200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:52:44.443016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:52:44.445823] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:44.454866] [DEBUG] [MAG       ] WAVE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:44.491703] [DEBUG] [MAG       ] SNN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:44.539994] [INFO ] [LOCAL     ] WAVE: Saved forecast.
[2025-12-02T20:52:44.540060] [INFO ] [main      ] WAVE: Signal=1 (Conf=90.0%), Magnitude=0.72% (Conf=59.5758%)
[2025-12-02T20:52:44.540219] [INFO ] [main      ] Fetching symbol history for SFNC...
[2025-12-02T20:52:44.540261] [DEBUG] [REMOTE    ] SFNC: Fetching historical data.
[2025-12-02T20:52:44.540864] [INFO ] [main      ] Progress: 302/965 forecasts completed (31.3%). WAVE finished in 0.8s. ETA: 1m 50s. Rate: 361.06 forecasts/min
[2025-12-02T20:52:44.551815] [DEBUG] [REMOTE    ] SFNC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:44.552677] [DEBUG] [LOCAL     ] Loaded configuration for SFNC: 1 features, N/A% accuracy
[2025-12-02T20:52:44.552734] [INFO ] [LOCAL     ] SFNC: Loaded 1 optimal features with 51.74% confidence from JSON config
[2025-12-02T20:52:44.552768] [DEBUG] [MAG       ] Building data for symbol: SFNC with lookback: 0
[2025-12-02T20:52:44.553907] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:52:44.553967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:44.554706] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:44.584065] [DEBUG] [MAG       ] FTI: Last date is validated at 2025-12-02
[2025-12-02T20:52:44.584236] [INFO ] [LOCAL     ] SNN: Saved forecast.
[2025-12-02T20:52:44.584301] [INFO ] [main      ] SNN: Signal=1 (Conf=90.0%), Magnitude=-1.70% (Conf=38.7013%)
[2025-12-02T20:52:44.584667] [INFO ] [main      ] Fetching symbol history for MEI...
[2025-12-02T20:52:44.584717] [DEBUG] [REMOTE    ] MEI: Fetching historical data.
[2025-12-02T20:52:44.585642] [INFO ] [main      ] Progress: 303/965 forecasts completed (31.4%). SNN finished in 0.7s. ETA: 1m 50s. Rate: 361.93 forecasts/min
[2025-12-02T20:52:44.596065] [DEBUG] [REMOTE    ] MEI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:44.597418] [DEBUG] [LOCAL     ] Loaded configuration for MEI: 5 features, N/A% accuracy
[2025-12-02T20:52:44.597469] [INFO ] [LOCAL     ] MEI: Loaded 5 optimal features with 64.79% confidence from JSON config
[2025-12-02T20:52:44.597509] [DEBUG] [MAG       ] Building data for symbol: MEI with lookback: 0
[2025-12-02T20:52:44.598325] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:44.598384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:52:44.600368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:44.602182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:44.602648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:52:44.603740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:52:44.605702] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:44.752282] [DEBUG] [MAG       ] FTI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:44.785310] [DEBUG] [MAG       ] DHX: Last date is validated at 2025-12-02
[2025-12-02T20:52:44.841030] [INFO ] [LOCAL     ] FTI: Saved forecast.
[2025-12-02T20:52:44.841094] [INFO ] [main      ] FTI: Signal=1 (Conf=90.0%), Magnitude=3.37% (Conf=57.4262%)
[2025-12-02T20:52:44.841252] [INFO ] [main      ] Fetching symbol history for SBRA...
[2025-12-02T20:52:44.841294] [DEBUG] [REMOTE    ] SBRA: Fetching historical data.
[2025-12-02T20:52:44.842800] [INFO ] [main      ] Progress: 304/965 forecasts completed (31.5%). FTI finished in 0.7s. ETA: 1m 50s. Rate: 361.28 forecasts/min
[2025-12-02T20:52:44.853483] [DEBUG] [REMOTE    ] SBRA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:44.854439] [DEBUG] [LOCAL     ] Loaded configuration for SBRA: 3 features, N/A% accuracy
[2025-12-02T20:52:44.854491] [INFO ] [LOCAL     ] SBRA: Loaded 3 optimal features with 46.58% confidence from JSON config
[2025-12-02T20:52:44.854524] [DEBUG] [MAG       ] Building data for symbol: SBRA with lookback: 0
[2025-12-02T20:52:44.855308] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:44.855368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:44.857142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:44.857651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:52:44.858367] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:44.904934] [DEBUG] [MAG       ] SFNC: Last date is validated at 2025-12-02
[2025-12-02T20:52:44.940751] [DEBUG] [MAG       ] MEI: Last date is validated at 2025-12-02
[2025-12-02T20:52:44.952087] [DEBUG] [MAG       ] DHX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:45.017006] [INFO ] [LOCAL     ] DHX: Saved forecast.
[2025-12-02T20:52:45.017070] [INFO ] [main      ] DHX: Signal=1 (Conf=90.0%), Magnitude=-3.98% (Conf=44.3582%)
[2025-12-02T20:52:45.017399] [INFO ] [main      ] Fetching symbol history for ATPC...
[2025-12-02T20:52:45.017446] [DEBUG] [REMOTE    ] ATPC: Fetching historical data.
[2025-12-02T20:52:45.017658] [INFO ] [main      ] Progress: 305/965 forecasts completed (31.6%). DHX finished in 0.6s. ETA: 1m 50s. Rate: 361.21 forecasts/min
[2025-12-02T20:52:45.029200] [DEBUG] [REMOTE    ] ATPC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:45.030167] [DEBUG] [LOCAL     ] Loaded configuration for ATPC: 4 features, N/A% accuracy
[2025-12-02T20:52:45.030217] [INFO ] [LOCAL     ] ATPC: Loaded 4 optimal features with 54.29% confidence from JSON config
[2025-12-02T20:52:45.030247] [DEBUG] [MAG       ] Building data for symbol: ATPC with lookback: 0
[2025-12-02T20:52:45.031013] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:45.031071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:45.035796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:45.036588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:52:45.038151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:52:45.039433] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:45.082519] [DEBUG] [MAG       ] SFNC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:45.109504] [DEBUG] [MAG       ] MEI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:45.144813] [INFO ] [LOCAL     ] SFNC: Saved forecast.
[2025-12-02T20:52:45.144878] [INFO ] [main      ] SFNC: Signal=1 (Conf=90.0%), Magnitude=2.55% (Conf=51.7447%)
[2025-12-02T20:52:45.145224] [INFO ] [main      ] Fetching symbol history for NVDL...
[2025-12-02T20:52:45.145280] [DEBUG] [REMOTE    ] NVDL: Fetching historical data.
[2025-12-02T20:52:45.145630] [INFO ] [main      ] Progress: 306/965 forecasts completed (31.7%). SFNC finished in 0.6s. ETA: 1m 49s. Rate: 361.48 forecasts/min
[2025-12-02T20:52:45.156704] [DEBUG] [REMOTE    ] NVDL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:45.157665] [DEBUG] [LOCAL     ] Loaded configuration for NVDL: 11 features, N/A% accuracy
[2025-12-02T20:52:45.157722] [INFO ] [LOCAL     ] NVDL: Loaded 11 optimal features with 55.66% confidence from JSON config
[2025-12-02T20:52:45.157755] [DEBUG] [MAG       ] Building data for symbol: NVDL with lookback: 0
[2025-12-02T20:52:45.158689] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-12-02T20:52:45.158758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:45.163770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:45.165742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:45.166244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:45.166720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:52:45.185608] [INFO ] [LOCAL     ] MEI: Saved forecast.
[2025-12-02T20:52:45.185673] [INFO ] [main      ] MEI: Signal=1 (Conf=90.0%), Magnitude=9.31% (Conf=64.7936%)
[2025-12-02T20:52:45.186026] [INFO ] [main      ] Fetching symbol history for CLCO...
[2025-12-02T20:52:45.186074] [DEBUG] [REMOTE    ] CLCO: Fetching historical data.
[2025-12-02T20:52:45.186629] [INFO ] [main      ] Progress: 307/965 forecasts completed (31.8%). MEI finished in 0.6s. ETA: 1m 49s. Rate: 362.37 forecasts/min
[2025-12-02T20:52:45.194728] [DEBUG] [MAG       ] SBRA: Last date is validated at 2025-12-02
[2025-12-02T20:52:45.197801] [DEBUG] [REMOTE    ] CLCO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:45.198723] [DEBUG] [LOCAL     ] Loaded configuration for CLCO: 1 features, N/A% accuracy
[2025-12-02T20:52:45.198776] [INFO ] [LOCAL     ] CLCO: Loaded 1 optimal features with 22.57% confidence from JSON config
[2025-12-02T20:52:45.198809] [DEBUG] [MAG       ] Building data for symbol: CLCO with lookback: 0
[2025-12-02T20:52:45.199566] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:52:45.199643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:52:45.200333] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:45.281028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:52:45.282989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:52:45.284020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:52:45.284670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:52:45.285350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:52:45.302652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:52:45.304371] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:45.360191] [DEBUG] [MAG       ] SBRA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:45.375348] [DEBUG] [MAG       ] ATPC: Last date is validated at 2025-12-02
[2025-12-02T20:52:45.421489] [INFO ] [LOCAL     ] SBRA: Saved forecast.
[2025-12-02T20:52:45.421559] [INFO ] [main      ] SBRA: Signal=1 (Conf=90.0%), Magnitude=-0.63% (Conf=46.5768%)
[2025-12-02T20:52:45.421736] [INFO ] [main      ] Fetching symbol history for BNTX...
[2025-12-02T20:52:45.421778] [DEBUG] [REMOTE    ] BNTX: Fetching historical data.
[2025-12-02T20:52:45.422688] [INFO ] [main      ] Progress: 308/965 forecasts completed (31.9%). SBRA finished in 0.6s. ETA: 1m 49s. Rate: 361.87 forecasts/min
[2025-12-02T20:52:45.433334] [DEBUG] [REMOTE    ] BNTX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:45.434429] [DEBUG] [LOCAL     ] Loaded configuration for BNTX: 2 features, N/A% accuracy
[2025-12-02T20:52:45.434479] [INFO ] [LOCAL     ] BNTX: Loaded 2 optimal features with 50.49% confidence from JSON config
[2025-12-02T20:52:45.434510] [DEBUG] [MAG       ] Building data for symbol: BNTX with lookback: 0
[2025-12-02T20:52:45.435283] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:52:45.435340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:45.440160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:52:45.441358] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:45.538445] [DEBUG] [MAG       ] CLCO: Last date is validated at 2025-12-02
[2025-12-02T20:52:45.542072] [DEBUG] [MAG       ] ATPC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:45.596313] [INFO ] [LOCAL     ] ATPC: Saved forecast.
[2025-12-02T20:52:45.596375] [INFO ] [main      ] ATPC: Signal=1 (Conf=90.0%), Magnitude=-3.72% (Conf=54.2915%)
[2025-12-02T20:52:45.596533] [INFO ] [main      ] Fetching symbol history for PPL...
[2025-12-02T20:52:45.596591] [DEBUG] [REMOTE    ] PPL: Fetching historical data.
[2025-12-02T20:52:45.598654] [INFO ] [main      ] Progress: 309/965 forecasts completed (32.0%). ATPC finished in 0.6s. ETA: 1m 49s. Rate: 361.80 forecasts/min
[2025-12-02T20:52:45.608185] [DEBUG] [REMOTE    ] PPL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:45.609153] [DEBUG] [LOCAL     ] Loaded configuration for PPL: 8 features, N/A% accuracy
[2025-12-02T20:52:45.609202] [INFO ] [LOCAL     ] PPL: Loaded 8 optimal features with 51.15% confidence from JSON config
[2025-12-02T20:52:45.609233] [DEBUG] [MAG       ] Building data for symbol: PPL with lookback: 0
[2025-12-02T20:52:45.610022] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:52:45.610082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:45.614823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:45.616627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:45.617093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:45.617470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:45.618332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:45.620666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:52:45.652514] [DEBUG] [MAG       ] NVDL: Last date is validated at 2025-12-02
[2025-12-02T20:52:45.709120] [DEBUG] [MAG       ] CLCO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:45.729743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:52:45.730988] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:45.767928] [INFO ] [LOCAL     ] CLCO: Saved forecast.
[2025-12-02T20:52:45.768022] [INFO ] [main      ] CLCO: Signal=1 (Conf=90.0%), Magnitude=2.79% (Conf=22.5727%)
[2025-12-02T20:52:45.768374] [INFO ] [main      ] Fetching symbol history for BOTZ...
[2025-12-02T20:52:45.768423] [DEBUG] [REMOTE    ] BOTZ: Fetching historical data.
[2025-12-02T20:52:45.768667] [INFO ] [main      ] Progress: 310/965 forecasts completed (32.1%). CLCO finished in 0.6s. ETA: 1m 49s. Rate: 361.77 forecasts/min
[2025-12-02T20:52:45.778548] [DEBUG] [MAG       ] BNTX: Last date is validated at 2025-12-02
[2025-12-02T20:52:45.779276] [DEBUG] [REMOTE    ] BOTZ: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:45.780345] [DEBUG] [LOCAL     ] Loaded configuration for BOTZ: 4 features, N/A% accuracy
[2025-12-02T20:52:45.780397] [INFO ] [LOCAL     ] BOTZ: Loaded 4 optimal features with 66.69% confidence from JSON config
[2025-12-02T20:52:45.780427] [DEBUG] [MAG       ] Building data for symbol: BOTZ with lookback: 0
[2025-12-02T20:52:45.781184] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:45.781242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:45.782960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:45.783441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:45.783869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:52:45.785209] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:45.825371] [DEBUG] [MAG       ] NVDL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:45.944183] [DEBUG] [MAG       ] BNTX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:45.964973] [INFO ] [LOCAL     ] NVDL: Saved forecast.
[2025-12-02T20:52:45.965040] [INFO ] [main      ] NVDL: Signal=1 (Conf=90.0%), Magnitude=7.90% (Conf=55.6602%)
[2025-12-02T20:52:45.965469] [INFO ] [main      ] Fetching symbol history for JPEF...
[2025-12-02T20:52:45.965522] [DEBUG] [REMOTE    ] JPEF: Fetching historical data.
[2025-12-02T20:52:45.965646] [INFO ] [main      ] Progress: 311/965 forecasts completed (32.2%). NVDL finished in 0.8s. ETA: 1m 49s. Rate: 361.55 forecasts/min
[2025-12-02T20:52:45.976557] [DEBUG] [REMOTE    ] JPEF: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:45.977472] [DEBUG] [LOCAL     ] Loaded configuration for JPEF: 6 features, N/A% accuracy
[2025-12-02T20:52:45.977527] [INFO ] [LOCAL     ] JPEF: Loaded 6 optimal features with 66.15% confidence from JSON config
[2025-12-02T20:52:45.977559] [DEBUG] [MAG       ] Building data for symbol: JPEF with lookback: 0
[2025-12-02T20:52:45.978402] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:45.978464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:45.980185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:45.980738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:45.981131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:45.981917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:46.021945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:52:46.022796] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:46.064132] [DEBUG] [MAG       ] PPL: Last date is validated at 2025-12-02
[2025-12-02T20:52:46.071334] [INFO ] [LOCAL     ] BNTX: Saved forecast.
[2025-12-02T20:52:46.071398] [INFO ] [main      ] BNTX: Signal=1 (Conf=90.0%), Magnitude=0.80% (Conf=50.4893%)
[2025-12-02T20:52:46.071775] [INFO ] [main      ] Progress: 312/965 forecasts completed (32.3%). BNTX finished in 0.6s. ETA: 1m 48s. Rate: 361.97 forecasts/min
[2025-12-02T20:52:46.071911] [INFO ] [main      ] Fetching symbol history for MMLP...
[2025-12-02T20:52:46.071952] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-02T20:52:46.083873] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:46.084256] [DEBUG] [LOCAL     ] Loaded configuration for MMLP: 2 features, N/A% accuracy
[2025-12-02T20:52:46.084301] [INFO ] [LOCAL     ] MMLP: Loaded 2 optimal features with 52.79% confidence from JSON config
[2025-12-02T20:52:46.084332] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 0
[2025-12-02T20:52:46.085121] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:52:46.085178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:46.086037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:52:46.087318] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:46.122818] [DEBUG] [MAG       ] BOTZ: Last date is validated at 2025-12-02
[2025-12-02T20:52:46.231402] [DEBUG] [MAG       ] PPL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:46.289801] [DEBUG] [MAG       ] BOTZ: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:46.306155] [INFO ] [LOCAL     ] PPL: Saved forecast.
[2025-12-02T20:52:46.306219] [INFO ] [main      ] PPL: Signal=1 (Conf=90.0%), Magnitude=-2.83% (Conf=51.1453%)
[2025-12-02T20:52:46.306563] [INFO ] [main      ] Fetching symbol history for APLE...
[2025-12-02T20:52:46.306628] [DEBUG] [REMOTE    ] APLE: Fetching historical data.
[2025-12-02T20:52:46.306652] [INFO ] [main      ] Progress: 313/965 forecasts completed (32.4%). PPL finished in 0.7s. ETA: 1m 48s. Rate: 361.49 forecasts/min
[2025-12-02T20:52:46.318560] [DEBUG] [REMOTE    ] APLE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:46.319478] [DEBUG] [LOCAL     ] Loaded configuration for APLE: 6 features, N/A% accuracy
[2025-12-02T20:52:46.319529] [INFO ] [LOCAL     ] APLE: Loaded 6 optimal features with 45.07% confidence from JSON config
[2025-12-02T20:52:46.319560] [DEBUG] [MAG       ] Building data for symbol: APLE with lookback: 0
[2025-12-02T20:52:46.320368] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:46.320427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:46.322230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:46.322742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:46.323166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:46.323541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:46.324306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:52:46.328343] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:46.357823] [DEBUG] [MAG       ] JPEF: Last date is validated at 2025-12-02
[2025-12-02T20:52:46.363980] [INFO ] [LOCAL     ] BOTZ: Saved forecast.
[2025-12-02T20:52:46.364044] [INFO ] [main      ] BOTZ: Signal=1 (Conf=90.0%), Magnitude=-2.95% (Conf=66.6938%)
[2025-12-02T20:52:46.364414] [INFO ] [main      ] Fetching symbol history for ADC...
[2025-12-02T20:52:46.364463] [DEBUG] [REMOTE    ] ADC: Fetching historical data.
[2025-12-02T20:52:46.364618] [INFO ] [main      ] Progress: 314/965 forecasts completed (32.5%). BOTZ finished in 0.6s. ETA: 1m 48s. Rate: 362.24 forecasts/min
[2025-12-02T20:52:46.375672] [DEBUG] [REMOTE    ] ADC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:46.376523] [DEBUG] [LOCAL     ] Loaded configuration for ADC: 7 features, N/A% accuracy
[2025-12-02T20:52:46.376599] [INFO ] [LOCAL     ] ADC: Loaded 7 optimal features with 61.44% confidence from JSON config
[2025-12-02T20:52:46.376633] [DEBUG] [MAG       ] Building data for symbol: ADC with lookback: 0
[2025-12-02T20:52:46.377373] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:52:46.377433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:46.382140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:46.383927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:46.384376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:46.384773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:46.387066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:52:46.420767] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-12-02
[2025-12-02T20:52:46.463199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:52:46.464650] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:46.528463] [DEBUG] [MAG       ] JPEF: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:46.588186] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:46.607849] [INFO ] [LOCAL     ] JPEF: Saved forecast.
[2025-12-02T20:52:46.607914] [INFO ] [main      ] JPEF: Signal=1 (Conf=90.0%), Magnitude=0.39% (Conf=66.153%)
[2025-12-02T20:52:46.608098] [INFO ] [main      ] Fetching symbol history for PLPC...
[2025-12-02T20:52:46.608143] [DEBUG] [REMOTE    ] PLPC: Fetching historical data.
[2025-12-02T20:52:46.609636] [INFO ] [main      ] Progress: 315/965 forecasts completed (32.6%). JPEF finished in 0.6s. ETA: 1m 48s. Rate: 361.69 forecasts/min
[2025-12-02T20:52:46.619047] [DEBUG] [REMOTE    ] PLPC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:46.619981] [DEBUG] [LOCAL     ] Loaded configuration for PLPC: 4 features, N/A% accuracy
[2025-12-02T20:52:46.620033] [INFO ] [LOCAL     ] PLPC: Loaded 4 optimal features with 48.35% confidence from JSON config
[2025-12-02T20:52:46.620062] [DEBUG] [MAG       ] Building data for symbol: PLPC with lookback: 0
[2025-12-02T20:52:46.620828] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:46.620885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:46.625592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:46.627312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:46.627789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:46.628226] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:46.639769] [INFO ] [LOCAL     ] MMLP: Saved forecast.
[2025-12-02T20:52:46.639835] [INFO ] [main      ] MMLP: Signal=1 (Conf=90.0%), Magnitude=-0.22% (Conf=52.7941%)
[2025-12-02T20:52:46.640184] [INFO ] [main      ] Progress: 316/965 forecasts completed (32.7%). MMLP finished in 0.6s. ETA: 1m 47s. Rate: 362.63 forecasts/min
[2025-12-02T20:52:46.640308] [INFO ] [main      ] Fetching symbol history for PRME...
[2025-12-02T20:52:46.640349] [DEBUG] [REMOTE    ] PRME: Fetching historical data.
[2025-12-02T20:52:46.651998] [DEBUG] [REMOTE    ] PRME: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:46.652699] [DEBUG] [LOCAL     ] Loaded configuration for PRME: 2 features, N/A% accuracy
[2025-12-02T20:52:46.652771] [INFO ] [LOCAL     ] PRME: Loaded 2 optimal features with 57.58% confidence from JSON config
[2025-12-02T20:52:46.652803] [DEBUG] [MAG       ] Building data for symbol: PRME with lookback: 0
[2025-12-02T20:52:46.653556] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:52:46.653634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:52:46.659314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:52:46.660085] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:46.667236] [DEBUG] [MAG       ] APLE: Last date is validated at 2025-12-02
[2025-12-02T20:52:46.801468] [DEBUG] [MAG       ] ADC: Last date is validated at 2025-12-02
[2025-12-02T20:52:46.832270] [DEBUG] [MAG       ] APLE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:46.893182] [INFO ] [LOCAL     ] APLE: Saved forecast.
[2025-12-02T20:52:46.893247] [INFO ] [main      ] APLE: Signal=1 (Conf=90.0%), Magnitude=0.63% (Conf=45.0714%)
[2025-12-02T20:52:46.893602] [INFO ] [main      ] Fetching symbol history for BIAF...
[2025-12-02T20:52:46.893650] [DEBUG] [REMOTE    ] BIAF: Fetching historical data.
[2025-12-02T20:52:46.894651] [INFO ] [main      ] Progress: 317/965 forecasts completed (32.8%). APLE finished in 0.6s. ETA: 1m 47s. Rate: 362.01 forecasts/min
[2025-12-02T20:52:46.904998] [DEBUG] [REMOTE    ] BIAF: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:46.905906] [DEBUG] [LOCAL     ] Loaded configuration for BIAF: 6 features, N/A% accuracy
[2025-12-02T20:52:46.905957] [INFO ] [LOCAL     ] BIAF: Loaded 6 optimal features with 49.21% confidence from JSON config
[2025-12-02T20:52:46.905987] [DEBUG] [MAG       ] Building data for symbol: BIAF with lookback: 0
[2025-12-02T20:52:46.906759] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:46.906819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:46.908463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:46.908973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:46.909399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:46.909806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:52:46.968491] [DEBUG] [MAG       ] ADC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:46.971471] [DEBUG] [MAG       ] PLPC: Last date is validated at 2025-12-02
[2025-12-02T20:52:46.992810] [DEBUG] [MAG       ] PRME: Last date is validated at 2025-12-02
[2025-12-02T20:52:47.017476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:52:47.019423] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:47.055044] [INFO ] [LOCAL     ] ADC: Saved forecast.
[2025-12-02T20:52:47.055108] [INFO ] [main      ] ADC: Signal=1 (Conf=90.0%), Magnitude=-1.11% (Conf=61.4393%)
[2025-12-02T20:52:47.055265] [INFO ] [main      ] Fetching symbol history for GSK...
[2025-12-02T20:52:47.055308] [DEBUG] [REMOTE    ] GSK: Fetching historical data.
[2025-12-02T20:52:47.056649] [INFO ] [main      ] Progress: 318/965 forecasts completed (33.0%). ADC finished in 0.7s. ETA: 1m 47s. Rate: 362.04 forecasts/min
[2025-12-02T20:52:47.066326] [DEBUG] [REMOTE    ] GSK: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:47.067285] [DEBUG] [LOCAL     ] Loaded configuration for GSK: 4 features, N/A% accuracy
[2025-12-02T20:52:47.067335] [INFO ] [LOCAL     ] GSK: Loaded 4 optimal features with 61.58% confidence from JSON config
[2025-12-02T20:52:47.067365] [DEBUG] [MAG       ] Building data for symbol: GSK with lookback: 0
[2025-12-02T20:52:47.068146] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:47.068204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:47.069906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:47.070383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:47.070829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:47.109845] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:47.145225] [DEBUG] [MAG       ] PLPC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:47.159518] [DEBUG] [MAG       ] PRME: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:47.220274] [INFO ] [LOCAL     ] PRME: Saved forecast.
[2025-12-02T20:52:47.220335] [INFO ] [main      ] PRME: Signal=1 (Conf=90.0%), Magnitude=-5.81% (Conf=57.584%)
[2025-12-02T20:52:47.220694] [INFO ] [main      ] Fetching symbol history for SKRE...
[2025-12-02T20:52:47.220745] [DEBUG] [REMOTE    ] SKRE: Fetching historical data.
[2025-12-02T20:52:47.221495] [INFO ] [main      ] Progress: 319/965 forecasts completed (33.1%). PRME finished in 0.6s. ETA: 1m 47s. Rate: 362.04 forecasts/min
[2025-12-02T20:52:47.232118] [DEBUG] [REMOTE    ] SKRE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:47.232846] [DEBUG] [LOCAL     ] Loaded configuration for SKRE: 9 features, N/A% accuracy
[2025-12-02T20:52:47.232896] [INFO ] [LOCAL     ] SKRE: Loaded 9 optimal features with 61.22% confidence from JSON config
[2025-12-02T20:52:47.232927] [DEBUG] [MAG       ] Building data for symbol: SKRE with lookback: 0
[2025-12-02T20:52:47.233690] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:52:47.233752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:47.235445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:47.235981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:47.236354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:47.237104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:52:47.237810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:52:47.270776] [INFO ] [LOCAL     ] PLPC: Saved forecast.
[2025-12-02T20:52:47.270851] [INFO ] [main      ] PLPC: Signal=1 (Conf=90.0%), Magnitude=5.84% (Conf=48.3497%)
[2025-12-02T20:52:47.271284] [INFO ] [main      ] Fetching symbol history for WB...
[2025-12-02T20:52:47.271333] [DEBUG] [REMOTE    ] WB: Fetching historical data.
[2025-12-02T20:52:47.271647] [INFO ] [main      ] Progress: 320/965 forecasts completed (33.2%). PLPC finished in 0.7s. ETA: 1m 47s. Rate: 362.84 forecasts/min
[2025-12-02T20:52:47.282436] [DEBUG] [REMOTE    ] WB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:47.283203] [DEBUG] [LOCAL     ] Loaded configuration for WB: 5 features, N/A% accuracy
[2025-12-02T20:52:47.283259] [INFO ] [LOCAL     ] WB: Loaded 5 optimal features with 61.34% confidence from JSON config
[2025-12-02T20:52:47.283291] [DEBUG] [MAG       ] Building data for symbol: WB with lookback: 0
[2025-12-02T20:52:47.284094] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:47.284154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:47.285879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:47.286378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:47.287321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:52:47.288957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:52:47.290125] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:47.313857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:52:47.315878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:52:47.317039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:52:47.317739] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:47.357116] [DEBUG] [MAG       ] BIAF: Last date is validated at 2025-12-02
[2025-12-02T20:52:47.454112] [DEBUG] [MAG       ] GSK: Last date is validated at 2025-12-02
[2025-12-02T20:52:47.525403] [DEBUG] [MAG       ] BIAF: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:47.625356] [DEBUG] [MAG       ] GSK: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:47.628791] [DEBUG] [MAG       ] WB: Last date is validated at 2025-12-02
[2025-12-02T20:52:47.640199] [INFO ] [LOCAL     ] BIAF: Saved forecast.
[2025-12-02T20:52:47.640272] [INFO ] [main      ] BIAF: Signal=1 (Conf=90.0%), Magnitude=3.98% (Conf=49.213%)
[2025-12-02T20:52:47.640658] [INFO ] [main      ] Fetching symbol history for VBF...
[2025-12-02T20:52:47.640708] [DEBUG] [REMOTE    ] VBF: Fetching historical data.
[2025-12-02T20:52:47.641664] [INFO ] [main      ] Progress: 321/965 forecasts completed (33.3%). BIAF finished in 0.7s. ETA: 1m 47s. Rate: 361.44 forecasts/min
[2025-12-02T20:52:47.653111] [DEBUG] [REMOTE    ] VBF: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:47.653940] [DEBUG] [LOCAL     ] Loaded configuration for VBF: 6 features, N/A% accuracy
[2025-12-02T20:52:47.654000] [INFO ] [LOCAL     ] VBF: Loaded 6 optimal features with 50.94% confidence from JSON config
[2025-12-02T20:52:47.654031] [DEBUG] [MAG       ] Building data for symbol: VBF with lookback: 0
[2025-12-02T20:52:47.654805] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:47.654863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:47.659526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:47.667896] [DEBUG] [MAG       ] SKRE: Last date is validated at 2025-12-02
[2025-12-02T20:52:47.698845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:52:47.705532] [INFO ] [LOCAL     ] GSK: Saved forecast.
[2025-12-02T20:52:47.705616] [INFO ] [main      ] GSK: Signal=1 (Conf=90.0%), Magnitude=0.32% (Conf=61.5832%)
[2025-12-02T20:52:47.706072] [INFO ] [main      ] Fetching symbol history for BGX...
[2025-12-02T20:52:47.706123] [DEBUG] [REMOTE    ] BGX: Fetching historical data.
[2025-12-02T20:52:47.706658] [INFO ] [main      ] Progress: 322/965 forecasts completed (33.4%). GSK finished in 0.7s. ETA: 1m 47s. Rate: 362.13 forecasts/min
[2025-12-02T20:52:47.718389] [DEBUG] [REMOTE    ] BGX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:47.719529] [DEBUG] [LOCAL     ] Loaded configuration for BGX: 8 features, N/A% accuracy
[2025-12-02T20:52:47.719601] [INFO ] [LOCAL     ] BGX: Loaded 8 optimal features with 39.51% confidence from JSON config
[2025-12-02T20:52:47.719635] [DEBUG] [MAG       ] Building data for symbol: BGX with lookback: 0
[2025-12-02T20:52:47.720461] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:52:47.720524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:47.725465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:47.727440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:47.727969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:47.728392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:47.731238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:47.746006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:52:47.770826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:52:47.771706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:52:47.773456] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:47.797005] [DEBUG] [MAG       ] WB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:47.821388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:52:47.823324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:52:47.824059] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:47.846220] [DEBUG] [MAG       ] SKRE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:47.920469] [INFO ] [LOCAL     ] WB: Saved forecast.
[2025-12-02T20:52:47.920534] [INFO ] [main      ] WB: Signal=1 (Conf=90.0%), Magnitude=-0.15% (Conf=61.3405%)
[2025-12-02T20:52:47.920895] [INFO ] [main      ] Fetching symbol history for FTGS...
[2025-12-02T20:52:47.920946] [DEBUG] [REMOTE    ] FTGS: Fetching historical data.
[2025-12-02T20:52:47.922665] [INFO ] [main      ] Progress: 323/965 forecasts completed (33.5%). WB finished in 0.6s. ETA: 1m 46s. Rate: 361.79 forecasts/min
[2025-12-02T20:52:47.931329] [DEBUG] [REMOTE    ] FTGS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:47.932886] [DEBUG] [LOCAL     ] Loaded configuration for FTGS: 6 features, N/A% accuracy
[2025-12-02T20:52:47.932937] [INFO ] [LOCAL     ] FTGS: Loaded 6 optimal features with 51.32% confidence from JSON config
[2025-12-02T20:52:47.932969] [DEBUG] [MAG       ] Building data for symbol: FTGS with lookback: 0
[2025-12-02T20:52:47.933735] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:47.933796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:47.934667] [INFO ] [LOCAL     ] SKRE: Saved forecast.
[2025-12-02T20:52:47.934735] [INFO ] [main      ] SKRE: Signal=1 (Conf=90.0%), Magnitude=-0.13% (Conf=61.2197%)
[2025-12-02T20:52:47.934928] [INFO ] [main      ] Fetching symbol history for BLZE...
[2025-12-02T20:52:47.934995] [DEBUG] [REMOTE    ] BLZE: Fetching historical data.
[2025-12-02T20:52:47.936673] [INFO ] [main      ] Progress: 324/965 forecasts completed (33.6%). SKRE finished in 0.7s. ETA: 1m 46s. Rate: 362.81 forecasts/min
[2025-12-02T20:52:47.939247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:47.941040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:47.941509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:47.943890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:52:47.945459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:52:47.947633] [DEBUG] [REMOTE    ] BLZE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:47.948651] [DEBUG] [LOCAL     ] Loaded configuration for BLZE: 4 features, N/A% accuracy
[2025-12-02T20:52:47.948703] [INFO ] [LOCAL     ] BLZE: Loaded 4 optimal features with 51.72% confidence from JSON config
[2025-12-02T20:52:47.948735] [DEBUG] [MAG       ] Building data for symbol: BLZE with lookback: 0
[2025-12-02T20:52:47.949519] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:47.949596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:47.954634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:52:47.955323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:52:47.956011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:52:47.958418] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:47.963492] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:48.115046] [DEBUG] [MAG       ] BGX: Last date is validated at 2025-12-02
[2025-12-02T20:52:48.160715] [DEBUG] [MAG       ] VBF: Last date is validated at 2025-12-02
[2025-12-02T20:52:48.284991] [DEBUG] [MAG       ] BGX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:48.291709] [DEBUG] [MAG       ] BLZE: Last date is validated at 2025-12-02
[2025-12-02T20:52:48.296723] [DEBUG] [MAG       ] FTGS: Last date is validated at 2025-12-02
[2025-12-02T20:52:48.327696] [DEBUG] [MAG       ] VBF: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:48.348720] [INFO ] [LOCAL     ] BGX: Saved forecast.
[2025-12-02T20:52:48.348786] [INFO ] [main      ] BGX: Signal=1 (Conf=90.0%), Magnitude=-0.64% (Conf=39.5106%)
[2025-12-02T20:52:48.349138] [INFO ] [main      ] Fetching symbol history for KTB...
[2025-12-02T20:52:48.349188] [DEBUG] [REMOTE    ] KTB: Fetching historical data.
[2025-12-02T20:52:48.349658] [INFO ] [main      ] Progress: 325/965 forecasts completed (33.7%). BGX finished in 0.6s. ETA: 1m 46s. Rate: 361.15 forecasts/min
[2025-12-02T20:52:48.360068] [DEBUG] [REMOTE    ] KTB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:48.361073] [DEBUG] [LOCAL     ] Loaded configuration for KTB: 7 features, N/A% accuracy
[2025-12-02T20:52:48.361127] [INFO ] [LOCAL     ] KTB: Loaded 7 optimal features with 48.39% confidence from JSON config
[2025-12-02T20:52:48.361167] [DEBUG] [MAG       ] Building data for symbol: KTB with lookback: 0
[2025-12-02T20:52:48.361966] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:52:48.362028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:48.363769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:48.364267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:48.365183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:48.367623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:52:48.386593] [INFO ] [LOCAL     ] VBF: Saved forecast.
[2025-12-02T20:52:48.386987] [INFO ] [main      ] VBF: Signal=1 (Conf=90.0%), Magnitude=-0.01% (Conf=50.9413%)
[2025-12-02T20:52:48.387329] [INFO ] [main      ] Progress: 326/965 forecasts completed (33.8%). VBF finished in 0.7s. ETA: 1m 46s. Rate: 362.01 forecasts/min
[2025-12-02T20:52:48.387449] [INFO ] [main      ] Fetching symbol history for TBI...
[2025-12-02T20:52:48.387490] [DEBUG] [REMOTE    ] TBI: Fetching historical data.
[2025-12-02T20:52:48.403117] [DEBUG] [REMOTE    ] TBI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:48.404140] [DEBUG] [LOCAL     ] Loaded configuration for TBI: 0 features, N/A% accuracy
[2025-12-02T20:52:48.404190] [INFO ] [LOCAL     ] TBI: Loaded 0 optimal features with 56.92% confidence from JSON config
[2025-12-02T20:52:48.404221] [DEBUG] [MAG       ] Building data for symbol: TBI with lookback: 0
[2025-12-02T20:52:48.404997] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-02T20:52:48.465474] [DEBUG] [MAG       ] BLZE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:48.466334] [DEBUG] [MAG       ] FTGS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:48.483606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:52:48.484590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:52:48.485218] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:48.539261] [INFO ] [LOCAL     ] BLZE: Saved forecast.
[2025-12-02T20:52:48.539345] [INFO ] [main      ] BLZE: Signal=1 (Conf=90.0%), Magnitude=-0.33% (Conf=51.7215%)
[2025-12-02T20:52:48.539789] [INFO ] [main      ] Fetching symbol history for JLL...
[2025-12-02T20:52:48.539854] [DEBUG] [REMOTE    ] JLL: Fetching historical data.
[2025-12-02T20:52:48.541688] [INFO ] [main      ] Progress: 327/965 forecasts completed (33.9%). BLZE finished in 0.6s. ETA: 1m 46s. Rate: 362.08 forecasts/min
[2025-12-02T20:52:48.543635] [INFO ] [LOCAL     ] FTGS: Saved forecast.
[2025-12-02T20:52:48.543700] [INFO ] [main      ] FTGS: Signal=1 (Conf=90.0%), Magnitude=0.39% (Conf=51.3219%)
[2025-12-02T20:52:48.543868] [INFO ] [main      ] Fetching symbol history for FCF...
[2025-12-02T20:52:48.543918] [DEBUG] [REMOTE    ] FCF: Fetching historical data.
[2025-12-02T20:52:48.545618] [INFO ] [main      ] Progress: 328/965 forecasts completed (34.0%). FTGS finished in 0.6s. ETA: 1m 45s. Rate: 363.16 forecasts/min
[2025-12-02T20:52:48.552938] [DEBUG] [REMOTE    ] JLL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:48.553877] [DEBUG] [LOCAL     ] Loaded configuration for JLL: 3 features, N/A% accuracy
[2025-12-02T20:52:48.553944] [INFO ] [LOCAL     ] JLL: Loaded 3 optimal features with 45.30% confidence from JSON config
[2025-12-02T20:52:48.553978] [DEBUG] [MAG       ] Building data for symbol: JLL with lookback: 0
[2025-12-02T20:52:48.554703] [DEBUG] [REMOTE    ] FCF: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:48.554776] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:48.554834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:48.555415] [DEBUG] [LOCAL     ] Loaded configuration for FCF: 5 features, N/A% accuracy
[2025-12-02T20:52:48.555470] [INFO ] [LOCAL     ] FCF: Loaded 5 optimal features with 57.25% confidence from JSON config
[2025-12-02T20:52:48.555502] [DEBUG] [MAG       ] Building data for symbol: FCF with lookback: 0
[2025-12-02T20:52:48.556268] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:48.556327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:48.559535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:48.560384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:52:48.561111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:48.562902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:48.563002] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:48.563371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:48.601691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:52:48.602364] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:48.770274] [DEBUG] [MAG       ] TBI: Last date is validated at 2025-12-02
[2025-12-02T20:52:48.821651] [DEBUG] [MAG       ] KTB: Last date is validated at 2025-12-02
[2025-12-02T20:52:48.905414] [DEBUG] [MAG       ] JLL: Last date is validated at 2025-12-02
[2025-12-02T20:52:48.935424] [DEBUG] [MAG       ] FCF: Last date is validated at 2025-12-02
[2025-12-02T20:52:48.943520] [DEBUG] [MAG       ] TBI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:48.987865] [DEBUG] [MAG       ] KTB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:49.006135] [INFO ] [LOCAL     ] TBI: Saved forecast.
[2025-12-02T20:52:49.006204] [INFO ] [main      ] TBI: Signal=1 (Conf=90.0%), Magnitude=5.03% (Conf=56.916%)
[2025-12-02T20:52:49.006559] [INFO ] [main      ] Progress: 329/965 forecasts completed (34.1%). TBI finished in 0.6s. ETA: 1m 46s. Rate: 361.20 forecasts/min
[2025-12-02T20:52:49.006702] [INFO ] [main      ] Fetching symbol history for ERIE...
[2025-12-02T20:52:49.006746] [DEBUG] [REMOTE    ] ERIE: Fetching historical data.
[2025-12-02T20:52:49.018555] [DEBUG] [REMOTE    ] ERIE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:49.019676] [DEBUG] [LOCAL     ] Loaded configuration for ERIE: 3 features, N/A% accuracy
[2025-12-02T20:52:49.019730] [INFO ] [LOCAL     ] ERIE: Loaded 3 optimal features with 63.09% confidence from JSON config
[2025-12-02T20:52:49.019762] [DEBUG] [MAG       ] Building data for symbol: ERIE with lookback: 0
[2025-12-02T20:52:49.020534] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:49.020613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:49.021322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:52:49.070943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:52:49.072410] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:49.078025] [DEBUG] [MAG       ] JLL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:49.098724] [INFO ] [LOCAL     ] KTB: Saved forecast.
[2025-12-02T20:52:49.098807] [INFO ] [main      ] KTB: Signal=1 (Conf=90.0%), Magnitude=4.75% (Conf=48.3931%)
[2025-12-02T20:52:49.099251] [INFO ] [main      ] Fetching symbol history for LECO...
[2025-12-02T20:52:49.099302] [DEBUG] [REMOTE    ] LECO: Fetching historical data.
[2025-12-02T20:52:49.099658] [INFO ] [main      ] Progress: 330/965 forecasts completed (34.2%). KTB finished in 0.7s. ETA: 1m 45s. Rate: 361.68 forecasts/min
[2025-12-02T20:52:49.101110] [DEBUG] [MAG       ] FCF: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:49.110110] [DEBUG] [REMOTE    ] LECO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:49.111137] [DEBUG] [LOCAL     ] Loaded configuration for LECO: 3 features, N/A% accuracy
[2025-12-02T20:52:49.111189] [INFO ] [LOCAL     ] LECO: Loaded 3 optimal features with 59.97% confidence from JSON config
[2025-12-02T20:52:49.111220] [DEBUG] [MAG       ] Building data for symbol: LECO with lookback: 0
[2025-12-02T20:52:49.111997] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:49.112054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:49.116762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:52:49.117736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:52:49.118430] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:49.169652] [INFO ] [LOCAL     ] FCF: Saved forecast.
[2025-12-02T20:52:49.169716] [INFO ] [main      ] FCF: Signal=1 (Conf=90.0%), Magnitude=0.88% (Conf=57.251%)
[2025-12-02T20:52:49.170057] [INFO ] [main      ] Fetching symbol history for CPIX...
[2025-12-02T20:52:49.170106] [DEBUG] [REMOTE    ] CPIX: Fetching historical data.
[2025-12-02T20:52:49.170659] [INFO ] [main      ] Progress: 331/965 forecasts completed (34.3%). FCF finished in 0.6s. ETA: 1m 45s. Rate: 362.31 forecasts/min
[2025-12-02T20:52:49.180922] [DEBUG] [REMOTE    ] CPIX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:49.181895] [DEBUG] [LOCAL     ] Loaded configuration for CPIX: 1 features, N/A% accuracy
[2025-12-02T20:52:49.181946] [INFO ] [LOCAL     ] CPIX: Loaded 1 optimal features with 47.38% confidence from JSON config
[2025-12-02T20:52:49.181977] [DEBUG] [MAG       ] Building data for symbol: CPIX with lookback: 0
[2025-12-02T20:52:49.182743] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:52:49.182799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:52:49.183781] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:49.199772] [INFO ] [LOCAL     ] JLL: Saved forecast.
[2025-12-02T20:52:49.199838] [INFO ] [main      ] JLL: Signal=1 (Conf=90.0%), Magnitude=-2.84% (Conf=45.2981%)
[2025-12-02T20:52:49.200219] [INFO ] [main      ] Fetching symbol history for BROS...
[2025-12-02T20:52:49.200269] [DEBUG] [REMOTE    ] BROS: Fetching historical data.
[2025-12-02T20:52:49.200756] [INFO ] [main      ] Progress: 332/965 forecasts completed (34.4%). JLL finished in 0.7s. ETA: 1m 45s. Rate: 363.20 forecasts/min
[2025-12-02T20:52:49.211380] [DEBUG] [REMOTE    ] BROS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:49.212512] [DEBUG] [LOCAL     ] Loaded configuration for BROS: 10 features, N/A% accuracy
[2025-12-02T20:52:49.212560] [INFO ] [LOCAL     ] BROS: Loaded 10 optimal features with 51.07% confidence from JSON config
[2025-12-02T20:52:49.212610] [DEBUG] [MAG       ] Building data for symbol: BROS with lookback: 0
[2025-12-02T20:52:49.213369] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-02T20:52:49.213431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:49.218164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:52:49.219230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:49.220954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:49.221431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:52:49.222477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:52:49.224111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:52:49.224815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:52:49.228659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:52:49.229748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:52:49.235685] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:49.420017] [DEBUG] [MAG       ] ERIE: Last date is validated at 2025-12-02
[2025-12-02T20:52:49.456256] [DEBUG] [MAG       ] LECO: Last date is validated at 2025-12-02
[2025-12-02T20:52:49.517048] [DEBUG] [MAG       ] CPIX: Last date is validated at 2025-12-02
[2025-12-02T20:52:49.581151] [DEBUG] [MAG       ] BROS: Last date is validated at 2025-12-02
[2025-12-02T20:52:49.587747] [DEBUG] [MAG       ] ERIE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:49.626837] [DEBUG] [MAG       ] LECO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:49.683120] [DEBUG] [MAG       ] CPIX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:49.720492] [INFO ] [LOCAL     ] ERIE: Saved forecast.
[2025-12-02T20:52:49.720563] [INFO ] [main      ] ERIE: Signal=1 (Conf=90.0%), Magnitude=0.08% (Conf=63.0898%)
[2025-12-02T20:52:49.720740] [INFO ] [main      ] Fetching symbol history for DEA...
[2025-12-02T20:52:49.720783] [DEBUG] [REMOTE    ] DEA: Fetching historical data.
[2025-12-02T20:52:49.721747] [INFO ] [main      ] Progress: 333/965 forecasts completed (34.5%). ERIE finished in 0.7s. ETA: 1m 45s. Rate: 360.87 forecasts/min
[2025-12-02T20:52:49.732097] [DEBUG] [REMOTE    ] DEA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:49.733163] [DEBUG] [LOCAL     ] Loaded configuration for DEA: 3 features, N/A% accuracy
[2025-12-02T20:52:49.733213] [INFO ] [LOCAL     ] DEA: Loaded 3 optimal features with 47.78% confidence from JSON config
[2025-12-02T20:52:49.733243] [DEBUG] [MAG       ] Building data for symbol: DEA with lookback: 0
[2025-12-02T20:52:49.734025] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:49.734082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:49.735733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:49.736223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:49.736621] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:49.745143] [INFO ] [LOCAL     ] LECO: Saved forecast.
[2025-12-02T20:52:49.745209] [INFO ] [main      ] LECO: Signal=1 (Conf=90.0%), Magnitude=0.01% (Conf=59.9704%)
[2025-12-02T20:52:49.745585] [INFO ] [main      ] Fetching symbol history for CMSA...
[2025-12-02T20:52:49.745642] [DEBUG] [REMOTE    ] CMSA: Fetching historical data.
[2025-12-02T20:52:49.745648] [INFO ] [main      ] Progress: 334/965 forecasts completed (34.6%). LECO finished in 0.6s. ETA: 1m 45s. Rate: 361.79 forecasts/min
[2025-12-02T20:52:49.747087] [INFO ] [LOCAL     ] CPIX: Saved forecast.
[2025-12-02T20:52:49.747153] [INFO ] [main      ] CPIX: Signal=1 (Conf=90.0%), Magnitude=17.62% (Conf=47.3769%)
[2025-12-02T20:52:49.747618] [INFO ] [main      ] Fetching symbol history for HSBC...
[2025-12-02T20:52:49.747624] [INFO ] [main      ] Progress: 335/965 forecasts completed (34.7%). CPIX finished in 0.6s. ETA: 1m 44s. Rate: 362.86 forecasts/min
[2025-12-02T20:52:49.747669] [DEBUG] [REMOTE    ] HSBC: Fetching historical data.
[2025-12-02T20:52:49.754837] [DEBUG] [MAG       ] BROS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:49.756935] [DEBUG] [REMOTE    ] CMSA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:49.757868] [DEBUG] [LOCAL     ] Loaded configuration for CMSA: 7 features, N/A% accuracy
[2025-12-02T20:52:49.757922] [INFO ] [LOCAL     ] CMSA: Loaded 7 optimal features with 53.63% confidence from JSON config
[2025-12-02T20:52:49.757954] [DEBUG] [MAG       ] Building data for symbol: CMSA with lookback: 0
[2025-12-02T20:52:49.758133] [DEBUG] [REMOTE    ] HSBC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:49.758812] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:52:49.758852] [DEBUG] [LOCAL     ] Loaded configuration for HSBC: 2 features, N/A% accuracy
[2025-12-02T20:52:49.758875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:49.758909] [INFO ] [LOCAL     ] HSBC: Loaded 2 optimal features with 66.30% confidence from JSON config
[2025-12-02T20:52:49.758941] [DEBUG] [MAG       ] Building data for symbol: HSBC with lookback: 0
[2025-12-02T20:52:49.759740] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:52:49.759798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:49.763894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:49.764543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:52:49.765711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:49.766186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:49.766668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:49.767076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:49.769524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:49.809077] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:49.816555] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:49.877066] [INFO ] [LOCAL     ] BROS: Saved forecast.
[2025-12-02T20:52:49.877133] [INFO ] [main      ] BROS: Signal=1 (Conf=90.0%), Magnitude=-0.76% (Conf=51.0686%)
[2025-12-02T20:52:49.877290] [INFO ] [main      ] Fetching symbol history for PMVP...
[2025-12-02T20:52:49.877334] [DEBUG] [REMOTE    ] PMVP: Fetching historical data.
[2025-12-02T20:52:49.878435] [INFO ] [main      ] Progress: 336/965 forecasts completed (34.8%). BROS finished in 0.7s. ETA: 1m 44s. Rate: 363.09 forecasts/min
[2025-12-02T20:52:49.888984] [DEBUG] [REMOTE    ] PMVP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:49.890096] [DEBUG] [LOCAL     ] Loaded configuration for PMVP: 7 features, N/A% accuracy
[2025-12-02T20:52:49.890147] [INFO ] [LOCAL     ] PMVP: Loaded 7 optimal features with 34.01% confidence from JSON config
[2025-12-02T20:52:49.890180] [DEBUG] [MAG       ] Building data for symbol: PMVP with lookback: 0
[2025-12-02T20:52:49.890981] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:52:49.891043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:49.896078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:49.897874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:49.898367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:49.898791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:52:49.899528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:52:49.900218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:52:49.902932] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:50.071428] [DEBUG] [MAG       ] DEA: Last date is validated at 2025-12-02
[2025-12-02T20:52:50.138231] [DEBUG] [MAG       ] CMSA: Last date is validated at 2025-12-02
[2025-12-02T20:52:50.146479] [DEBUG] [MAG       ] HSBC: Last date is validated at 2025-12-02
[2025-12-02T20:52:50.236368] [DEBUG] [MAG       ] DEA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:50.244753] [DEBUG] [MAG       ] PMVP: Last date is validated at 2025-12-02
[2025-12-02T20:52:50.304337] [INFO ] [LOCAL     ] DEA: Saved forecast.
[2025-12-02T20:52:50.304400] [INFO ] [main      ] DEA: Signal=1 (Conf=90.0%), Magnitude=-0.90% (Conf=47.7839%)
[2025-12-02T20:52:50.304742] [INFO ] [main      ] Fetching symbol history for VFC...
[2025-12-02T20:52:50.304791] [DEBUG] [REMOTE    ] VFC: Fetching historical data.
[2025-12-02T20:52:50.305666] [INFO ] [main      ] Progress: 337/965 forecasts completed (34.9%). DEA finished in 0.6s. ETA: 1m 44s. Rate: 361.39 forecasts/min
[2025-12-02T20:52:50.308772] [DEBUG] [MAG       ] CMSA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:50.311497] [DEBUG] [MAG       ] HSBC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:50.316407] [DEBUG] [REMOTE    ] VFC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:50.317356] [DEBUG] [LOCAL     ] Loaded configuration for VFC: 3 features, N/A% accuracy
[2025-12-02T20:52:50.317406] [INFO ] [LOCAL     ] VFC: Loaded 3 optimal features with 42.54% confidence from JSON config
[2025-12-02T20:52:50.317436] [DEBUG] [MAG       ] Building data for symbol: VFC with lookback: 0
[2025-12-02T20:52:50.318218] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:50.318276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:50.322881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:50.323831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:52:50.325421] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:50.371074] [INFO ] [LOCAL     ] CMSA: Saved forecast.
[2025-12-02T20:52:50.371138] [INFO ] [main      ] CMSA: Signal=1 (Conf=90.0%), Magnitude=-0.46% (Conf=53.6327%)
[2025-12-02T20:52:50.371295] [INFO ] [main      ] Fetching symbol history for MNSO...
[2025-12-02T20:52:50.371336] [DEBUG] [REMOTE    ] MNSO: Fetching historical data.
[2025-12-02T20:52:50.372658] [INFO ] [main      ] Progress: 338/965 forecasts completed (35.0%). CMSA finished in 0.6s. ETA: 1m 44s. Rate: 362.03 forecasts/min
[2025-12-02T20:52:50.382561] [DEBUG] [REMOTE    ] MNSO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:50.383538] [DEBUG] [LOCAL     ] Loaded configuration for MNSO: 4 features, N/A% accuracy
[2025-12-02T20:52:50.383611] [INFO ] [LOCAL     ] MNSO: Loaded 4 optimal features with 48.48% confidence from JSON config
[2025-12-02T20:52:50.383644] [DEBUG] [MAG       ] Building data for symbol: MNSO with lookback: 0
[2025-12-02T20:52:50.384390] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:50.384448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:50.389184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:52:50.390551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:52:50.393227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:52:50.398870] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:50.400208] [INFO ] [LOCAL     ] HSBC: Saved forecast.
[2025-12-02T20:52:50.400276] [INFO ] [main      ] HSBC: Signal=1 (Conf=90.0%), Magnitude=0.27% (Conf=66.3005%)
[2025-12-02T20:52:50.400656] [INFO ] [main      ] Fetching symbol history for CMPS...
[2025-12-02T20:52:50.400705] [DEBUG] [REMOTE    ] CMPS: Fetching historical data.
[2025-12-02T20:52:50.401644] [INFO ] [main      ] Progress: 339/965 forecasts completed (35.1%). HSBC finished in 0.7s. ETA: 1m 43s. Rate: 362.91 forecasts/min
[2025-12-02T20:52:50.411663] [DEBUG] [MAG       ] PMVP: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:50.412090] [DEBUG] [REMOTE    ] CMPS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:50.413142] [DEBUG] [LOCAL     ] Loaded configuration for CMPS: 5 features, N/A% accuracy
[2025-12-02T20:52:50.413199] [INFO ] [LOCAL     ] CMPS: Loaded 5 optimal features with 68.14% confidence from JSON config
[2025-12-02T20:52:50.413230] [DEBUG] [MAG       ] Building data for symbol: CMPS with lookback: 0
[2025-12-02T20:52:50.414137] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:50.414201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:50.420165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:50.421144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:52:50.423036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:52:50.427201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:52:50.428721] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:50.472869] [INFO ] [LOCAL     ] PMVP: Saved forecast.
[2025-12-02T20:52:50.472934] [INFO ] [main      ] PMVP: Signal=1 (Conf=90.0%), Magnitude=-4.11% (Conf=34.0092%)
[2025-12-02T20:52:50.473092] [INFO ] [main      ] Fetching symbol history for TPL...
[2025-12-02T20:52:50.473133] [DEBUG] [REMOTE    ] TPL: Fetching historical data.
[2025-12-02T20:52:50.475646] [INFO ] [main      ] Progress: 340/965 forecasts completed (35.2%). PMVP finished in 0.6s. ETA: 1m 43s. Rate: 363.50 forecasts/min
[2025-12-02T20:52:50.485614] [DEBUG] [REMOTE    ] TPL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:50.486418] [DEBUG] [LOCAL     ] Loaded configuration for TPL: 4 features, N/A% accuracy
[2025-12-02T20:52:50.486473] [INFO ] [LOCAL     ] TPL: Loaded 4 optimal features with 56.96% confidence from JSON config
[2025-12-02T20:52:50.486504] [DEBUG] [MAG       ] Building data for symbol: TPL with lookback: 0
[2025-12-02T20:52:50.487278] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:50.487336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:50.489051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:50.489536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:50.489998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:50.490757] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:50.657514] [DEBUG] [MAG       ] VFC: Last date is validated at 2025-12-02
[2025-12-02T20:52:50.727408] [DEBUG] [MAG       ] MNSO: Last date is validated at 2025-12-02
[2025-12-02T20:52:50.758462] [DEBUG] [MAG       ] CMPS: Last date is validated at 2025-12-02
[2025-12-02T20:52:50.823421] [DEBUG] [MAG       ] VFC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:50.827234] [DEBUG] [MAG       ] TPL: Last date is validated at 2025-12-02
[2025-12-02T20:52:50.890690] [DEBUG] [MAG       ] MNSO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:50.902309] [INFO ] [LOCAL     ] VFC: Saved forecast.
[2025-12-02T20:52:50.902374] [INFO ] [main      ] VFC: Signal=1 (Conf=90.0%), Magnitude=6.44% (Conf=42.5431%)
[2025-12-02T20:52:50.902724] [INFO ] [main      ] Fetching symbol history for EB...
[2025-12-02T20:52:50.902773] [DEBUG] [REMOTE    ] EB: Fetching historical data.
[2025-12-02T20:52:50.903667] [INFO ] [main      ] Progress: 341/965 forecasts completed (35.3%). VFC finished in 0.6s. ETA: 1m 43s. Rate: 361.81 forecasts/min
[2025-12-02T20:52:50.913947] [DEBUG] [REMOTE    ] EB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:50.915119] [DEBUG] [LOCAL     ] Loaded configuration for EB: 2 features, N/A% accuracy
[2025-12-02T20:52:50.915170] [INFO ] [LOCAL     ] EB: Loaded 2 optimal features with 56.41% confidence from JSON config
[2025-12-02T20:52:50.915201] [DEBUG] [MAG       ] Building data for symbol: EB with lookback: 0
[2025-12-02T20:52:50.915986] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:52:50.916042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:50.923747] [DEBUG] [MAG       ] CMPS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:50.953632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:52:50.980693] [INFO ] [LOCAL     ] MNSO: Saved forecast.
[2025-12-02T20:52:50.980757] [INFO ] [main      ] MNSO: Signal=1 (Conf=90.0%), Magnitude=3.97% (Conf=48.4808%)
[2025-12-02T20:52:50.981127] [INFO ] [main      ] Fetching symbol history for GLBS...
[2025-12-02T20:52:50.981491] [DEBUG] [REMOTE    ] GLBS: Fetching historical data.
[2025-12-02T20:52:50.982659] [INFO ] [main      ] Progress: 342/965 forecasts completed (35.4%). MNSO finished in 0.6s. ETA: 1m 43s. Rate: 362.37 forecasts/min
[2025-12-02T20:52:50.993327] [DEBUG] [REMOTE    ] GLBS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:50.994322] [DEBUG] [LOCAL     ] Loaded configuration for GLBS: 6 features, N/A% accuracy
[2025-12-02T20:52:50.994377] [INFO ] [LOCAL     ] GLBS: Loaded 6 optimal features with 23.87% confidence from JSON config
[2025-12-02T20:52:50.994407] [DEBUG] [MAG       ] Building data for symbol: GLBS with lookback: 0
[2025-12-02T20:52:50.995182] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:50.995241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:50.996881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:50.996944] [DEBUG] [MAG       ] TPL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:50.997368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:50.997773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:52:50.997779] [INFO ] [LOCAL     ] CMPS: Saved forecast.
[2025-12-02T20:52:50.997859] [INFO ] [main      ] CMPS: Signal=1 (Conf=90.0%), Magnitude=-2.93% (Conf=68.1446%)
[2025-12-02T20:52:50.998255] [INFO ] [main      ] Fetching symbol history for LTC...
[2025-12-02T20:52:50.998307] [DEBUG] [REMOTE    ] LTC: Fetching historical data.
[2025-12-02T20:52:50.999662] [INFO ] [main      ] Progress: 343/965 forecasts completed (35.5%). CMPS finished in 0.6s. ETA: 1m 43s. Rate: 363.32 forecasts/min
[2025-12-02T20:52:51.000357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:52:51.002830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:52:51.004173] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:51.009607] [DEBUG] [REMOTE    ] LTC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:51.010445] [DEBUG] [LOCAL     ] Loaded configuration for LTC: 6 features, N/A% accuracy
[2025-12-02T20:52:51.010494] [INFO ] [LOCAL     ] LTC: Loaded 6 optimal features with 50.72% confidence from JSON config
[2025-12-02T20:52:51.010524] [DEBUG] [MAG       ] Building data for symbol: LTC with lookback: 0
[2025-12-02T20:52:51.011294] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:51.011353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:51.016015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:51.017774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:51.018260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:51.020603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:52:51.028214] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:51.129075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:52:51.131304] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:51.207548] [INFO ] [LOCAL     ] TPL: Saved forecast.
[2025-12-02T20:52:51.207633] [INFO ] [main      ] TPL: Signal=1 (Conf=90.0%), Magnitude=1.19% (Conf=56.96%)
[2025-12-02T20:52:51.208018] [INFO ] [main      ] Fetching symbol history for LWAY...
[2025-12-02T20:52:51.208073] [DEBUG] [REMOTE    ] LWAY: Fetching historical data.
[2025-12-02T20:52:51.209650] [INFO ] [main      ] Progress: 344/965 forecasts completed (35.6%). TPL finished in 0.7s. ETA: 1m 43s. Rate: 363.03 forecasts/min
[2025-12-02T20:52:51.220182] [DEBUG] [REMOTE    ] LWAY: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:51.221129] [DEBUG] [LOCAL     ] Loaded configuration for LWAY: 6 features, N/A% accuracy
[2025-12-02T20:52:51.221180] [INFO ] [LOCAL     ] LWAY: Loaded 6 optimal features with 67.75% confidence from JSON config
[2025-12-02T20:52:51.221210] [DEBUG] [MAG       ] Building data for symbol: LWAY with lookback: 0
[2025-12-02T20:52:51.221986] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:51.222045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:51.226767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:51.228566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:51.229049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:51.229503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:51.231914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:52:51.233283] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:51.334621] [DEBUG] [MAG       ] GLBS: Last date is validated at 2025-12-02
[2025-12-02T20:52:51.360279] [DEBUG] [MAG       ] EB: Last date is validated at 2025-12-02
[2025-12-02T20:52:51.461917] [DEBUG] [MAG       ] LTC: Last date is validated at 2025-12-02
[2025-12-02T20:52:51.497973] [DEBUG] [MAG       ] GLBS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:51.525815] [DEBUG] [MAG       ] EB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:51.555928] [INFO ] [LOCAL     ] GLBS: Saved forecast.
[2025-12-02T20:52:51.555993] [INFO ] [main      ] GLBS: Signal=1 (Conf=90.0%), Magnitude=9.61% (Conf=23.8657%)
[2025-12-02T20:52:51.556321] [INFO ] [main      ] Fetching symbol history for DORM...
[2025-12-02T20:52:51.556370] [DEBUG] [REMOTE    ] DORM: Fetching historical data.
[2025-12-02T20:52:51.557265] [INFO ] [main      ] Progress: 345/965 forecasts completed (35.8%). GLBS finished in 0.6s. ETA: 1m 43s. Rate: 361.87 forecasts/min
[2025-12-02T20:52:51.567964] [DEBUG] [MAG       ] LWAY: Last date is validated at 2025-12-02
[2025-12-02T20:52:51.567958] [DEBUG] [REMOTE    ] DORM: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:51.569199] [DEBUG] [LOCAL     ] Loaded configuration for DORM: 6 features, N/A% accuracy
[2025-12-02T20:52:51.569254] [INFO ] [LOCAL     ] DORM: Loaded 6 optimal features with 63.38% confidence from JSON config
[2025-12-02T20:52:51.569285] [DEBUG] [MAG       ] Building data for symbol: DORM with lookback: 0
[2025-12-02T20:52:51.570055] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:51.570114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:51.571767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:51.572250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:51.572700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:51.573088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:52:51.573711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:52:51.574786] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:51.583945] [INFO ] [LOCAL     ] EB: Saved forecast.
[2025-12-02T20:52:51.584009] [INFO ] [main      ] EB: Signal=1 (Conf=90.0%), Magnitude=42.79% (Conf=56.4107%)
[2025-12-02T20:52:51.584170] [INFO ] [main      ] Fetching symbol history for FLWS...
[2025-12-02T20:52:51.584211] [DEBUG] [REMOTE    ] FLWS: Fetching historical data.
[2025-12-02T20:52:51.585783] [INFO ] [main      ] Progress: 346/965 forecasts completed (35.9%). EB finished in 0.7s. ETA: 1m 42s. Rate: 362.74 forecasts/min
[2025-12-02T20:52:51.596179] [DEBUG] [REMOTE    ] FLWS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:51.597079] [DEBUG] [LOCAL     ] Loaded configuration for FLWS: 5 features, N/A% accuracy
[2025-12-02T20:52:51.597129] [INFO ] [LOCAL     ] FLWS: Loaded 5 optimal features with 51.67% confidence from JSON config
[2025-12-02T20:52:51.597159] [DEBUG] [MAG       ] Building data for symbol: FLWS with lookback: 0
[2025-12-02T20:52:51.597970] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:51.598073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:51.603117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:51.604910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:51.605362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:52:51.607941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:52:51.609346] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:51.629312] [DEBUG] [MAG       ] LTC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:51.701511] [INFO ] [LOCAL     ] LTC: Saved forecast.
[2025-12-02T20:52:51.701596] [INFO ] [main      ] LTC: Signal=1 (Conf=90.0%), Magnitude=-0.19% (Conf=50.7224%)
[2025-12-02T20:52:51.701765] [INFO ] [main      ] Fetching symbol history for GAIN...
[2025-12-02T20:52:51.701808] [DEBUG] [REMOTE    ] GAIN: Fetching historical data.
[2025-12-02T20:52:51.702877] [INFO ] [main      ] Progress: 347/965 forecasts completed (36.0%). LTC finished in 0.7s. ETA: 1m 42s. Rate: 363.05 forecasts/min
[2025-12-02T20:52:51.712421] [DEBUG] [REMOTE    ] GAIN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:51.713423] [DEBUG] [LOCAL     ] Loaded configuration for GAIN: 7 features, N/A% accuracy
[2025-12-02T20:52:51.713474] [INFO ] [LOCAL     ] GAIN: Loaded 7 optimal features with 73.67% confidence from JSON config
[2025-12-02T20:52:51.713505] [DEBUG] [MAG       ] Building data for symbol: GAIN with lookback: 0
[2025-12-02T20:52:51.714284] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:52:51.714347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:51.719185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:51.721070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:51.721530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:51.722391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:52:51.724296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:52:51.728117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:52:51.729495] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:51.735414] [DEBUG] [MAG       ] LWAY: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:51.822744] [INFO ] [LOCAL     ] LWAY: Saved forecast.
[2025-12-02T20:52:51.822812] [INFO ] [main      ] LWAY: Signal=1 (Conf=90.0%), Magnitude=-0.59% (Conf=67.7545%)
[2025-12-02T20:52:51.823145] [INFO ] [main      ] Fetching symbol history for CSX...
[2025-12-02T20:52:51.823192] [DEBUG] [REMOTE    ] CSX: Fetching historical data.
[2025-12-02T20:52:51.823665] [INFO ] [main      ] Progress: 348/965 forecasts completed (36.1%). LWAY finished in 0.6s. ETA: 1m 42s. Rate: 363.33 forecasts/min
[2025-12-02T20:52:51.834520] [DEBUG] [REMOTE    ] CSX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:51.835742] [DEBUG] [LOCAL     ] Loaded configuration for CSX: 10 features, N/A% accuracy
[2025-12-02T20:52:51.835794] [INFO ] [LOCAL     ] CSX: Loaded 10 optimal features with 64.55% confidence from JSON config
[2025-12-02T20:52:51.835826] [DEBUG] [MAG       ] Building data for symbol: CSX with lookback: 0
[2025-12-02T20:52:51.836655] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-02T20:52:51.836714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:51.838373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:51.838891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:51.839341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:51.839743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:51.840509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:52:51.841078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:52:51.842367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:52:51.845194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:52:51.847181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:52:51.849536] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:51.904483] [DEBUG] [MAG       ] DORM: Last date is validated at 2025-12-02
[2025-12-02T20:52:51.951443] [DEBUG] [MAG       ] FLWS: Last date is validated at 2025-12-02
[2025-12-02T20:52:52.065563] [DEBUG] [MAG       ] GAIN: Last date is validated at 2025-12-02
[2025-12-02T20:52:52.069806] [DEBUG] [MAG       ] DORM: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:52.122980] [DEBUG] [MAG       ] FLWS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:52.185390] [DEBUG] [MAG       ] CSX: Last date is validated at 2025-12-02
[2025-12-02T20:52:52.233228] [DEBUG] [MAG       ] GAIN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:52.260327] [INFO ] [LOCAL     ] FLWS: Saved forecast.
[2025-12-02T20:52:52.260391] [INFO ] [main      ] FLWS: Signal=1 (Conf=90.0%), Magnitude=-4.50% (Conf=51.6714%)
[2025-12-02T20:52:52.260766] [INFO ] [main      ] Progress: 349/965 forecasts completed (36.2%). FLWS finished in 0.7s. ETA: 1m 42s. Rate: 361.62 forecasts/min
[2025-12-02T20:52:52.260941] [INFO ] [main      ] Fetching symbol history for PAGS...
[2025-12-02T20:52:52.260986] [DEBUG] [REMOTE    ] PAGS: Fetching historical data.
[2025-12-02T20:52:52.273511] [DEBUG] [REMOTE    ] PAGS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:52.274407] [DEBUG] [LOCAL     ] Loaded configuration for PAGS: 3 features, N/A% accuracy
[2025-12-02T20:52:52.274456] [INFO ] [LOCAL     ] PAGS: Loaded 3 optimal features with 47.31% confidence from JSON config
[2025-12-02T20:52:52.274487] [DEBUG] [MAG       ] Building data for symbol: PAGS with lookback: 0
[2025-12-02T20:52:52.275266] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:52.275323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:52.276989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:52.277470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:52:52.299721] [INFO ] [LOCAL     ] GAIN: Saved forecast.
[2025-12-02T20:52:52.299786] [INFO ] [main      ] GAIN: Signal=1 (Conf=90.0%), Magnitude=-0.44% (Conf=73.6705%)
[2025-12-02T20:52:52.300210] [INFO ] [main      ] Fetching symbol history for AGX...
[2025-12-02T20:52:52.300259] [DEBUG] [REMOTE    ] AGX: Fetching historical data.
[2025-12-02T20:52:52.300655] [INFO ] [main      ] Progress: 350/965 forecasts completed (36.3%). GAIN finished in 0.6s. ETA: 1m 42s. Rate: 362.41 forecasts/min
[2025-12-02T20:52:52.311168] [DEBUG] [REMOTE    ] AGX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:52.312043] [DEBUG] [LOCAL     ] Loaded configuration for AGX: 6 features, N/A% accuracy
[2025-12-02T20:52:52.312093] [INFO ] [LOCAL     ] AGX: Loaded 6 optimal features with 59.73% confidence from JSON config
[2025-12-02T20:52:52.312124] [DEBUG] [MAG       ] Building data for symbol: AGX with lookback: 0
[2025-12-02T20:52:52.312884] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:52.312943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:52.314595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:52.315087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:52.315461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:52:52.317061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:52:52.318176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:52:52.318854] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:52.322967] [INFO ] [LOCAL     ] DORM: Saved forecast.
[2025-12-02T20:52:52.323031] [INFO ] [main      ] DORM: Signal=1 (Conf=90.0%), Magnitude=-1.82% (Conf=63.3836%)
[2025-12-02T20:52:52.323346] [INFO ] [main      ] Fetching symbol history for SY...
[2025-12-02T20:52:52.323394] [DEBUG] [REMOTE    ] SY: Fetching historical data.
[2025-12-02T20:52:52.324301] [INFO ] [main      ] Progress: 351/965 forecasts completed (36.4%). DORM finished in 0.8s. ETA: 1m 41s. Rate: 363.30 forecasts/min
[2025-12-02T20:52:52.334073] [DEBUG] [REMOTE    ] SY: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:52.334999] [DEBUG] [LOCAL     ] Loaded configuration for SY: 7 features, N/A% accuracy
[2025-12-02T20:52:52.335061] [INFO ] [LOCAL     ] SY: Loaded 7 optimal features with 42.69% confidence from JSON config
[2025-12-02T20:52:52.335091] [DEBUG] [MAG       ] Building data for symbol: SY with lookback: 0
[2025-12-02T20:52:52.335905] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:52:52.335969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:52.340762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:52.341611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:52:52.344378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:52.346152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:52.346628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:52:52.347702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:52:52.349677] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:52.355329] [DEBUG] [MAG       ] CSX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:52.389903] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:52.437055] [INFO ] [LOCAL     ] CSX: Saved forecast.
[2025-12-02T20:52:52.437129] [INFO ] [main      ] CSX: Signal=1 (Conf=90.0%), Magnitude=-2.66% (Conf=64.5468%)
[2025-12-02T20:52:52.437461] [INFO ] [main      ] Fetching symbol history for RBLX...
[2025-12-02T20:52:52.437509] [DEBUG] [REMOTE    ] RBLX: Fetching historical data.
[2025-12-02T20:52:52.437673] [INFO ] [main      ] Progress: 352/965 forecasts completed (36.5%). CSX finished in 0.6s. ETA: 1m 41s. Rate: 363.62 forecasts/min
[2025-12-02T20:52:52.449938] [DEBUG] [REMOTE    ] RBLX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:52.450742] [DEBUG] [LOCAL     ] Loaded configuration for RBLX: 2 features, N/A% accuracy
[2025-12-02T20:52:52.450797] [INFO ] [LOCAL     ] RBLX: Loaded 2 optimal features with 63.92% confidence from JSON config
[2025-12-02T20:52:52.450829] [DEBUG] [MAG       ] Building data for symbol: RBLX with lookback: 0
[2025-12-02T20:52:52.451636] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:52:52.451692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:52.456428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:52:52.470960] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:52.658830] [DEBUG] [MAG       ] AGX: Last date is validated at 2025-12-02
[2025-12-02T20:52:52.683079] [DEBUG] [MAG       ] SY: Last date is validated at 2025-12-02
[2025-12-02T20:52:52.758717] [DEBUG] [MAG       ] PAGS: Last date is validated at 2025-12-02
[2025-12-02T20:52:52.831231] [DEBUG] [MAG       ] AGX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:52.850556] [DEBUG] [MAG       ] SY: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:52.864930] [DEBUG] [MAG       ] RBLX: Last date is validated at 2025-12-02
[2025-12-02T20:52:52.912445] [INFO ] [LOCAL     ] SY: Saved forecast.
[2025-12-02T20:52:52.912515] [INFO ] [main      ] SY: Signal=1 (Conf=90.0%), Magnitude=1.45% (Conf=42.6868%)
[2025-12-02T20:52:52.912980] [INFO ] [main      ] Fetching symbol history for AVDL...
[2025-12-02T20:52:52.913029] [DEBUG] [REMOTE    ] AVDL: Fetching historical data.
[2025-12-02T20:52:52.912890] [INFO ] [main      ] Progress: 353/965 forecasts completed (36.6%). SY finished in 0.6s. ETA: 1m 42s. Rate: 361.69 forecasts/min
[2025-12-02T20:52:52.923950] [DEBUG] [REMOTE    ] AVDL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:52.924835] [DEBUG] [LOCAL     ] Loaded configuration for AVDL: 3 features, N/A% accuracy
[2025-12-02T20:52:52.924890] [INFO ] [LOCAL     ] AVDL: Loaded 3 optimal features with 36.97% confidence from JSON config
[2025-12-02T20:52:52.924931] [DEBUG] [MAG       ] Building data for symbol: AVDL with lookback: 0
[2025-12-02T20:52:52.925715] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:52.925772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:52.926468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:52.927292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:52:52.929147] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:52.929391] [DEBUG] [MAG       ] PAGS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:52.979641] [INFO ] [LOCAL     ] AGX: Saved forecast.
[2025-12-02T20:52:52.979707] [INFO ] [main      ] AGX: Signal=1 (Conf=90.0%), Magnitude=-0.66% (Conf=59.7344%)
[2025-12-02T20:52:52.980120] [INFO ] [main      ] Fetching symbol history for BGRN...
[2025-12-02T20:52:52.980171] [DEBUG] [REMOTE    ] BGRN: Fetching historical data.
[2025-12-02T20:52:52.980662] [INFO ] [main      ] Progress: 354/965 forecasts completed (36.7%). AGX finished in 0.7s. ETA: 1m 41s. Rate: 362.30 forecasts/min
[2025-12-02T20:52:52.990263] [DEBUG] [REMOTE    ] BGRN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:52.990298] [INFO ] [LOCAL     ] PAGS: Saved forecast.
[2025-12-02T20:52:52.990370] [INFO ] [main      ] PAGS: Signal=1 (Conf=90.0%), Magnitude=0.31% (Conf=47.3066%)
[2025-12-02T20:52:52.990756] [INFO ] [main      ] Fetching symbol history for AVA...
[2025-12-02T20:52:52.990807] [DEBUG] [REMOTE    ] AVA: Fetching historical data.
[2025-12-02T20:52:52.991139] [DEBUG] [LOCAL     ] Loaded configuration for BGRN: 3 features, N/A% accuracy
[2025-12-02T20:52:52.991194] [INFO ] [LOCAL     ] BGRN: Loaded 3 optimal features with 54.95% confidence from JSON config
[2025-12-02T20:52:52.991224] [DEBUG] [MAG       ] Building data for symbol: BGRN with lookback: 0
[2025-12-02T20:52:52.991647] [INFO ] [main      ] Progress: 355/965 forecasts completed (36.8%). PAGS finished in 0.7s. ETA: 1m 41s. Rate: 363.25 forecasts/min
[2025-12-02T20:52:52.992482] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:52.992625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:52.993359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:52:52.995375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:52:53.002325] [DEBUG] [REMOTE    ] AVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:53.003247] [DEBUG] [LOCAL     ] Loaded configuration for AVA: 7 features, N/A% accuracy
[2025-12-02T20:52:53.003298] [INFO ] [LOCAL     ] AVA: Loaded 7 optimal features with 57.13% confidence from JSON config
[2025-12-02T20:52:53.003328] [DEBUG] [MAG       ] Building data for symbol: AVA with lookback: 0
[2025-12-02T20:52:53.004128] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:52:53.004191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:53.008935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:52:53.010191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:52:53.010409] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:53.012167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:52:53.016417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:52:53.017660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:52:53.020467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:52:53.021121] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:53.033348] [DEBUG] [MAG       ] RBLX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:53.142406] [INFO ] [LOCAL     ] RBLX: Saved forecast.
[2025-12-02T20:52:53.142470] [INFO ] [main      ] RBLX: Signal=1 (Conf=90.0%), Magnitude=-1.68% (Conf=63.9205%)
[2025-12-02T20:52:53.142654] [INFO ] [main      ] Fetching symbol history for BMRN...
[2025-12-02T20:52:53.142701] [DEBUG] [REMOTE    ] BMRN: Fetching historical data.
[2025-12-02T20:52:53.143662] [INFO ] [main      ] Progress: 356/965 forecasts completed (36.9%). RBLX finished in 0.7s. ETA: 1m 41s. Rate: 363.34 forecasts/min
[2025-12-02T20:52:53.154277] [DEBUG] [REMOTE    ] BMRN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:53.155446] [DEBUG] [LOCAL     ] Loaded configuration for BMRN: 4 features, N/A% accuracy
[2025-12-02T20:52:53.155499] [INFO ] [LOCAL     ] BMRN: Loaded 4 optimal features with 53.38% confidence from JSON config
[2025-12-02T20:52:53.155531] [DEBUG] [MAG       ] Building data for symbol: BMRN with lookback: 0
[2025-12-02T20:52:53.156319] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:53.156379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:53.161212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:52:53.162929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:52:53.164960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:52:53.169220] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:53.262501] [DEBUG] [MAG       ] AVDL: Last date is validated at 2025-12-02
[2025-12-02T20:52:53.352468] [DEBUG] [MAG       ] AVA: Last date is validated at 2025-12-02
[2025-12-02T20:52:53.362338] [DEBUG] [MAG       ] BGRN: Last date is validated at 2025-12-02
[2025-12-02T20:52:53.428007] [DEBUG] [MAG       ] AVDL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:53.501900] [INFO ] [LOCAL     ] AVDL: Saved forecast.
[2025-12-02T20:52:53.501966] [INFO ] [main      ] AVDL: Signal=1 (Conf=90.0%), Magnitude=1.16% (Conf=36.9669%)
[2025-12-02T20:52:53.502305] [INFO ] [main      ] Progress: 357/965 forecasts completed (37.0%). AVDL finished in 0.6s. ETA: 1m 41s. Rate: 362.15 forecasts/min
[2025-12-02T20:52:53.502423] [INFO ] [main      ] Fetching symbol history for UBND...
[2025-12-02T20:52:53.502464] [DEBUG] [REMOTE    ] UBND: Fetching historical data.
[2025-12-02T20:52:53.505786] [DEBUG] [MAG       ] BMRN: Last date is validated at 2025-12-02
[2025-12-02T20:52:53.513823] [DEBUG] [REMOTE    ] UBND: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:53.514558] [DEBUG] [LOCAL     ] Loaded configuration for UBND: 6 features, N/A% accuracy
[2025-12-02T20:52:53.514626] [INFO ] [LOCAL     ] UBND: Loaded 6 optimal features with 41.99% confidence from JSON config
[2025-12-02T20:52:53.514662] [DEBUG] [MAG       ] Building data for symbol: UBND with lookback: 0
[2025-12-02T20:52:53.515402] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:53.515460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:53.516299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:53.519141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:52:53.520822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:52:53.522012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:52:53.522641] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:52:53.524116] [DEBUG] [MAG       ] AVA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:53.525423] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:53.535565] [DEBUG] [MAG       ] BGRN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:53.597376] [INFO ] [LOCAL     ] BGRN: Saved forecast.
[2025-12-02T20:52:53.597443] [INFO ] [main      ] BGRN: Signal=1 (Conf=90.0%), Magnitude=-0.07% (Conf=54.9535%)
[2025-12-02T20:52:53.597819] [INFO ] [main      ] Fetching symbol history for IPGP...
[2025-12-02T20:52:53.597868] [DEBUG] [REMOTE    ] IPGP: Fetching historical data.
[2025-12-02T20:52:53.599669] [INFO ] [main      ] Progress: 358/965 forecasts completed (37.1%). BGRN finished in 0.6s. ETA: 1m 40s. Rate: 362.56 forecasts/min
[2025-12-02T20:52:53.608487] [DEBUG] [REMOTE    ] IPGP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:53.610415] [INFO ] [LOCAL     ] AVA: Saved forecast.
[2025-12-02T20:52:53.610489] [INFO ] [main      ] AVA: Signal=1 (Conf=90.0%), Magnitude=-1.84% (Conf=57.1347%)
[2025-12-02T20:52:53.610618] [DEBUG] [LOCAL     ] Loaded configuration for IPGP: 3 features, N/A% accuracy
[2025-12-02T20:52:53.610672] [INFO ] [LOCAL     ] IPGP: Loaded 3 optimal features with 53.22% confidence from JSON config
[2025-12-02T20:52:53.610703] [DEBUG] [MAG       ] Building data for symbol: IPGP with lookback: 0
[2025-12-02T20:52:53.610893] [INFO ] [main      ] Fetching symbol history for FC...
[2025-12-02T20:52:53.610949] [DEBUG] [REMOTE    ] FC: Fetching historical data.
[2025-12-02T20:52:53.610959] [INFO ] [main      ] Progress: 359/965 forecasts completed (37.2%). AVA finished in 0.6s. ETA: 1m 40s. Rate: 363.51 forecasts/min
[2025-12-02T20:52:53.611445] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:53.611504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:53.612216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:53.616601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:52:53.617832] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:53.621466] [DEBUG] [REMOTE    ] FC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:53.622178] [DEBUG] [LOCAL     ] Loaded configuration for FC: 3 features, N/A% accuracy
[2025-12-02T20:52:53.622227] [INFO ] [LOCAL     ] FC: Loaded 3 optimal features with 61.96% confidence from JSON config
[2025-12-02T20:52:53.622258] [DEBUG] [MAG       ] Building data for symbol: FC with lookback: 0
[2025-12-02T20:52:53.623060] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:53.623117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:53.624788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:53.625301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:52:53.626619] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:53.681707] [DEBUG] [MAG       ] BMRN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:53.781331] [INFO ] [LOCAL     ] BMRN: Saved forecast.
[2025-12-02T20:52:53.781393] [INFO ] [main      ] BMRN: Signal=1 (Conf=90.0%), Magnitude=2.37% (Conf=53.3817%)
[2025-12-02T20:52:53.781749] [INFO ] [main      ] Fetching symbol history for TD...
[2025-12-02T20:52:53.781798] [DEBUG] [REMOTE    ] TD: Fetching historical data.
[2025-12-02T20:52:53.782678] [INFO ] [main      ] Progress: 360/965 forecasts completed (37.3%). BMRN finished in 0.6s. ETA: 1m 40s. Rate: 363.47 forecasts/min
[2025-12-02T20:52:53.795710] [DEBUG] [REMOTE    ] TD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:53.796560] [DEBUG] [LOCAL     ] Loaded configuration for TD: 5 features, N/A% accuracy
[2025-12-02T20:52:53.796631] [INFO ] [LOCAL     ] TD: Loaded 5 optimal features with 45.19% confidence from JSON config
[2025-12-02T20:52:53.796664] [DEBUG] [MAG       ] Building data for symbol: TD with lookback: 0
[2025-12-02T20:52:53.797410] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:53.797469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:53.802147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:53.839889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:52:53.842468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:52:53.844682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:52:53.845960] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:53.870831] [DEBUG] [MAG       ] UBND: Last date is validated at 2025-12-02
[2025-12-02T20:52:53.961196] [DEBUG] [MAG       ] IPGP: Last date is validated at 2025-12-02
[2025-12-02T20:52:53.981189] [DEBUG] [MAG       ] FC: Last date is validated at 2025-12-02
[2025-12-02T20:52:54.039795] [DEBUG] [MAG       ] UBND: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:54.102200] [INFO ] [LOCAL     ] UBND: Saved forecast.
[2025-12-02T20:52:54.102264] [INFO ] [main      ] UBND: Signal=1 (Conf=90.0%), Magnitude=0.09% (Conf=41.9894%)
[2025-12-02T20:52:54.102423] [INFO ] [main      ] Fetching symbol history for SANM...
[2025-12-02T20:52:54.102464] [DEBUG] [REMOTE    ] SANM: Fetching historical data.
[2025-12-02T20:52:54.103666] [INFO ] [main      ] Progress: 361/965 forecasts completed (37.4%). UBND finished in 0.6s. ETA: 1m 40s. Rate: 362.52 forecasts/min
[2025-12-02T20:52:54.114201] [DEBUG] [REMOTE    ] SANM: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:54.115425] [DEBUG] [LOCAL     ] Loaded configuration for SANM: 6 features, N/A% accuracy
[2025-12-02T20:52:54.115494] [INFO ] [LOCAL     ] SANM: Loaded 6 optimal features with 46.81% confidence from JSON config
[2025-12-02T20:52:54.115538] [DEBUG] [MAG       ] Building data for symbol: SANM with lookback: 0
[2025-12-02T20:52:54.116429] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:54.116490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:54.118186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:54.118716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:54.119093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:54.134239] [DEBUG] [MAG       ] IPGP: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:54.159403] [DEBUG] [MAG       ] FC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:54.164237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:52:54.165718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:52:54.167374] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:54.189064] [DEBUG] [MAG       ] TD: Last date is validated at 2025-12-02
[2025-12-02T20:52:54.243272] [INFO ] [LOCAL     ] FC: Saved forecast.
[2025-12-02T20:52:54.243343] [INFO ] [main      ] FC: Signal=1 (Conf=90.0%), Magnitude=-3.28% (Conf=61.961%)
[2025-12-02T20:52:54.243511] [INFO ] [main      ] Fetching symbol history for DJCO...
[2025-12-02T20:52:54.243555] [DEBUG] [REMOTE    ] DJCO: Fetching historical data.
[2025-12-02T20:52:54.245659] [INFO ] [main      ] Progress: 362/965 forecasts completed (37.5%). FC finished in 0.6s. ETA: 1m 40s. Rate: 362.66 forecasts/min
[2025-12-02T20:52:54.254085] [INFO ] [LOCAL     ] IPGP: Saved forecast.
[2025-12-02T20:52:54.254173] [INFO ] [main      ] IPGP: Signal=1 (Conf=90.0%), Magnitude=5.56% (Conf=53.2185%)
[2025-12-02T20:52:54.254642] [INFO ] [main      ] Fetching symbol history for BYD...
[2025-12-02T20:52:54.254712] [DEBUG] [REMOTE    ] BYD: Fetching historical data.
[2025-12-02T20:52:54.254648] [INFO ] [main      ] Progress: 363/965 forecasts completed (37.6%). IPGP finished in 0.7s. ETA: 1m 39s. Rate: 363.61 forecasts/min
[2025-12-02T20:52:54.255823] [DEBUG] [REMOTE    ] DJCO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:54.256973] [DEBUG] [LOCAL     ] Loaded configuration for DJCO: 4 features, N/A% accuracy
[2025-12-02T20:52:54.257031] [INFO ] [LOCAL     ] DJCO: Loaded 4 optimal features with 58.58% confidence from JSON config
[2025-12-02T20:52:54.257062] [DEBUG] [MAG       ] Building data for symbol: DJCO with lookback: 0
[2025-12-02T20:52:54.257915] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:54.258004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:54.262896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:54.263743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:54.266257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:52:54.267256] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:54.270063] [DEBUG] [REMOTE    ] BYD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:54.271210] [DEBUG] [LOCAL     ] Loaded configuration for BYD: 4 features, N/A% accuracy
[2025-12-02T20:52:54.271283] [INFO ] [LOCAL     ] BYD: Loaded 4 optimal features with 41.62% confidence from JSON config
[2025-12-02T20:52:54.271333] [DEBUG] [MAG       ] Building data for symbol: BYD with lookback: 0
[2025-12-02T20:52:54.272518] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:54.272620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:54.280215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:54.283001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:54.283717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:54.284273] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:54.375962] [DEBUG] [MAG       ] TD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:54.488647] [INFO ] [LOCAL     ] TD: Saved forecast.
[2025-12-02T20:52:54.488713] [INFO ] [main      ] TD: Signal=1 (Conf=90.0%), Magnitude=0.47% (Conf=45.1902%)
[2025-12-02T20:52:54.489038] [INFO ] [main      ] Fetching symbol history for MKL...
[2025-12-02T20:52:54.489090] [DEBUG] [REMOTE    ] MKL: Fetching historical data.
[2025-12-02T20:52:54.489945] [INFO ] [main      ] Progress: 364/965 forecasts completed (37.7%). TD finished in 0.7s. ETA: 1m 39s. Rate: 363.18 forecasts/min
[2025-12-02T20:52:54.501772] [DEBUG] [REMOTE    ] MKL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:54.502756] [DEBUG] [LOCAL     ] Loaded configuration for MKL: 2 features, N/A% accuracy
[2025-12-02T20:52:54.502818] [INFO ] [LOCAL     ] MKL: Loaded 2 optimal features with 56.08% confidence from JSON config
[2025-12-02T20:52:54.502877] [DEBUG] [MAG       ] Building data for symbol: MKL with lookback: 0
[2025-12-02T20:52:54.503756] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:52:54.503815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:52:54.506098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:52:54.510817] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:54.635601] [DEBUG] [MAG       ] SANM: Last date is validated at 2025-12-02
[2025-12-02T20:52:54.681285] [DEBUG] [MAG       ] DJCO: Last date is validated at 2025-12-02
[2025-12-02T20:52:54.710088] [DEBUG] [MAG       ] BYD: Last date is validated at 2025-12-02
[2025-12-02T20:52:54.870819] [DEBUG] [MAG       ] SANM: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:54.878438] [DEBUG] [MAG       ] DJCO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:54.883109] [DEBUG] [MAG       ] MKL: Last date is validated at 2025-12-02
[2025-12-02T20:52:54.899001] [DEBUG] [MAG       ] BYD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:55.008372] [INFO ] [LOCAL     ] BYD: Saved forecast.
[2025-12-02T20:52:55.008440] [INFO ] [main      ] BYD: Signal=1 (Conf=90.0%), Magnitude=0.08% (Conf=41.621%)
[2025-12-02T20:52:55.008800] [INFO ] [main      ] Fetching symbol history for SRI...
[2025-12-02T20:52:55.008861] [DEBUG] [REMOTE    ] SRI: Fetching historical data.
[2025-12-02T20:52:55.009671] [INFO ] [main      ] Progress: 365/965 forecasts completed (37.8%). BYD finished in 0.8s. ETA: 1m 40s. Rate: 361.06 forecasts/min
[2025-12-02T20:52:55.012639] [INFO ] [LOCAL     ] SANM: Saved forecast.
[2025-12-02T20:52:55.012718] [INFO ] [main      ] SANM: Signal=1 (Conf=90.0%), Magnitude=1.42% (Conf=46.8081%)
[2025-12-02T20:52:55.012910] [INFO ] [main      ] Fetching symbol history for GRND...
[2025-12-02T20:52:55.012962] [DEBUG] [REMOTE    ] GRND: Fetching historical data.
[2025-12-02T20:52:55.014641] [INFO ] [main      ] Progress: 366/965 forecasts completed (37.9%). SANM finished in 0.9s. ETA: 1m 39s. Rate: 362.02 forecasts/min
[2025-12-02T20:52:55.021234] [DEBUG] [REMOTE    ] SRI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:55.022279] [DEBUG] [LOCAL     ] Loaded configuration for SRI: 5 features, N/A% accuracy
[2025-12-02T20:52:55.022347] [INFO ] [LOCAL     ] SRI: Loaded 5 optimal features with 48.84% confidence from JSON config
[2025-12-02T20:52:55.022388] [DEBUG] [MAG       ] Building data for symbol: SRI with lookback: 0
[2025-12-02T20:52:55.023475] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:55.023543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:55.025747] [DEBUG] [REMOTE    ] GRND: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:55.026149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:52:55.026629] [DEBUG] [LOCAL     ] Loaded configuration for GRND: 2 features, N/A% accuracy
[2025-12-02T20:52:55.026692] [INFO ] [LOCAL     ] GRND: Loaded 2 optimal features with 53.74% confidence from JSON config
[2025-12-02T20:52:55.026733] [DEBUG] [MAG       ] Building data for symbol: GRND with lookback: 0
[2025-12-02T20:52:55.027704] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:52:55.027774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:55.028204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:55.033980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:52:55.035334] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:55.047524] [INFO ] [LOCAL     ] DJCO: Saved forecast.
[2025-12-02T20:52:55.047613] [INFO ] [main      ] DJCO: Signal=1 (Conf=90.0%), Magnitude=6.31% (Conf=58.5776%)
[2025-12-02T20:52:55.047969] [INFO ] [main      ] Fetching symbol history for AVB...
[2025-12-02T20:52:55.048047] [DEBUG] [REMOTE    ] AVB: Fetching historical data.
[2025-12-02T20:52:55.048676] [INFO ] [main      ] Progress: 367/965 forecasts completed (38.0%). DJCO finished in 0.8s. ETA: 1m 39s. Rate: 362.81 forecasts/min
[2025-12-02T20:52:55.063003] [DEBUG] [REMOTE    ] AVB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:55.064261] [DEBUG] [LOCAL     ] Loaded configuration for AVB: 5 features, N/A% accuracy
[2025-12-02T20:52:55.064339] [INFO ] [LOCAL     ] AVB: Loaded 5 optimal features with 64.11% confidence from JSON config
[2025-12-02T20:52:55.064381] [DEBUG] [MAG       ] Building data for symbol: AVB with lookback: 0
[2025-12-02T20:52:55.065491] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:55.065562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:55.070132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:52:55.071637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:55.072418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:52:55.073678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:55.074206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:55.074608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:55.075698] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:55.085005] [DEBUG] [MAG       ] MKL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:55.090036] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:55.293927] [INFO ] [LOCAL     ] MKL: Saved forecast.
[2025-12-02T20:52:55.294009] [INFO ] [main      ] MKL: Signal=1 (Conf=90.0%), Magnitude=-0.75% (Conf=56.081%)
[2025-12-02T20:52:55.294405] [INFO ] [main      ] Progress: 368/965 forecasts completed (38.1%). MKL finished in 0.8s. ETA: 1m 39s. Rate: 362.33 forecasts/min
[2025-12-02T20:52:55.294625] [INFO ] [main      ] Fetching symbol history for VECO...
[2025-12-02T20:52:55.294674] [DEBUG] [REMOTE    ] VECO: Fetching historical data.
[2025-12-02T20:52:55.307075] [DEBUG] [REMOTE    ] VECO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:55.308257] [DEBUG] [LOCAL     ] Loaded configuration for VECO: 2 features, N/A% accuracy
[2025-12-02T20:52:55.308316] [INFO ] [LOCAL     ] VECO: Loaded 2 optimal features with 50.93% confidence from JSON config
[2025-12-02T20:52:55.308348] [DEBUG] [MAG       ] Building data for symbol: VECO with lookback: 0
[2025-12-02T20:52:55.309287] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:52:55.309348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:52:55.311076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:52:55.311991] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:55.428865] [DEBUG] [MAG       ] SRI: Last date is validated at 2025-12-02
[2025-12-02T20:52:55.454652] [DEBUG] [MAG       ] AVB: Last date is validated at 2025-12-02
[2025-12-02T20:52:55.505677] [DEBUG] [MAG       ] GRND: Last date is validated at 2025-12-02
[2025-12-02T20:52:55.594238] [DEBUG] [MAG       ] SRI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:55.631779] [DEBUG] [MAG       ] AVB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:55.669554] [INFO ] [LOCAL     ] SRI: Saved forecast.
[2025-12-02T20:52:55.669643] [INFO ] [main      ] SRI: Signal=1 (Conf=90.0%), Magnitude=4.23% (Conf=48.8376%)
[2025-12-02T20:52:55.669805] [INFO ] [main      ] Fetching symbol history for DASH...
[2025-12-02T20:52:55.669896] [DEBUG] [REMOTE    ] DASH: Fetching historical data.
[2025-12-02T20:52:55.670862] [INFO ] [main      ] Progress: 369/965 forecasts completed (38.2%). SRI finished in 0.7s. ETA: 1m 39s. Rate: 361.08 forecasts/min
[2025-12-02T20:52:55.676204] [DEBUG] [MAG       ] GRND: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:55.680768] [DEBUG] [REMOTE    ] DASH: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:55.681901] [DEBUG] [LOCAL     ] Loaded configuration for DASH: 3 features, N/A% accuracy
[2025-12-02T20:52:55.681954] [INFO ] [LOCAL     ] DASH: Loaded 3 optimal features with 68.08% confidence from JSON config
[2025-12-02T20:52:55.681989] [DEBUG] [MAG       ] Building data for symbol: DASH with lookback: 0
[2025-12-02T20:52:55.682283] [DEBUG] [MAG       ] VECO: Last date is validated at 2025-12-02
[2025-12-02T20:52:55.682786] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:55.682845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:55.687516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:52:55.688533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:52:55.690275] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:55.741937] [INFO ] [LOCAL     ] AVB: Saved forecast.
[2025-12-02T20:52:55.742001] [INFO ] [main      ] AVB: Signal=1 (Conf=90.0%), Magnitude=0.27% (Conf=64.1105%)
[2025-12-02T20:52:55.742160] [INFO ] [main      ] Fetching symbol history for CWCO...
[2025-12-02T20:52:55.742202] [DEBUG] [REMOTE    ] CWCO: Fetching historical data.
[2025-12-02T20:52:55.742918] [INFO ] [main      ] Progress: 370/965 forecasts completed (38.3%). AVB finished in 0.7s. ETA: 1m 39s. Rate: 361.64 forecasts/min
[2025-12-02T20:52:55.752646] [INFO ] [LOCAL     ] GRND: Saved forecast.
[2025-12-02T20:52:55.752719] [INFO ] [main      ] GRND: Signal=1 (Conf=90.0%), Magnitude=-6.38% (Conf=53.7369%)
[2025-12-02T20:52:55.753082] [INFO ] [main      ] Fetching symbol history for RES...
[2025-12-02T20:52:55.753131] [DEBUG] [REMOTE    ] RES: Fetching historical data.
[2025-12-02T20:52:55.753618] [INFO ] [main      ] Progress: 371/965 forecasts completed (38.4%). GRND finished in 0.7s. ETA: 1m 38s. Rate: 362.55 forecasts/min
[2025-12-02T20:52:55.754318] [DEBUG] [REMOTE    ] CWCO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:55.755325] [DEBUG] [LOCAL     ] Loaded configuration for CWCO: 1 features, N/A% accuracy
[2025-12-02T20:52:55.755377] [INFO ] [LOCAL     ] CWCO: Loaded 1 optimal features with 47.40% confidence from JSON config
[2025-12-02T20:52:55.755408] [DEBUG] [MAG       ] Building data for symbol: CWCO with lookback: 0
[2025-12-02T20:52:55.756168] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:52:55.756223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:52:55.763844] [DEBUG] [REMOTE    ] RES: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:55.764903] [DEBUG] [LOCAL     ] Loaded configuration for RES: 4 features, N/A% accuracy
[2025-12-02T20:52:55.764956] [INFO ] [LOCAL     ] RES: Loaded 4 optimal features with 47.36% confidence from JSON config
[2025-12-02T20:52:55.764987] [DEBUG] [MAG       ] Building data for symbol: RES with lookback: 0
[2025-12-02T20:52:55.765793] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:55.765852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:55.767504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:55.768041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:55.768421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:52:55.774189] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:55.852884] [DEBUG] [MAG       ] VECO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:55.862295] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:55.931425] [INFO ] [LOCAL     ] VECO: Saved forecast.
[2025-12-02T20:52:55.931844] [INFO ] [main      ] VECO: Signal=1 (Conf=90.0%), Magnitude=3.15% (Conf=50.9345%)
[2025-12-02T20:52:55.932273] [INFO ] [main      ] Fetching symbol history for AMWL...
[2025-12-02T20:52:55.932325] [DEBUG] [REMOTE    ] AMWL: Fetching historical data.
[2025-12-02T20:52:55.932651] [INFO ] [main      ] Progress: 372/965 forecasts completed (38.5%). VECO finished in 0.6s. ETA: 1m 38s. Rate: 362.47 forecasts/min
[2025-12-02T20:52:55.944139] [DEBUG] [REMOTE    ] AMWL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:55.945139] [DEBUG] [LOCAL     ] Loaded configuration for AMWL: 5 features, N/A% accuracy
[2025-12-02T20:52:55.945191] [INFO ] [LOCAL     ] AMWL: Loaded 5 optimal features with 55.29% confidence from JSON config
[2025-12-02T20:52:55.945222] [DEBUG] [MAG       ] Building data for symbol: AMWL with lookback: 0
[2025-12-02T20:52:55.946038] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:55.946100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:55.951047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:55.951912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:55.954258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:52:56.025160] [DEBUG] [MAG       ] DASH: Last date is validated at 2025-12-02
[2025-12-02T20:52:56.065916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:52:56.066897] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:56.111692] [DEBUG] [MAG       ] RES: Last date is validated at 2025-12-02
[2025-12-02T20:52:56.189035] [DEBUG] [MAG       ] DASH: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:56.206929] [DEBUG] [MAG       ] CWCO: Last date is validated at 2025-12-02
[2025-12-02T20:52:56.280897] [DEBUG] [MAG       ] RES: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:56.309877] [INFO ] [LOCAL     ] DASH: Saved forecast.
[2025-12-02T20:52:56.309940] [INFO ] [main      ] DASH: Signal=1 (Conf=90.0%), Magnitude=5.80% (Conf=68.0828%)
[2025-12-02T20:52:56.310300] [INFO ] [main      ] Fetching symbol history for TBB...
[2025-12-02T20:52:56.310349] [DEBUG] [REMOTE    ] TBB: Fetching historical data.
[2025-12-02T20:52:56.311094] [INFO ] [main      ] Progress: 373/965 forecasts completed (38.7%). DASH finished in 0.6s. ETA: 1m 38s. Rate: 361.22 forecasts/min
[2025-12-02T20:52:56.320914] [DEBUG] [REMOTE    ] TBB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:56.321765] [DEBUG] [LOCAL     ] Loaded configuration for TBB: 7 features, N/A% accuracy
[2025-12-02T20:52:56.321818] [INFO ] [LOCAL     ] TBB: Loaded 7 optimal features with 56.08% confidence from JSON config
[2025-12-02T20:52:56.321849] [DEBUG] [MAG       ] Building data for symbol: TBB with lookback: 0
[2025-12-02T20:52:56.322611] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:52:56.322670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:56.327318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:56.329095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:56.329585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:56.329964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:56.330814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:56.333114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:52:56.333755] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:56.339834] [INFO ] [LOCAL     ] RES: Saved forecast.
[2025-12-02T20:52:56.339900] [INFO ] [main      ] RES: Signal=1 (Conf=90.0%), Magnitude=0.97% (Conf=47.3624%)
[2025-12-02T20:52:56.340273] [INFO ] [main      ] Fetching symbol history for APO...
[2025-12-02T20:52:56.340321] [DEBUG] [REMOTE    ] APO: Fetching historical data.
[2025-12-02T20:52:56.340650] [INFO ] [main      ] Progress: 374/965 forecasts completed (38.8%). RES finished in 0.6s. ETA: 1m 38s. Rate: 362.02 forecasts/min
[2025-12-02T20:52:56.351965] [DEBUG] [REMOTE    ] APO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:56.352816] [DEBUG] [LOCAL     ] Loaded configuration for APO: 3 features, N/A% accuracy
[2025-12-02T20:52:56.352866] [INFO ] [LOCAL     ] APO: Loaded 3 optimal features with 57.05% confidence from JSON config
[2025-12-02T20:52:56.352896] [DEBUG] [MAG       ] Building data for symbol: APO with lookback: 0
[2025-12-02T20:52:56.353650] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:56.353708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:56.358389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:56.360742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:52:56.411859] [DEBUG] [MAG       ] AMWL: Last date is validated at 2025-12-02
[2025-12-02T20:52:56.434825] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:56.446308] [DEBUG] [MAG       ] CWCO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:56.520421] [INFO ] [LOCAL     ] CWCO: Saved forecast.
[2025-12-02T20:52:56.520487] [INFO ] [main      ] CWCO: Signal=1 (Conf=90.0%), Magnitude=-2.89% (Conf=47.3983%)
[2025-12-02T20:52:56.520863] [INFO ] [main      ] Fetching symbol history for SAFE...
[2025-12-02T20:52:56.520928] [DEBUG] [REMOTE    ] SAFE: Fetching historical data.
[2025-12-02T20:52:56.521650] [INFO ] [main      ] Progress: 375/965 forecasts completed (38.9%). CWCO finished in 0.8s. ETA: 1m 38s. Rate: 361.93 forecasts/min
[2025-12-02T20:52:56.533696] [DEBUG] [REMOTE    ] SAFE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:56.534639] [DEBUG] [LOCAL     ] Loaded configuration for SAFE: 3 features, N/A% accuracy
[2025-12-02T20:52:56.534697] [INFO ] [LOCAL     ] SAFE: Loaded 3 optimal features with 54.64% confidence from JSON config
[2025-12-02T20:52:56.534729] [DEBUG] [MAG       ] Building data for symbol: SAFE with lookback: 0
[2025-12-02T20:52:56.535522] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:56.535599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:56.540637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:52:56.541954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:52:56.544386] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:56.586290] [DEBUG] [MAG       ] AMWL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:56.657854] [INFO ] [LOCAL     ] AMWL: Saved forecast.
[2025-12-02T20:52:56.657921] [INFO ] [main      ] AMWL: Signal=1 (Conf=90.0%), Magnitude=0.68% (Conf=55.2857%)
[2025-12-02T20:52:56.658422] [INFO ] [main      ] Fetching symbol history for QVCC...
[2025-12-02T20:52:56.658475] [DEBUG] [REMOTE    ] QVCC: Fetching historical data.
[2025-12-02T20:52:56.658648] [INFO ] [main      ] Progress: 376/965 forecasts completed (39.0%). AMWL finished in 0.7s. ETA: 1m 38s. Rate: 362.10 forecasts/min
[2025-12-02T20:52:56.664769] [DEBUG] [MAG       ] TBB: Last date is validated at 2025-12-02
[2025-12-02T20:52:56.669803] [DEBUG] [REMOTE    ] QVCC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:56.671016] [DEBUG] [LOCAL     ] Loaded configuration for QVCC: 6 features, N/A% accuracy
[2025-12-02T20:52:56.671078] [INFO ] [LOCAL     ] QVCC: Loaded 6 optimal features with 55.81% confidence from JSON config
[2025-12-02T20:52:56.671119] [DEBUG] [MAG       ] Building data for symbol: QVCC with lookback: 0
[2025-12-02T20:52:56.671928] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:56.671990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:56.672888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:52:56.674191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:52:56.675384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:52:56.678328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:52:56.680732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:52:56.682387] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:56.773794] [DEBUG] [MAG       ] APO: Last date is validated at 2025-12-02
[2025-12-02T20:52:56.829384] [DEBUG] [MAG       ] TBB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:56.890390] [INFO ] [LOCAL     ] TBB: Saved forecast.
[2025-12-02T20:52:56.890808] [INFO ] [main      ] TBB: Signal=1 (Conf=90.0%), Magnitude=-0.24% (Conf=56.0761%)
[2025-12-02T20:52:56.890961] [INFO ] [main      ] Fetching symbol history for HSAI...
[2025-12-02T20:52:56.891003] [DEBUG] [REMOTE    ] HSAI: Fetching historical data.
[2025-12-02T20:52:56.892364] [INFO ] [main      ] Progress: 377/965 forecasts completed (39.1%). TBB finished in 0.6s. ETA: 1m 38s. Rate: 361.70 forecasts/min
[2025-12-02T20:52:56.894186] [DEBUG] [MAG       ] SAFE: Last date is validated at 2025-12-02
[2025-12-02T20:52:56.903268] [DEBUG] [REMOTE    ] HSAI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:56.904127] [DEBUG] [LOCAL     ] Loaded configuration for HSAI: 2 features, N/A% accuracy
[2025-12-02T20:52:56.904187] [INFO ] [LOCAL     ] HSAI: Loaded 2 optimal features with 63.94% confidence from JSON config
[2025-12-02T20:52:56.904218] [DEBUG] [MAG       ] Building data for symbol: HSAI with lookback: 0
[2025-12-02T20:52:56.904976] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:52:56.905033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:56.905887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:56.943704] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:56.997874] [DEBUG] [MAG       ] APO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:57.026497] [DEBUG] [MAG       ] QVCC: Last date is validated at 2025-12-02
[2025-12-02T20:52:57.058304] [DEBUG] [MAG       ] SAFE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:57.121116] [INFO ] [LOCAL     ] APO: Saved forecast.
[2025-12-02T20:52:57.121183] [INFO ] [main      ] APO: Signal=1 (Conf=90.0%), Magnitude=1.98% (Conf=57.0547%)
[2025-12-02T20:52:57.121526] [INFO ] [main      ] Fetching symbol history for EKSO...
[2025-12-02T20:52:57.121591] [DEBUG] [REMOTE    ] EKSO: Fetching historical data.
[2025-12-02T20:52:57.121655] [INFO ] [main      ] Progress: 378/965 forecasts completed (39.2%). APO finished in 0.8s. ETA: 1m 37s. Rate: 361.34 forecasts/min
[2025-12-02T20:52:57.127333] [INFO ] [LOCAL     ] SAFE: Saved forecast.
[2025-12-02T20:52:57.127397] [INFO ] [main      ] SAFE: Signal=1 (Conf=90.0%), Magnitude=2.02% (Conf=54.6429%)
[2025-12-02T20:52:57.127773] [INFO ] [main      ] Fetching symbol history for CVAC...
[2025-12-02T20:52:57.127823] [DEBUG] [REMOTE    ] CVAC: Fetching historical data.
[2025-12-02T20:52:57.128617] [INFO ] [main      ] Progress: 379/965 forecasts completed (39.3%). SAFE finished in 0.6s. ETA: 1m 37s. Rate: 362.25 forecasts/min
[2025-12-02T20:52:57.132729] [DEBUG] [REMOTE    ] EKSO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:57.133676] [DEBUG] [LOCAL     ] Loaded configuration for EKSO: 1 features, N/A% accuracy
[2025-12-02T20:52:57.133729] [INFO ] [LOCAL     ] EKSO: Loaded 1 optimal features with 62.40% confidence from JSON config
[2025-12-02T20:52:57.133759] [DEBUG] [MAG       ] Building data for symbol: EKSO with lookback: 0
[2025-12-02T20:52:57.134561] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:52:57.134638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:57.139770] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:57.140674] [DEBUG] [REMOTE    ] CVAC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:57.141376] [DEBUG] [LOCAL     ] Loaded configuration for CVAC: 9 features, N/A% accuracy
[2025-12-02T20:52:57.141430] [INFO ] [LOCAL     ] CVAC: Loaded 9 optimal features with 53.86% confidence from JSON config
[2025-12-02T20:52:57.141461] [DEBUG] [MAG       ] Building data for symbol: CVAC with lookback: 0
[2025-12-02T20:52:57.142229] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:52:57.142291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:57.146958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:57.148726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:57.149181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:57.149555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:57.150273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:52:57.151113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:52:57.153066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:52:57.154385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:52:57.155959] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:57.199113] [DEBUG] [MAG       ] QVCC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:57.265550] [INFO ] [LOCAL     ] QVCC: Saved forecast.
[2025-12-02T20:52:57.265632] [INFO ] [main      ] QVCC: Signal=1 (Conf=90.0%), Magnitude=-5.75% (Conf=55.8061%)
[2025-12-02T20:52:57.265983] [INFO ] [main      ] Fetching symbol history for AMPL...
[2025-12-02T20:52:57.266037] [DEBUG] [REMOTE    ] AMPL: Fetching historical data.
[2025-12-02T20:52:57.267646] [INFO ] [main      ] Progress: 380/965 forecasts completed (39.4%). QVCC finished in 0.6s. ETA: 1m 37s. Rate: 362.41 forecasts/min
[2025-12-02T20:52:57.275513] [DEBUG] [MAG       ] HSAI: Last date is validated at 2025-12-02
[2025-12-02T20:52:57.278413] [DEBUG] [REMOTE    ] AMPL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:57.279607] [DEBUG] [LOCAL     ] Loaded configuration for AMPL: 3 features, N/A% accuracy
[2025-12-02T20:52:57.279660] [INFO ] [LOCAL     ] AMPL: Loaded 3 optimal features with 54.27% confidence from JSON config
[2025-12-02T20:52:57.279692] [DEBUG] [MAG       ] Building data for symbol: AMPL with lookback: 0
[2025-12-02T20:52:57.280517] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:57.280596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:57.285519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:52:57.287350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:52:57.302803] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:57.438957] [DEBUG] [MAG       ] HSAI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:57.476913] [DEBUG] [MAG       ] EKSO: Last date is validated at 2025-12-02
[2025-12-02T20:52:57.484790] [DEBUG] [MAG       ] CVAC: Last date is validated at 2025-12-02
[2025-12-02T20:52:57.520739] [INFO ] [LOCAL     ] HSAI: Saved forecast.
[2025-12-02T20:52:57.520804] [INFO ] [main      ] HSAI: Signal=1 (Conf=90.0%), Magnitude=-1.16% (Conf=63.9359%)
[2025-12-02T20:52:57.521106] [INFO ] [main      ] Fetching symbol history for BRZE...
[2025-12-02T20:52:57.521153] [DEBUG] [REMOTE    ] BRZE: Fetching historical data.
[2025-12-02T20:52:57.521963] [INFO ] [main      ] Progress: 381/965 forecasts completed (39.5%). HSAI finished in 0.6s. ETA: 1m 37s. Rate: 361.90 forecasts/min
[2025-12-02T20:52:57.531751] [DEBUG] [REMOTE    ] BRZE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:57.532710] [DEBUG] [LOCAL     ] Loaded configuration for BRZE: 6 features, N/A% accuracy
[2025-12-02T20:52:57.532761] [INFO ] [LOCAL     ] BRZE: Loaded 6 optimal features with 56.40% confidence from JSON config
[2025-12-02T20:52:57.532792] [DEBUG] [MAG       ] Building data for symbol: BRZE with lookback: 0
[2025-12-02T20:52:57.533535] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:57.533611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:57.538326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:52:57.539995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:52:57.540761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:52:57.542010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:52:57.544269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:52:57.545619] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:57.642118] [DEBUG] [MAG       ] EKSO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:57.648794] [DEBUG] [MAG       ] AMPL: Last date is validated at 2025-12-02
[2025-12-02T20:52:57.649380] [DEBUG] [MAG       ] CVAC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:57.710279] [INFO ] [LOCAL     ] EKSO: Saved forecast.
[2025-12-02T20:52:57.710342] [INFO ] [main      ] EKSO: Signal=1 (Conf=90.0%), Magnitude=10.12% (Conf=62.4031%)
[2025-12-02T20:52:57.710697] [INFO ] [main      ] Fetching symbol history for STKH...
[2025-12-02T20:52:57.710747] [DEBUG] [REMOTE    ] STKH: Fetching historical data.
[2025-12-02T20:52:57.711679] [INFO ] [main      ] Progress: 382/965 forecasts completed (39.6%). EKSO finished in 0.6s. ETA: 1m 37s. Rate: 361.76 forecasts/min
[2025-12-02T20:52:57.714386] [INFO ] [LOCAL     ] CVAC: Saved forecast.
[2025-12-02T20:52:57.714449] [INFO ] [main      ] CVAC: Signal=1 (Conf=90.0%), Magnitude=-2.51% (Conf=53.8556%)
[2025-12-02T20:52:57.714928] [INFO ] [main      ] Fetching symbol history for SUPN...
[2025-12-02T20:52:57.714979] [DEBUG] [REMOTE    ] SUPN: Fetching historical data.
[2025-12-02T20:52:57.715625] [INFO ] [main      ] Progress: 383/965 forecasts completed (39.7%). CVAC finished in 0.6s. ETA: 1m 36s. Rate: 362.69 forecasts/min
[2025-12-02T20:52:57.721677] [DEBUG] [REMOTE    ] STKH: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:57.722808] [DEBUG] [LOCAL     ] Loaded configuration for STKH: 5 features, N/A% accuracy
[2025-12-02T20:52:57.722867] [INFO ] [LOCAL     ] STKH: Loaded 5 optimal features with 33.49% confidence from JSON config
[2025-12-02T20:52:57.722898] [DEBUG] [MAG       ] Building data for symbol: STKH with lookback: 0
[2025-12-02T20:52:57.723702] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:57.723759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:57.725939] [DEBUG] [REMOTE    ] SUPN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:57.726947] [DEBUG] [LOCAL     ] Loaded configuration for SUPN: 9 features, N/A% accuracy
[2025-12-02T20:52:57.726996] [INFO ] [LOCAL     ] SUPN: Loaded 9 optimal features with 54.04% confidence from JSON config
[2025-12-02T20:52:57.727027] [DEBUG] [MAG       ] Building data for symbol: SUPN with lookback: 0
[2025-12-02T20:52:57.727796] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:52:57.727857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:57.728475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:57.730276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:57.730774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:57.731150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:57.731869] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:57.732569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:57.734329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:57.734801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:57.735175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:57.735891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:57.776890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:52:57.778476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:52:57.781130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:52:57.782728] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:57.818609] [DEBUG] [MAG       ] AMPL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:57.879214] [DEBUG] [MAG       ] BRZE: Last date is validated at 2025-12-02
[2025-12-02T20:52:57.888326] [INFO ] [LOCAL     ] AMPL: Saved forecast.
[2025-12-02T20:52:57.888388] [INFO ] [main      ] AMPL: Signal=1 (Conf=90.0%), Magnitude=2.23% (Conf=54.2686%)
[2025-12-02T20:52:57.888542] [INFO ] [main      ] Fetching symbol history for XRX...
[2025-12-02T20:52:57.888602] [DEBUG] [REMOTE    ] XRX: Fetching historical data.
[2025-12-02T20:52:57.889305] [INFO ] [main      ] Progress: 384/965 forecasts completed (39.8%). AMPL finished in 0.6s. ETA: 1m 36s. Rate: 362.64 forecasts/min
[2025-12-02T20:52:57.900298] [DEBUG] [REMOTE    ] XRX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:57.901339] [DEBUG] [LOCAL     ] Loaded configuration for XRX: 6 features, N/A% accuracy
[2025-12-02T20:52:57.901393] [INFO ] [LOCAL     ] XRX: Loaded 6 optimal features with 67.99% confidence from JSON config
[2025-12-02T20:52:57.901424] [DEBUG] [MAG       ] Building data for symbol: XRX with lookback: 0
[2025-12-02T20:52:57.902193] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:52:57.902251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:57.903942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:57.904463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:57.904909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:57.905280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:57.906158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:52:57.906846] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:58.043069] [DEBUG] [MAG       ] BRZE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:58.064661] [DEBUG] [MAG       ] STKH: Last date is validated at 2025-12-02
[2025-12-02T20:52:58.113385] [DEBUG] [MAG       ] SUPN: Last date is validated at 2025-12-02
[2025-12-02T20:52:58.132031] [INFO ] [LOCAL     ] BRZE: Saved forecast.
[2025-12-02T20:52:58.132095] [INFO ] [main      ] BRZE: Signal=1 (Conf=90.0%), Magnitude=-1.29% (Conf=56.3953%)
[2025-12-02T20:52:58.132441] [INFO ] [main      ] Fetching symbol history for DHI...
[2025-12-02T20:52:58.132489] [DEBUG] [REMOTE    ] DHI: Fetching historical data.
[2025-12-02T20:52:58.132655] [INFO ] [main      ] Progress: 385/965 forecasts completed (39.9%). BRZE finished in 0.6s. ETA: 1m 36s. Rate: 362.20 forecasts/min
[2025-12-02T20:52:58.143722] [DEBUG] [REMOTE    ] DHI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:58.144717] [DEBUG] [LOCAL     ] Loaded configuration for DHI: 5 features, N/A% accuracy
[2025-12-02T20:52:58.144777] [INFO ] [LOCAL     ] DHI: Loaded 5 optimal features with 50.77% confidence from JSON config
[2025-12-02T20:52:58.144809] [DEBUG] [MAG       ] Building data for symbol: DHI with lookback: 0
[2025-12-02T20:52:58.145555] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:58.145634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:58.150370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:58.152117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:58.152597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:52:58.231470] [DEBUG] [MAG       ] STKH: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:58.240266] [DEBUG] [MAG       ] XRX: Last date is validated at 2025-12-02
[2025-12-02T20:52:58.262612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:52:58.265472] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:58.278921] [DEBUG] [MAG       ] SUPN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:58.344385] [INFO ] [LOCAL     ] STKH: Saved forecast.
[2025-12-02T20:52:58.344450] [INFO ] [main      ] STKH: Signal=1 (Conf=90.0%), Magnitude=13.42% (Conf=33.4887%)
[2025-12-02T20:52:58.344805] [INFO ] [main      ] Fetching symbol history for ARVN...
[2025-12-02T20:52:58.344853] [DEBUG] [REMOTE    ] ARVN: Fetching historical data.
[2025-12-02T20:52:58.346105] [INFO ] [main      ] Progress: 386/965 forecasts completed (40.0%). STKH finished in 0.6s. ETA: 1m 36s. Rate: 361.93 forecasts/min
[2025-12-02T20:52:58.355776] [DEBUG] [REMOTE    ] ARVN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:58.356878] [DEBUG] [LOCAL     ] Loaded configuration for ARVN: 4 features, N/A% accuracy
[2025-12-02T20:52:58.356936] [INFO ] [LOCAL     ] ARVN: Loaded 4 optimal features with 52.03% confidence from JSON config
[2025-12-02T20:52:58.356966] [DEBUG] [MAG       ] Building data for symbol: ARVN with lookback: 0
[2025-12-02T20:52:58.357752] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:58.357809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:58.362482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:58.363418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:52:58.364467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:52:58.365133] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:58.373547] [INFO ] [LOCAL     ] SUPN: Saved forecast.
[2025-12-02T20:52:58.373628] [INFO ] [main      ] SUPN: Signal=1 (Conf=90.0%), Magnitude=-1.09% (Conf=54.0423%)
[2025-12-02T20:52:58.373959] [INFO ] [main      ] Fetching symbol history for SKLZ...
[2025-12-02T20:52:58.374007] [DEBUG] [REMOTE    ] SKLZ: Fetching historical data.
[2025-12-02T20:52:58.374614] [INFO ] [main      ] Progress: 387/965 forecasts completed (40.1%). SUPN finished in 0.7s. ETA: 1m 36s. Rate: 362.70 forecasts/min
[2025-12-02T20:52:58.384763] [DEBUG] [REMOTE    ] SKLZ: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:58.385831] [DEBUG] [LOCAL     ] Loaded configuration for SKLZ: 2 features, N/A% accuracy
[2025-12-02T20:52:58.385883] [INFO ] [LOCAL     ] SKLZ: Loaded 2 optimal features with 44.88% confidence from JSON config
[2025-12-02T20:52:58.385913] [DEBUG] [MAG       ] Building data for symbol: SKLZ with lookback: 0
[2025-12-02T20:52:58.386683] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:52:58.386740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:58.391470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:58.392414] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:58.406291] [DEBUG] [MAG       ] XRX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:58.470638] [INFO ] [LOCAL     ] XRX: Saved forecast.
[2025-12-02T20:52:58.470703] [INFO ] [main      ] XRX: Signal=1 (Conf=90.0%), Magnitude=-1.13% (Conf=67.991%)
[2025-12-02T20:52:58.471058] [INFO ] [main      ] Progress: 388/965 forecasts completed (40.2%). XRX finished in 0.6s. ETA: 1m 35s. Rate: 363.09 forecasts/min
[2025-12-02T20:52:58.471175] [INFO ] [main      ] Fetching symbol history for NVDD...
[2025-12-02T20:52:58.471215] [DEBUG] [REMOTE    ] NVDD: Fetching historical data.
[2025-12-02T20:52:58.483229] [DEBUG] [REMOTE    ] NVDD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:58.484366] [DEBUG] [LOCAL     ] Loaded configuration for NVDD: 5 features, N/A% accuracy
[2025-12-02T20:52:58.484416] [INFO ] [LOCAL     ] NVDD: Loaded 5 optimal features with 76.28% confidence from JSON config
[2025-12-02T20:52:58.484448] [DEBUG] [MAG       ] Building data for symbol: NVDD with lookback: 0
[2025-12-02T20:52:58.485211] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:58.485269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:58.490282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:58.491242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:58.493605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:52:58.495203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:52:58.495878] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:58.595933] [DEBUG] [MAG       ] DHI: Last date is validated at 2025-12-02
[2025-12-02T20:52:58.711512] [DEBUG] [MAG       ] ARVN: Last date is validated at 2025-12-02
[2025-12-02T20:52:58.740779] [DEBUG] [MAG       ] SKLZ: Last date is validated at 2025-12-02
[2025-12-02T20:52:58.761661] [DEBUG] [MAG       ] DHI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:58.827862] [DEBUG] [MAG       ] NVDD: Last date is validated at 2025-12-02
[2025-12-02T20:52:58.874605] [INFO ] [LOCAL     ] DHI: Saved forecast.
[2025-12-02T20:52:58.874673] [INFO ] [main      ] DHI: Signal=1 (Conf=90.0%), Magnitude=3.47% (Conf=50.7726%)
[2025-12-02T20:52:58.875011] [INFO ] [main      ] Fetching symbol history for ED...
[2025-12-02T20:52:58.875059] [DEBUG] [REMOTE    ] ED: Fetching historical data.
[2025-12-02T20:52:58.875653] [INFO ] [main      ] Progress: 389/965 forecasts completed (40.3%). DHI finished in 0.7s. ETA: 1m 36s. Rate: 361.75 forecasts/min
[2025-12-02T20:52:58.877253] [DEBUG] [MAG       ] ARVN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:58.886285] [DEBUG] [REMOTE    ] ED: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:58.887364] [DEBUG] [LOCAL     ] Loaded configuration for ED: 3 features, N/A% accuracy
[2025-12-02T20:52:58.887415] [INFO ] [LOCAL     ] ED: Loaded 3 optimal features with 64.92% confidence from JSON config
[2025-12-02T20:52:58.887446] [DEBUG] [MAG       ] Building data for symbol: ED with lookback: 0
[2025-12-02T20:52:58.888231] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:58.888288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:58.892956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:52:58.894738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:52:58.895829] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:58.907840] [DEBUG] [MAG       ] SKLZ: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:58.964840] [INFO ] [LOCAL     ] ARVN: Saved forecast.
[2025-12-02T20:52:58.964904] [INFO ] [main      ] ARVN: Signal=1 (Conf=90.0%), Magnitude=-0.46% (Conf=52.0271%)
[2025-12-02T20:52:58.965236] [INFO ] [main      ] Fetching symbol history for SLN...
[2025-12-02T20:52:58.965284] [DEBUG] [REMOTE    ] SLN: Fetching historical data.
[2025-12-02T20:52:58.966653] [INFO ] [main      ] Progress: 390/965 forecasts completed (40.4%). ARVN finished in 0.6s. ETA: 1m 35s. Rate: 362.16 forecasts/min
[2025-12-02T20:52:58.971272] [INFO ] [LOCAL     ] SKLZ: Saved forecast.
[2025-12-02T20:52:58.971335] [INFO ] [main      ] SKLZ: Signal=1 (Conf=90.0%), Magnitude=2.35% (Conf=44.8838%)
[2025-12-02T20:52:58.971694] [INFO ] [main      ] Fetching symbol history for ELVA...
[2025-12-02T20:52:58.971745] [DEBUG] [REMOTE    ] ELVA: Fetching historical data.
[2025-12-02T20:52:58.972623] [INFO ] [main      ] Progress: 391/965 forecasts completed (40.5%). SKLZ finished in 0.6s. ETA: 1m 35s. Rate: 363.06 forecasts/min
[2025-12-02T20:52:58.976926] [DEBUG] [REMOTE    ] SLN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:58.977867] [DEBUG] [LOCAL     ] Loaded configuration for SLN: 4 features, N/A% accuracy
[2025-12-02T20:52:58.977920] [INFO ] [LOCAL     ] SLN: Loaded 4 optimal features with 48.35% confidence from JSON config
[2025-12-02T20:52:58.977951] [DEBUG] [MAG       ] Building data for symbol: SLN with lookback: 0
[2025-12-02T20:52:58.978729] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:58.978786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:58.980412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:52:58.980920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:58.981345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:52:58.982964] [DEBUG] [REMOTE    ] ELVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:58.983722] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:58.984048] [DEBUG] [LOCAL     ] Loaded configuration for ELVA: 4 features, N/A% accuracy
[2025-12-02T20:52:58.984109] [INFO ] [LOCAL     ] ELVA: Loaded 4 optimal features with 46.25% confidence from JSON config
[2025-12-02T20:52:58.984146] [DEBUG] [MAG       ] Building data for symbol: ELVA with lookback: 0
[2025-12-02T20:52:58.984927] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:58.984984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:58.986623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:58.987116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:58.987491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:52:58.988375] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:58.994460] [DEBUG] [MAG       ] NVDD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:59.095692] [INFO ] [LOCAL     ] NVDD: Saved forecast.
[2025-12-02T20:52:59.095760] [INFO ] [main      ] NVDD: Signal=1 (Conf=90.0%), Magnitude=1.99% (Conf=76.28%)
[2025-12-02T20:52:59.095919] [INFO ] [main      ] Fetching symbol history for AG...
[2025-12-02T20:52:59.095964] [DEBUG] [REMOTE    ] AG: Fetching historical data.
[2025-12-02T20:52:59.096882] [INFO ] [main      ] Progress: 392/965 forecasts completed (40.6%). NVDD finished in 0.6s. ETA: 1m 35s. Rate: 363.29 forecasts/min
[2025-12-02T20:52:59.108460] [DEBUG] [REMOTE    ] AG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:59.109351] [DEBUG] [LOCAL     ] Loaded configuration for AG: 4 features, N/A% accuracy
[2025-12-02T20:52:59.109403] [INFO ] [LOCAL     ] AG: Loaded 4 optimal features with 56.69% confidence from JSON config
[2025-12-02T20:52:59.109435] [DEBUG] [MAG       ] Building data for symbol: AG with lookback: 0
[2025-12-02T20:52:59.110232] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:52:59.110291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:59.112049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:59.112554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:59.112971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:52:59.113755] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:59.226118] [DEBUG] [MAG       ] ED: Last date is validated at 2025-12-02
[2025-12-02T20:52:59.317366] [DEBUG] [MAG       ] SLN: Last date is validated at 2025-12-02
[2025-12-02T20:52:59.319949] [DEBUG] [MAG       ] ELVA: Last date is validated at 2025-12-02
[2025-12-02T20:52:59.391722] [DEBUG] [MAG       ] ED: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:59.448791] [DEBUG] [MAG       ] AG: Last date is validated at 2025-12-02
[2025-12-02T20:52:59.481949] [INFO ] [LOCAL     ] ED: Saved forecast.
[2025-12-02T20:52:59.482015] [INFO ] [main      ] ED: Signal=1 (Conf=90.0%), Magnitude=-1.36% (Conf=64.9168%)
[2025-12-02T20:52:59.482336] [INFO ] [main      ] Fetching symbol history for HPI...
[2025-12-02T20:52:59.482383] [DEBUG] [REMOTE    ] HPI: Fetching historical data.
[2025-12-02T20:52:59.482666] [INFO ] [main      ] Progress: 393/965 forecasts completed (40.7%). ED finished in 0.6s. ETA: 1m 35s. Rate: 362.06 forecasts/min
[2025-12-02T20:52:59.485782] [DEBUG] [MAG       ] ELVA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:59.485865] [DEBUG] [MAG       ] SLN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:59.493501] [DEBUG] [REMOTE    ] HPI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:59.494514] [DEBUG] [LOCAL     ] Loaded configuration for HPI: 3 features, N/A% accuracy
[2025-12-02T20:52:59.494564] [INFO ] [LOCAL     ] HPI: Loaded 3 optimal features with 47.14% confidence from JSON config
[2025-12-02T20:52:59.494635] [DEBUG] [MAG       ] Building data for symbol: HPI with lookback: 0
[2025-12-02T20:52:59.495371] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:52:59.495429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:52:59.500542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:52:59.501786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:52:59.503035] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:59.544489] [INFO ] [LOCAL     ] ELVA: Saved forecast.
[2025-12-02T20:52:59.544553] [INFO ] [main      ] ELVA: Signal=1 (Conf=90.0%), Magnitude=-1.27% (Conf=46.2536%)
[2025-12-02T20:52:59.544976] [INFO ] [main      ] Fetching symbol history for ELME...
[2025-12-02T20:52:59.545026] [DEBUG] [REMOTE    ] ELME: Fetching historical data.
[2025-12-02T20:52:59.545643] [INFO ] [main      ] Progress: 394/965 forecasts completed (40.8%). ELVA finished in 0.6s. ETA: 1m 34s. Rate: 362.63 forecasts/min
[2025-12-02T20:52:59.556600] [INFO ] [LOCAL     ] SLN: Saved forecast.
[2025-12-02T20:52:59.556664] [INFO ] [main      ] SLN: Signal=1 (Conf=90.0%), Magnitude=-5.13% (Conf=48.352%)
[2025-12-02T20:52:59.557026] [INFO ] [main      ] Fetching symbol history for CXDO...
[2025-12-02T20:52:59.557075] [DEBUG] [REMOTE    ] CXDO: Fetching historical data.
[2025-12-02T20:52:59.557496] [DEBUG] [REMOTE    ] ELME: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:59.558524] [DEBUG] [LOCAL     ] Loaded configuration for ELME: 5 features, N/A% accuracy
[2025-12-02T20:52:59.558592] [INFO ] [LOCAL     ] ELME: Loaded 5 optimal features with 51.44% confidence from JSON config
[2025-12-02T20:52:59.558626] [DEBUG] [MAG       ] Building data for symbol: ELME with lookback: 0
[2025-12-02T20:52:59.558624] [INFO ] [main      ] Progress: 395/965 forecasts completed (40.9%). SLN finished in 0.6s. ETA: 1m 34s. Rate: 363.48 forecasts/min
[2025-12-02T20:52:59.559400] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:52:59.559474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:59.561191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:59.561700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:59.562074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:52:59.567586] [DEBUG] [REMOTE    ] CXDO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:59.568448] [DEBUG] [LOCAL     ] Loaded configuration for CXDO: 8 features, N/A% accuracy
[2025-12-02T20:52:59.568497] [INFO ] [LOCAL     ] CXDO: Loaded 8 optimal features with 38.37% confidence from JSON config
[2025-12-02T20:52:59.568528] [DEBUG] [MAG       ] Building data for symbol: CXDO with lookback: 0
[2025-12-02T20:52:59.569307] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:52:59.569368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:52:59.571047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:52:59.571533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:52:59.571926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:59.610162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:52:59.610968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:52:59.615044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:52:59.616366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:52:59.616988] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:59.622693] [DEBUG] [MAG       ] AG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:52:59.670102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:52:59.700008] [INFO ] [LOCAL     ] AG: Saved forecast.
[2025-12-02T20:52:59.700075] [INFO ] [main      ] AG: Signal=1 (Conf=90.0%), Magnitude=-1.84% (Conf=56.69%)
[2025-12-02T20:52:59.700434] [INFO ] [main      ] Progress: 396/965 forecasts completed (41.0%). AG finished in 0.6s. ETA: 1m 34s. Rate: 363.61 forecasts/min
[2025-12-02T20:52:59.700556] [INFO ] [main      ] Fetching symbol history for ASTL...
[2025-12-02T20:52:59.700617] [DEBUG] [REMOTE    ] ASTL: Fetching historical data.
[2025-12-02T20:52:59.708811] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:59.712697] [DEBUG] [REMOTE    ] ASTL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:52:59.713853] [DEBUG] [LOCAL     ] Loaded configuration for ASTL: 2 features, N/A% accuracy
[2025-12-02T20:52:59.713908] [INFO ] [LOCAL     ] ASTL: Loaded 2 optimal features with 56.31% confidence from JSON config
[2025-12-02T20:52:59.713940] [DEBUG] [MAG       ] Building data for symbol: ASTL with lookback: 0
[2025-12-02T20:52:59.714774] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:52:59.714833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:52:59.715643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:52:59.716332] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:52:59.896455] [DEBUG] [MAG       ] HPI: Last date is validated at 2025-12-02
[2025-12-02T20:52:59.952371] [DEBUG] [MAG       ] CXDO: Last date is validated at 2025-12-02
[2025-12-02T20:53:00.044258] [DEBUG] [MAG       ] ELME: Last date is validated at 2025-12-02
[2025-12-02T20:53:00.063594] [DEBUG] [MAG       ] HPI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:00.072871] [DEBUG] [MAG       ] ASTL: Last date is validated at 2025-12-02
[2025-12-02T20:53:00.120113] [DEBUG] [MAG       ] CXDO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:00.120839] [INFO ] [LOCAL     ] HPI: Saved forecast.
[2025-12-02T20:53:00.120903] [INFO ] [main      ] HPI: Signal=1 (Conf=90.0%), Magnitude=1.34% (Conf=47.1354%)
[2025-12-02T20:53:00.121256] [INFO ] [main      ] Fetching symbol history for CASS...
[2025-12-02T20:53:00.121304] [DEBUG] [REMOTE    ] CASS: Fetching historical data.
[2025-12-02T20:53:00.121665] [INFO ] [main      ] Progress: 397/965 forecasts completed (41.1%). HPI finished in 0.6s. ETA: 1m 34s. Rate: 362.19 forecasts/min
[2025-12-02T20:53:00.132181] [DEBUG] [REMOTE    ] CASS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:00.133170] [DEBUG] [LOCAL     ] Loaded configuration for CASS: 5 features, N/A% accuracy
[2025-12-02T20:53:00.133220] [INFO ] [LOCAL     ] CASS: Loaded 5 optimal features with 53.63% confidence from JSON config
[2025-12-02T20:53:00.133250] [DEBUG] [MAG       ] Building data for symbol: CASS with lookback: 0
[2025-12-02T20:53:00.134023] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:00.134086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:53:00.134669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:53:00.137336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:53:00.139334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:53:00.141482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:53:00.143034] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:00.184731] [INFO ] [LOCAL     ] CXDO: Saved forecast.
[2025-12-02T20:53:00.184795] [INFO ] [main      ] CXDO: Signal=1 (Conf=90.0%), Magnitude=2.90% (Conf=38.3656%)
[2025-12-02T20:53:00.185148] [INFO ] [main      ] Fetching symbol history for RARE...
[2025-12-02T20:53:00.185195] [DEBUG] [REMOTE    ] RARE: Fetching historical data.
[2025-12-02T20:53:00.185654] [INFO ] [main      ] Progress: 398/965 forecasts completed (41.2%). CXDO finished in 0.6s. ETA: 1m 34s. Rate: 362.75 forecasts/min
[2025-12-02T20:53:00.196350] [DEBUG] [REMOTE    ] RARE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:00.197406] [DEBUG] [LOCAL     ] Loaded configuration for RARE: 8 features, N/A% accuracy
[2025-12-02T20:53:00.197457] [INFO ] [LOCAL     ] RARE: Loaded 8 optimal features with 56.29% confidence from JSON config
[2025-12-02T20:53:00.197489] [DEBUG] [MAG       ] Building data for symbol: RARE with lookback: 0
[2025-12-02T20:53:00.198292] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:53:00.198352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:00.200009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:00.200506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:00.200906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:00.202503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:53:00.203316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:53:00.204489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:53:00.205193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:53:00.206289] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:00.210570] [DEBUG] [MAG       ] ELME: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:00.248190] [DEBUG] [MAG       ] ASTL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:00.271743] [INFO ] [LOCAL     ] ELME: Saved forecast.
[2025-12-02T20:53:00.271818] [INFO ] [main      ] ELME: Signal=1 (Conf=90.0%), Magnitude=-0.20% (Conf=51.4368%)
[2025-12-02T20:53:00.271997] [INFO ] [main      ] Fetching symbol history for KBWD...
[2025-12-02T20:53:00.272041] [DEBUG] [REMOTE    ] KBWD: Fetching historical data.
[2025-12-02T20:53:00.273206] [INFO ] [main      ] Progress: 399/965 forecasts completed (41.3%). ELME finished in 0.7s. ETA: 1m 34s. Rate: 363.18 forecasts/min
[2025-12-02T20:53:00.284299] [DEBUG] [REMOTE    ] KBWD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:00.287627] [DEBUG] [LOCAL     ] Loaded configuration for KBWD: 3 features, N/A% accuracy
[2025-12-02T20:53:00.287684] [INFO ] [LOCAL     ] KBWD: Loaded 3 optimal features with 61.77% confidence from JSON config
[2025-12-02T20:53:00.287715] [DEBUG] [MAG       ] Building data for symbol: KBWD with lookback: 0
[2025-12-02T20:53:00.288552] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:53:00.289751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:00.290483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:00.291329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:00.293802] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:00.340912] [INFO ] [LOCAL     ] ASTL: Saved forecast.
[2025-12-02T20:53:00.341900] [INFO ] [main      ] ASTL: Signal=1 (Conf=90.0%), Magnitude=0.23% (Conf=56.3068%)
[2025-12-02T20:53:00.342275] [INFO ] [main      ] Fetching symbol history for CMI...
[2025-12-02T20:53:00.342328] [DEBUG] [REMOTE    ] CMI: Fetching historical data.
[2025-12-02T20:53:00.342659] [INFO ] [main      ] Progress: 400/965 forecasts completed (41.5%). ASTL finished in 0.6s. ETA: 1m 33s. Rate: 363.70 forecasts/min
[2025-12-02T20:53:00.362729] [DEBUG] [REMOTE    ] CMI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:00.364354] [DEBUG] [LOCAL     ] Loaded configuration for CMI: 5 features, N/A% accuracy
[2025-12-02T20:53:00.364411] [INFO ] [LOCAL     ] CMI: Loaded 5 optimal features with 57.39% confidence from JSON config
[2025-12-02T20:53:00.364443] [DEBUG] [MAG       ] Building data for symbol: CMI with lookback: 0
[2025-12-02T20:53:00.365336] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:00.365407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:00.381715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:00.386254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:00.390864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:53:00.391592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:53:00.400231] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:00.491739] [DEBUG] [MAG       ] CASS: Last date is validated at 2025-12-02
[2025-12-02T20:53:00.549258] [DEBUG] [MAG       ] RARE: Last date is validated at 2025-12-02
[2025-12-02T20:53:00.639791] [DEBUG] [MAG       ] KBWD: Last date is validated at 2025-12-02
[2025-12-02T20:53:00.659427] [DEBUG] [MAG       ] CASS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:00.765479] [DEBUG] [MAG       ] RARE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:00.786064] [INFO ] [LOCAL     ] CASS: Saved forecast.
[2025-12-02T20:53:00.786140] [INFO ] [main      ] CASS: Signal=1 (Conf=90.0%), Magnitude=1.87% (Conf=53.6314%)
[2025-12-02T20:53:00.786487] [INFO ] [main      ] Fetching symbol history for GSL...
[2025-12-02T20:53:00.786536] [DEBUG] [REMOTE    ] GSL: Fetching historical data.
[2025-12-02T20:53:00.786669] [INFO ] [main      ] Progress: 401/965 forecasts completed (41.6%). CASS finished in 0.7s. ETA: 1m 33s. Rate: 362.18 forecasts/min
[2025-12-02T20:53:00.809842] [DEBUG] [REMOTE    ] GSL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:00.811912] [DEBUG] [LOCAL     ] Loaded configuration for GSL: 2 features, N/A% accuracy
[2025-12-02T20:53:00.811967] [INFO ] [LOCAL     ] GSL: Loaded 2 optimal features with 49.41% confidence from JSON config
[2025-12-02T20:53:00.812001] [DEBUG] [MAG       ] Building data for symbol: GSL with lookback: 0
[2025-12-02T20:53:00.812845] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:53:00.812905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:00.825237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:00.828925] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:00.859479] [INFO ] [LOCAL     ] RARE: Saved forecast.
[2025-12-02T20:53:00.859542] [INFO ] [main      ] RARE: Signal=1 (Conf=90.0%), Magnitude=-3.50% (Conf=56.2885%)
[2025-12-02T20:53:00.859926] [INFO ] [main      ] Fetching symbol history for ENVX...
[2025-12-02T20:53:00.859975] [DEBUG] [REMOTE    ] ENVX: Fetching historical data.
[2025-12-02T20:53:00.861652] [INFO ] [main      ] Progress: 402/965 forecasts completed (41.7%). RARE finished in 0.7s. ETA: 1m 33s. Rate: 362.67 forecasts/min
[2025-12-02T20:53:00.870805] [DEBUG] [REMOTE    ] ENVX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:00.872196] [DEBUG] [LOCAL     ] Loaded configuration for ENVX: 5 features, N/A% accuracy
[2025-12-02T20:53:00.872305] [INFO ] [LOCAL     ] ENVX: Loaded 5 optimal features with 61.85% confidence from JSON config
[2025-12-02T20:53:00.872340] [DEBUG] [MAG       ] Building data for symbol: ENVX with lookback: 0
[2025-12-02T20:53:00.874725] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:00.874791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:00.876594] [DEBUG] [MAG       ] KBWD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:00.876629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:00.877225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:00.879803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:53:00.880650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:53:00.881290] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:00.935606] [INFO ] [LOCAL     ] KBWD: Saved forecast.
[2025-12-02T20:53:00.935674] [INFO ] [main      ] KBWD: Signal=1 (Conf=90.0%), Magnitude=0.59% (Conf=61.7668%)
[2025-12-02T20:53:00.936031] [INFO ] [main      ] Progress: 403/965 forecasts completed (41.8%). KBWD finished in 0.7s. ETA: 1m 33s. Rate: 363.17 forecasts/min
[2025-12-02T20:53:00.936159] [INFO ] [main      ] Fetching symbol history for AVK...
[2025-12-02T20:53:00.936204] [DEBUG] [REMOTE    ] AVK: Fetching historical data.
[2025-12-02T20:53:00.975825] [DEBUG] [REMOTE    ] AVK: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:00.986632] [DEBUG] [LOCAL     ] Loaded configuration for AVK: 1 features, N/A% accuracy
[2025-12-02T20:53:00.986719] [INFO ] [LOCAL     ] AVK: Loaded 1 optimal features with 46.06% confidence from JSON config
[2025-12-02T20:53:00.986769] [DEBUG] [MAG       ] Building data for symbol: AVK with lookback: 0
[2025-12-02T20:53:00.987785] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:53:00.987864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:00.992019] [DEBUG] [MAG       ] CMI: Last date is validated at 2025-12-02
[2025-12-02T20:53:01.005524] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:01.263541] [DEBUG] [MAG       ] GSL: Last date is validated at 2025-12-02
[2025-12-02T20:53:01.266454] [DEBUG] [MAG       ] CMI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:01.312169] [DEBUG] [MAG       ] ENVX: Last date is validated at 2025-12-02
[2025-12-02T20:53:01.359431] [DEBUG] [MAG       ] AVK: Last date is validated at 2025-12-02
[2025-12-02T20:53:01.405300] [INFO ] [LOCAL     ] CMI: Saved forecast.
[2025-12-02T20:53:01.405366] [INFO ] [main      ] CMI: Signal=1 (Conf=90.0%), Magnitude=-2.68% (Conf=57.3855%)
[2025-12-02T20:53:01.405741] [INFO ] [main      ] Progress: 404/965 forecasts completed (41.9%). CMI finished in 1.1s. ETA: 1m 33s. Rate: 361.52 forecasts/min
[2025-12-02T20:53:01.405863] [INFO ] [main      ] Fetching symbol history for BDSX...
[2025-12-02T20:53:01.405906] [DEBUG] [REMOTE    ] BDSX: Fetching historical data.
[2025-12-02T20:53:01.417328] [DEBUG] [REMOTE    ] BDSX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:01.418465] [DEBUG] [LOCAL     ] Loaded configuration for BDSX: 6 features, N/A% accuracy
[2025-12-02T20:53:01.418518] [INFO ] [LOCAL     ] BDSX: Loaded 6 optimal features with 50.12% confidence from JSON config
[2025-12-02T20:53:01.418550] [DEBUG] [MAG       ] Building data for symbol: BDSX with lookback: 0
[2025-12-02T20:53:01.419334] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:01.419395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:01.424218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:01.425999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:01.426465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:01.426932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:01.427317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:53:01.429996] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:01.443154] [DEBUG] [MAG       ] GSL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:01.481516] [DEBUG] [MAG       ] ENVX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:01.522479] [INFO ] [LOCAL     ] GSL: Saved forecast.
[2025-12-02T20:53:01.522551] [INFO ] [main      ] GSL: Signal=1 (Conf=90.0%), Magnitude=1.53% (Conf=49.4084%)
[2025-12-02T20:53:01.522956] [INFO ] [main      ] Progress: 405/965 forecasts completed (42.0%). GSL finished in 0.7s. ETA: 1m 33s. Rate: 361.78 forecasts/min
[2025-12-02T20:53:01.523087] [INFO ] [main      ] Fetching symbol history for GEN...
[2025-12-02T20:53:01.523130] [DEBUG] [REMOTE    ] GEN: Fetching historical data.
[2025-12-02T20:53:01.532800] [DEBUG] [MAG       ] AVK: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:01.535624] [DEBUG] [REMOTE    ] GEN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:01.537620] [DEBUG] [LOCAL     ] Loaded configuration for GEN: 6 features, N/A% accuracy
[2025-12-02T20:53:01.537682] [INFO ] [LOCAL     ] GEN: Loaded 6 optimal features with 51.32% confidence from JSON config
[2025-12-02T20:53:01.537723] [DEBUG] [MAG       ] Building data for symbol: GEN with lookback: 0
[2025-12-02T20:53:01.538780] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:01.538842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:01.550085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:01.565300] [INFO ] [LOCAL     ] ENVX: Saved forecast.
[2025-12-02T20:53:01.565366] [INFO ] [main      ] ENVX: Signal=1 (Conf=90.0%), Magnitude=5.16% (Conf=61.8475%)
[2025-12-02T20:53:01.565704] [INFO ] [main      ] Fetching symbol history for ENB...
[2025-12-02T20:53:01.565753] [DEBUG] [REMOTE    ] ENB: Fetching historical data.
[2025-12-02T20:53:01.566600] [INFO ] [main      ] Progress: 406/965 forecasts completed (42.1%). ENVX finished in 0.7s. ETA: 1m 33s. Rate: 362.44 forecasts/min
[2025-12-02T20:53:01.577030] [DEBUG] [REMOTE    ] ENB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:01.578249] [DEBUG] [LOCAL     ] Loaded configuration for ENB: 4 features, N/A% accuracy
[2025-12-02T20:53:01.578304] [INFO ] [LOCAL     ] ENB: Loaded 4 optimal features with 50.89% confidence from JSON config
[2025-12-02T20:53:01.578334] [DEBUG] [MAG       ] Building data for symbol: ENB with lookback: 0
[2025-12-02T20:53:01.579183] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:01.579252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:01.580996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:01.581503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:01.589459] [INFO ] [LOCAL     ] AVK: Saved forecast.
[2025-12-02T20:53:01.589527] [INFO ] [main      ] AVK: Signal=1 (Conf=90.0%), Magnitude=-0.13% (Conf=46.0566%)
[2025-12-02T20:53:01.589848] [INFO ] [main      ] Fetching symbol history for ARMK...
[2025-12-02T20:53:01.589897] [DEBUG] [REMOTE    ] ARMK: Fetching historical data.
[2025-12-02T20:53:01.590668] [INFO ] [main      ] Progress: 407/965 forecasts completed (42.2%). AVK finished in 0.7s. ETA: 1m 32s. Rate: 363.20 forecasts/min
[2025-12-02T20:53:01.601292] [DEBUG] [REMOTE    ] ARMK: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:01.602374] [DEBUG] [LOCAL     ] Loaded configuration for ARMK: 5 features, N/A% accuracy
[2025-12-02T20:53:01.602424] [INFO ] [LOCAL     ] ARMK: Loaded 5 optimal features with 51.73% confidence from JSON config
[2025-12-02T20:53:01.602454] [DEBUG] [MAG       ] Building data for symbol: ARMK with lookback: 0
[2025-12-02T20:53:01.603232] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:01.603289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:01.604974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:01.605453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:01.605857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:01.608182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:53:01.609775] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:01.631711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:53:01.633799] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:01.718849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:53:01.719956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:53:01.720661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:53:01.723610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:53:01.738119] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:01.851416] [DEBUG] [MAG       ] BDSX: Last date is validated at 2025-12-02
[2025-12-02T20:53:01.943503] [DEBUG] [MAG       ] ARMK: Last date is validated at 2025-12-02
[2025-12-02T20:53:01.987744] [DEBUG] [MAG       ] ENB: Last date is validated at 2025-12-02
[2025-12-02T20:53:02.021996] [DEBUG] [MAG       ] BDSX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:02.088411] [DEBUG] [MAG       ] GEN: Last date is validated at 2025-12-02
[2025-12-02T20:53:02.106499] [INFO ] [LOCAL     ] BDSX: Saved forecast.
[2025-12-02T20:53:02.106564] [INFO ] [main      ] BDSX: Signal=1 (Conf=90.0%), Magnitude=-1.48% (Conf=50.1219%)
[2025-12-02T20:53:02.106746] [INFO ] [main      ] Fetching symbol history for RCS...
[2025-12-02T20:53:02.106789] [DEBUG] [REMOTE    ] RCS: Fetching historical data.
[2025-12-02T20:53:02.107808] [INFO ] [main      ] Progress: 408/965 forecasts completed (42.3%). BDSX finished in 0.7s. ETA: 1m 32s. Rate: 361.31 forecasts/min
[2025-12-02T20:53:02.118051] [DEBUG] [REMOTE    ] RCS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:02.119214] [DEBUG] [LOCAL     ] Loaded configuration for RCS: 8 features, N/A% accuracy
[2025-12-02T20:53:02.122036] [INFO ] [LOCAL     ] RCS: Loaded 8 optimal features with 42.40% confidence from JSON config
[2025-12-02T20:53:02.122075] [DEBUG] [MAG       ] Building data for symbol: RCS with lookback: 0
[2025-12-02T20:53:02.122879] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:53:02.122944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:02.128170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:02.129767] [DEBUG] [MAG       ] ARMK: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:02.130052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:02.130521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:02.130938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:02.157802] [DEBUG] [MAG       ] ENB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:02.170844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:02.172027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:02.207843] [INFO ] [LOCAL     ] ARMK: Saved forecast.
[2025-12-02T20:53:02.207907] [INFO ] [main      ] ARMK: Signal=1 (Conf=90.0%), Magnitude=-0.28% (Conf=51.7312%)
[2025-12-02T20:53:02.208081] [INFO ] [main      ] Fetching symbol history for HERO...
[2025-12-02T20:53:02.208126] [DEBUG] [REMOTE    ] HERO: Fetching historical data.
[2025-12-02T20:53:02.209765] [INFO ] [main      ] Progress: 409/965 forecasts completed (42.4%). ARMK finished in 0.6s. ETA: 1m 32s. Rate: 361.66 forecasts/min
[2025-12-02T20:53:02.219859] [DEBUG] [REMOTE    ] HERO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:02.220032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:53:02.220804] [DEBUG] [LOCAL     ] Loaded configuration for HERO: 3 features, N/A% accuracy
[2025-12-02T20:53:02.220855] [INFO ] [LOCAL     ] HERO: Loaded 3 optimal features with 48.90% confidence from JSON config
[2025-12-02T20:53:02.220887] [DEBUG] [MAG       ] Building data for symbol: HERO with lookback: 0
[2025-12-02T20:53:02.221671] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:53:02.221729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:02.223000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:02.226401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:53:02.228469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:53:02.230799] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:02.231217] [INFO ] [LOCAL     ] ENB: Saved forecast.
[2025-12-02T20:53:02.231282] [INFO ] [main      ] ENB: Signal=1 (Conf=90.0%), Magnitude=-0.81% (Conf=50.8925%)
[2025-12-02T20:53:02.231654] [INFO ] [main      ] Fetching symbol history for FCX...
[2025-12-02T20:53:02.231703] [DEBUG] [REMOTE    ] FCX: Fetching historical data.
[2025-12-02T20:53:02.232634] [INFO ] [main      ] Progress: 410/965 forecasts completed (42.5%). ENB finished in 0.7s. ETA: 1m 32s. Rate: 362.42 forecasts/min
[2025-12-02T20:53:02.242802] [DEBUG] [REMOTE    ] FCX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:02.243920] [DEBUG] [LOCAL     ] Loaded configuration for FCX: 8 features, N/A% accuracy
[2025-12-02T20:53:02.243971] [INFO ] [LOCAL     ] FCX: Loaded 8 optimal features with 66.14% confidence from JSON config
[2025-12-02T20:53:02.244002] [DEBUG] [MAG       ] Building data for symbol: FCX with lookback: 0
[2025-12-02T20:53:02.244795] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:53:02.244856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:02.246495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:02.247016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:02.247394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:02.276109] [DEBUG] [MAG       ] GEN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:02.358824] [INFO ] [LOCAL     ] GEN: Saved forecast.
[2025-12-02T20:53:02.358893] [INFO ] [main      ] GEN: Signal=1 (Conf=90.0%), Magnitude=1.53% (Conf=51.32%)
[2025-12-02T20:53:02.358983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:02.359266] [INFO ] [main      ] Fetching symbol history for XOMA...
[2025-12-02T20:53:02.359319] [DEBUG] [REMOTE    ] XOMA: Fetching historical data.
[2025-12-02T20:53:02.360207] [INFO ] [main      ] Progress: 411/965 forecasts completed (42.6%). GEN finished in 0.8s. ETA: 1m 32s. Rate: 362.62 forecasts/min
[2025-12-02T20:53:02.360221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:53:02.360934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:53:02.363822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:53:02.365445] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:02.369893] [DEBUG] [REMOTE    ] XOMA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:02.370835] [DEBUG] [LOCAL     ] Loaded configuration for XOMA: 6 features, N/A% accuracy
[2025-12-02T20:53:02.370891] [INFO ] [LOCAL     ] XOMA: Loaded 6 optimal features with 41.11% confidence from JSON config
[2025-12-02T20:53:02.370922] [DEBUG] [MAG       ] Building data for symbol: XOMA with lookback: 0
[2025-12-02T20:53:02.371739] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:02.371800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:02.373467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:02.374010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:02.486379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:02.487565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:53:02.488688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:53:02.507186] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:02.561510] [DEBUG] [MAG       ] RCS: Last date is validated at 2025-12-02
[2025-12-02T20:53:02.563691] [DEBUG] [MAG       ] HERO: Last date is validated at 2025-12-02
[2025-12-02T20:53:02.717426] [DEBUG] [MAG       ] FCX: Last date is validated at 2025-12-02
[2025-12-02T20:53:02.731231] [DEBUG] [MAG       ] HERO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:02.732591] [DEBUG] [MAG       ] RCS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:02.797621] [INFO ] [LOCAL     ] RCS: Saved forecast.
[2025-12-02T20:53:02.797705] [INFO ] [main      ] RCS: Signal=1 (Conf=90.0%), Magnitude=0.17% (Conf=42.3952%)
[2025-12-02T20:53:02.798264] [INFO ] [main      ] Fetching symbol history for WH...
[2025-12-02T20:53:02.798328] [DEBUG] [REMOTE    ] WH: Fetching historical data.
[2025-12-02T20:53:02.798666] [INFO ] [main      ] Progress: 412/965 forecasts completed (42.7%). RCS finished in 0.7s. ETA: 1m 32s. Rate: 361.17 forecasts/min
[2025-12-02T20:53:02.803321] [INFO ] [LOCAL     ] HERO: Saved forecast.
[2025-12-02T20:53:02.803383] [INFO ] [main      ] HERO: Signal=1 (Conf=90.0%), Magnitude=-0.94% (Conf=48.9021%)
[2025-12-02T20:53:02.803829] [INFO ] [main      ] Fetching symbol history for CZWI...
[2025-12-02T20:53:02.803880] [DEBUG] [REMOTE    ] CZWI: Fetching historical data.
[2025-12-02T20:53:02.804614] [INFO ] [main      ] Progress: 413/965 forecasts completed (42.8%). HERO finished in 0.6s. ETA: 1m 31s. Rate: 362.02 forecasts/min
[2025-12-02T20:53:02.811204] [DEBUG] [REMOTE    ] WH: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:02.812195] [DEBUG] [LOCAL     ] Loaded configuration for WH: 2 features, N/A% accuracy
[2025-12-02T20:53:02.812246] [INFO ] [LOCAL     ] WH: Loaded 2 optimal features with 66.55% confidence from JSON config
[2025-12-02T20:53:02.812278] [DEBUG] [MAG       ] Building data for symbol: WH with lookback: 0
[2025-12-02T20:53:02.813083] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:53:02.813142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:53:02.813733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:53:02.815086] [DEBUG] [REMOTE    ] CZWI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:02.815828] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:02.815904] [DEBUG] [LOCAL     ] Loaded configuration for CZWI: 5 features, N/A% accuracy
[2025-12-02T20:53:02.815955] [INFO ] [LOCAL     ] CZWI: Loaded 5 optimal features with 52.49% confidence from JSON config
[2025-12-02T20:53:02.815985] [DEBUG] [MAG       ] Building data for symbol: CZWI with lookback: 0
[2025-12-02T20:53:02.816746] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:02.816805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:02.818516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:02.819024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:02.819406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:02.820335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:53:02.821517] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:02.860161] [DEBUG] [MAG       ] XOMA: Last date is validated at 2025-12-02
[2025-12-02T20:53:02.889146] [DEBUG] [MAG       ] FCX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:02.995406] [INFO ] [LOCAL     ] FCX: Saved forecast.
[2025-12-02T20:53:02.995469] [INFO ] [main      ] FCX: Signal=1 (Conf=90.0%), Magnitude=-3.16% (Conf=66.1376%)
[2025-12-02T20:53:02.995833] [INFO ] [main      ] Fetching symbol history for STTK...
[2025-12-02T20:53:02.995882] [DEBUG] [REMOTE    ] STTK: Fetching historical data.
[2025-12-02T20:53:02.996667] [INFO ] [main      ] Progress: 414/965 forecasts completed (42.9%). FCX finished in 0.8s. ETA: 1m 31s. Rate: 361.88 forecasts/min
[2025-12-02T20:53:03.008271] [DEBUG] [REMOTE    ] STTK: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:03.009312] [DEBUG] [LOCAL     ] Loaded configuration for STTK: 7 features, N/A% accuracy
[2025-12-02T20:53:03.009372] [INFO ] [LOCAL     ] STTK: Loaded 7 optimal features with 58.63% confidence from JSON config
[2025-12-02T20:53:03.009403] [DEBUG] [MAG       ] Building data for symbol: STTK with lookback: 0
[2025-12-02T20:53:03.010184] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:53:03.010560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:03.015229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:03.016970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:03.017432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:03.017868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:03.020250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:53:03.020896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:53:03.022272] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:03.034909] [DEBUG] [MAG       ] XOMA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:03.118077] [INFO ] [LOCAL     ] XOMA: Saved forecast.
[2025-12-02T20:53:03.118144] [INFO ] [main      ] XOMA: Signal=1 (Conf=90.0%), Magnitude=-2.40% (Conf=41.1081%)
[2025-12-02T20:53:03.118516] [INFO ] [main      ] Fetching symbol history for PLRX...
[2025-12-02T20:53:03.118565] [DEBUG] [REMOTE    ] PLRX: Fetching historical data.
[2025-12-02T20:53:03.119313] [INFO ] [main      ] Progress: 415/965 forecasts completed (43.0%). XOMA finished in 0.8s. ETA: 1m 31s. Rate: 362.11 forecasts/min
[2025-12-02T20:53:03.130106] [DEBUG] [REMOTE    ] PLRX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:03.131048] [DEBUG] [LOCAL     ] Loaded configuration for PLRX: 1 features, N/A% accuracy
[2025-12-02T20:53:03.131103] [INFO ] [LOCAL     ] PLRX: Loaded 1 optimal features with 37.30% confidence from JSON config
[2025-12-02T20:53:03.131138] [DEBUG] [MAG       ] Building data for symbol: PLRX with lookback: 0
[2025-12-02T20:53:03.131953] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:53:03.132017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:53:03.133413] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:03.156416] [DEBUG] [MAG       ] CZWI: Last date is validated at 2025-12-02
[2025-12-02T20:53:03.157205] [DEBUG] [MAG       ] WH: Last date is validated at 2025-12-02
[2025-12-02T20:53:03.321172] [DEBUG] [MAG       ] CZWI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:03.322895] [DEBUG] [MAG       ] WH: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:03.355539] [DEBUG] [MAG       ] STTK: Last date is validated at 2025-12-02
[2025-12-02T20:53:03.382836] [INFO ] [LOCAL     ] CZWI: Saved forecast.
[2025-12-02T20:53:03.382901] [INFO ] [main      ] CZWI: Signal=1 (Conf=90.0%), Magnitude=-0.36% (Conf=52.4915%)
[2025-12-02T20:53:03.383323] [INFO ] [main      ] Fetching symbol history for FIBK...
[2025-12-02T20:53:03.383372] [DEBUG] [REMOTE    ] FIBK: Fetching historical data.
[2025-12-02T20:53:03.383658] [INFO ] [main      ] Progress: 416/965 forecasts completed (43.1%). CZWI finished in 0.6s. ETA: 1m 31s. Rate: 361.59 forecasts/min
[2025-12-02T20:53:03.395057] [DEBUG] [REMOTE    ] FIBK: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:03.396293] [DEBUG] [LOCAL     ] Loaded configuration for FIBK: 9 features, N/A% accuracy
[2025-12-02T20:53:03.396342] [INFO ] [LOCAL     ] FIBK: Loaded 9 optimal features with 55.56% confidence from JSON config
[2025-12-02T20:53:03.396373] [DEBUG] [MAG       ] Building data for symbol: FIBK with lookback: 0
[2025-12-02T20:53:03.397155] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:53:03.397218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:03.401933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:03.402723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:03.404978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:03.420234] [INFO ] [LOCAL     ] WH: Saved forecast.
[2025-12-02T20:53:03.420309] [INFO ] [main      ] WH: Signal=1 (Conf=90.0%), Magnitude=1.09% (Conf=66.5492%)
[2025-12-02T20:53:03.420692] [INFO ] [main      ] Progress: 417/965 forecasts completed (43.2%). WH finished in 0.6s. ETA: 1m 31s. Rate: 362.26 forecasts/min
[2025-12-02T20:53:03.420816] [INFO ] [main      ] Fetching symbol history for DOMO...
[2025-12-02T20:53:03.420859] [DEBUG] [REMOTE    ] DOMO: Fetching historical data.
[2025-12-02T20:53:03.432386] [DEBUG] [REMOTE    ] DOMO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:03.433500] [DEBUG] [LOCAL     ] Loaded configuration for DOMO: 6 features, N/A% accuracy
[2025-12-02T20:53:03.433555] [INFO ] [LOCAL     ] DOMO: Loaded 6 optimal features with 74.06% confidence from JSON config
[2025-12-02T20:53:03.433607] [DEBUG] [MAG       ] Building data for symbol: DOMO with lookback: 0
[2025-12-02T20:53:03.434379] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:03.434440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:03.439443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:53:03.440780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:53:03.487354] [DEBUG] [MAG       ] PLRX: Last date is validated at 2025-12-02
[2025-12-02T20:53:03.516884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:03.517782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:53:03.518714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:53:03.518819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:03.519779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:53:03.521358] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:03.525099] [DEBUG] [MAG       ] STTK: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:03.558284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:03.591957] [INFO ] [LOCAL     ] STTK: Saved forecast.
[2025-12-02T20:53:03.592019] [INFO ] [main      ] STTK: Signal=1 (Conf=90.0%), Magnitude=5.66% (Conf=58.6258%)
[2025-12-02T20:53:03.592435] [INFO ] [main      ] Fetching symbol history for REAX...
[2025-12-02T20:53:03.592485] [DEBUG] [REMOTE    ] REAX: Fetching historical data.
[2025-12-02T20:53:03.592660] [INFO ] [main      ] Progress: 418/965 forecasts completed (43.3%). STTK finished in 0.6s. ETA: 1m 31s. Rate: 362.23 forecasts/min
[2025-12-02T20:53:03.603168] [DEBUG] [REMOTE    ] REAX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:03.604170] [DEBUG] [LOCAL     ] Loaded configuration for REAX: 5 features, N/A% accuracy
[2025-12-02T20:53:03.604228] [INFO ] [LOCAL     ] REAX: Loaded 5 optimal features with 53.25% confidence from JSON config
[2025-12-02T20:53:03.604263] [DEBUG] [MAG       ] Building data for symbol: REAX with lookback: 0
[2025-12-02T20:53:03.605032] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:03.605094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:03.605992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:53:03.607157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:53:03.607217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:53:03.609186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:53:03.609876] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:03.611653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:53:03.613689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:53:03.629248] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:03.659239] [DEBUG] [MAG       ] PLRX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:03.812539] [INFO ] [LOCAL     ] PLRX: Saved forecast.
[2025-12-02T20:53:03.812623] [INFO ] [main      ] PLRX: Signal=1 (Conf=90.0%), Magnitude=1.43% (Conf=37.298%)
[2025-12-02T20:53:03.812970] [INFO ] [main      ] Fetching symbol history for OBIL...
[2025-12-02T20:53:03.813018] [DEBUG] [REMOTE    ] OBIL: Fetching historical data.
[2025-12-02T20:53:03.814651] [INFO ] [main      ] Progress: 419/965 forecasts completed (43.4%). PLRX finished in 0.7s. ETA: 1m 31s. Rate: 361.94 forecasts/min
[2025-12-02T20:53:03.823547] [DEBUG] [REMOTE    ] OBIL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:03.825227] [DEBUG] [LOCAL     ] Loaded configuration for OBIL: 53 features, N/A% accuracy
[2025-12-02T20:53:03.825278] [INFO ] [LOCAL     ] OBIL: Loaded 53 optimal features with 13.53% confidence from JSON config
[2025-12-02T20:53:03.825308] [DEBUG] [MAG       ] Building data for symbol: OBIL with lookback: 0
[2025-12-02T20:53:03.826080] [DEBUG] [FEATURES  ] DataBuilder: Executing 53 feature methods.
[2025-12-02T20:53:03.826180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:03.830953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:03.832754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:03.833228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:03.833673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:03.834048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:03.834793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:03.835588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:03.838045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:03.867633] [DEBUG] [MAG       ] DOMO: Last date is validated at 2025-12-02
[2025-12-02T20:53:03.943112] [DEBUG] [MAG       ] FIBK: Last date is validated at 2025-12-02
[2025-12-02T20:53:03.946858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:03.948815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:03.967374] [DEBUG] [MAG       ] REAX: Last date is validated at 2025-12-02
[2025-12-02T20:53:03.987179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:03.988404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:04.031757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:53:04.032785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:53:04.034004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:53:04.035281] [DEBUG] [MAG       ] DOMO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:04.107896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:53:04.108542] [DEBUG] [MAG       ] FIBK: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:04.108837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:53:04.110713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:53:04.112943] [INFO ] [LOCAL     ] DOMO: Saved forecast.
[2025-12-02T20:53:04.113008] [INFO ] [main      ] DOMO: Signal=1 (Conf=90.0%), Magnitude=-3.93% (Conf=74.0614%)
[2025-12-02T20:53:04.113167] [INFO ] [main      ] Fetching symbol history for NMCO...
[2025-12-02T20:53:04.113209] [DEBUG] [REMOTE    ] NMCO: Fetching historical data.
[2025-12-02T20:53:04.113433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:53:04.113836] [INFO ] [main      ] Progress: 420/965 forecasts completed (43.5%). DOMO finished in 0.7s. ETA: 1m 31s. Rate: 361.24 forecasts/min
[2025-12-02T20:53:04.114512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:53:04.116456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:53:04.117266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:53:04.121651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:53:04.122816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:53:04.124098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:53:04.125491] [DEBUG] [REMOTE    ] NMCO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:04.125659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:53:04.126428] [DEBUG] [LOCAL     ] Loaded configuration for NMCO: 6 features, N/A% accuracy
[2025-12-02T20:53:04.126478] [INFO ] [LOCAL     ] NMCO: Loaded 6 optimal features with 52.20% confidence from JSON config
[2025-12-02T20:53:04.126508] [DEBUG] [MAG       ] Building data for symbol: NMCO with lookback: 0
[2025-12-02T20:53:04.127294] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:04.127358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:04.128557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:53:04.129276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:53:04.129990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:53:04.131985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:53:04.132187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:04.133018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:04.133128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:53:04.133847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:53:04.134530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-02T20:53:04.134592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:53:04.135234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:53:04.135590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:53:04.135875] [DEBUG] [MAG       ] REAX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:04.137939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:53:04.139558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:53:04.139698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:53:04.141227] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:04.142059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:53:04.144251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:53:04.148209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:53:04.166136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:53:04.167361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:53:04.169170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:53:04.169936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:53:04.171566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:53:04.173196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:53:04.174089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:53:04.175308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:53:04.176528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:53:04.178757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:53:04.180338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:53:04.183231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:53:04.185068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:53:04.191027] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:04.199322] [INFO ] [LOCAL     ] FIBK: Saved forecast.
[2025-12-02T20:53:04.199387] [INFO ] [main      ] FIBK: Signal=1 (Conf=90.0%), Magnitude=0.22% (Conf=55.5577%)
[2025-12-02T20:53:04.199734] [INFO ] [main      ] Fetching symbol history for FLS...
[2025-12-02T20:53:04.200659] [INFO ] [main      ] Progress: 421/965 forecasts completed (43.6%). FIBK finished in 0.8s. ETA: 1m 30s. Rate: 361.66 forecasts/min
[2025-12-02T20:53:04.199782] [DEBUG] [REMOTE    ] FLS: Fetching historical data.
[2025-12-02T20:53:04.204386] [INFO ] [LOCAL     ] REAX: Saved forecast.
[2025-12-02T20:53:04.204453] [INFO ] [main      ] REAX: Signal=1 (Conf=90.0%), Magnitude=-2.40% (Conf=53.2527%)
[2025-12-02T20:53:04.204819] [INFO ] [main      ] Fetching symbol history for CLX...
[2025-12-02T20:53:04.204871] [DEBUG] [REMOTE    ] CLX: Fetching historical data.
[2025-12-02T20:53:04.206622] [INFO ] [main      ] Progress: 422/965 forecasts completed (43.7%). REAX finished in 0.6s. ETA: 1m 30s. Rate: 362.48 forecasts/min
[2025-12-02T20:53:04.214133] [DEBUG] [REMOTE    ] FLS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:04.215119] [DEBUG] [LOCAL     ] Loaded configuration for FLS: 1 features, N/A% accuracy
[2025-12-02T20:53:04.215169] [INFO ] [LOCAL     ] FLS: Loaded 1 optimal features with 63.56% confidence from JSON config
[2025-12-02T20:53:04.215200] [DEBUG] [MAG       ] Building data for symbol: FLS with lookback: 0
[2025-12-02T20:53:04.215974] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:53:04.216029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:04.216563] [DEBUG] [REMOTE    ] CLX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:04.216908] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:04.217496] [DEBUG] [LOCAL     ] Loaded configuration for CLX: 7 features, N/A% accuracy
[2025-12-02T20:53:04.217549] [INFO ] [LOCAL     ] CLX: Loaded 7 optimal features with 56.94% confidence from JSON config
[2025-12-02T20:53:04.217605] [DEBUG] [MAG       ] Building data for symbol: CLX with lookback: 0
[2025-12-02T20:53:04.218416] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:53:04.218478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:04.220231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:04.220766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:04.221205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:04.222100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:53:04.222803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:53:04.224820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:53:04.230808] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:04.480014] [DEBUG] [MAG       ] NMCO: Last date is validated at 2025-12-02
[2025-12-02T20:53:04.539852] [DEBUG] [MAG       ] OBIL: Last date is validated at 2025-12-02
[2025-12-02T20:53:04.550734] [DEBUG] [MAG       ] FLS: Last date is validated at 2025-12-02
[2025-12-02T20:53:04.580664] [DEBUG] [MAG       ] CLX: Last date is validated at 2025-12-02
[2025-12-02T20:53:04.649335] [DEBUG] [MAG       ] NMCO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:04.708749] [INFO ] [LOCAL     ] NMCO: Saved forecast.
[2025-12-02T20:53:04.708815] [INFO ] [main      ] NMCO: Signal=1 (Conf=80.0%), Magnitude=0.03% (Conf=52.2036%)
[2025-12-02T20:53:04.709130] [INFO ] [main      ] Fetching symbol history for SVCO...
[2025-12-02T20:53:04.709179] [DEBUG] [REMOTE    ] SVCO: Fetching historical data.
[2025-12-02T20:53:04.709988] [INFO ] [main      ] Progress: 423/965 forecasts completed (43.8%). NMCO finished in 0.6s. ETA: 1m 30s. Rate: 360.74 forecasts/min
[2025-12-02T20:53:04.716921] [DEBUG] [MAG       ] OBIL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:04.717122] [DEBUG] [MAG       ] FLS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:04.721375] [DEBUG] [REMOTE    ] SVCO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:04.722471] [DEBUG] [LOCAL     ] Loaded configuration for SVCO: 6 features, N/A% accuracy
[2025-12-02T20:53:04.722527] [INFO ] [LOCAL     ] SVCO: Loaded 6 optimal features with 64.55% confidence from JSON config
[2025-12-02T20:53:04.722558] [DEBUG] [MAG       ] Building data for symbol: SVCO with lookback: 0
[2025-12-02T20:53:04.723371] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:04.723433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:04.749042] [DEBUG] [MAG       ] CLX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:04.815290] [INFO ] [LOCAL     ] FLS: Saved forecast.
[2025-12-02T20:53:04.815355] [INFO ] [main      ] FLS: Signal=1 (Conf=80.0%), Magnitude=0.56% (Conf=63.5604%)
[2025-12-02T20:53:04.815702] [INFO ] [main      ] Fetching symbol history for CMS...
[2025-12-02T20:53:04.815751] [DEBUG] [REMOTE    ] CMS: Fetching historical data.
[2025-12-02T20:53:04.815806] [INFO ] [main      ] Progress: 424/965 forecasts completed (43.9%). FLS finished in 0.6s. ETA: 1m 30s. Rate: 361.05 forecasts/min
[2025-12-02T20:53:04.826879] [DEBUG] [REMOTE    ] CMS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:04.827755] [DEBUG] [LOCAL     ] Loaded configuration for CMS: 5 features, N/A% accuracy
[2025-12-02T20:53:04.827806] [INFO ] [LOCAL     ] CMS: Loaded 5 optimal features with 52.77% confidence from JSON config
[2025-12-02T20:53:04.827837] [DEBUG] [MAG       ] Building data for symbol: CMS with lookback: 0
[2025-12-02T20:53:04.828630] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:04.828688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:04.829399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:53:04.831366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:53:04.832711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:53:04.833779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:53:04.837846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:04.839530] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:04.839827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:53:04.840557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:53:04.843051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:53:04.846993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:53:04.848534] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:04.861117] [INFO ] [LOCAL     ] CLX: Saved forecast.
[2025-12-02T20:53:04.861180] [INFO ] [main      ] CLX: Signal=1 (Conf=80.0%), Magnitude=1.26% (Conf=56.9373%)
[2025-12-02T20:53:04.861340] [INFO ] [main      ] Fetching symbol history for ELTX...
[2025-12-02T20:53:04.861383] [DEBUG] [REMOTE    ] ELTX: Fetching historical data.
[2025-12-02T20:53:04.862681] [INFO ] [main      ] Progress: 425/965 forecasts completed (44.0%). CLX finished in 0.7s. ETA: 1m 30s. Rate: 361.66 forecasts/min
[2025-12-02T20:53:04.875322] [DEBUG] [REMOTE    ] ELTX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:04.876482] [DEBUG] [LOCAL     ] Loaded configuration for ELTX: 5 features, N/A% accuracy
[2025-12-02T20:53:04.876540] [INFO ] [LOCAL     ] ELTX: Loaded 5 optimal features with 69.49% confidence from JSON config
[2025-12-02T20:53:04.876570] [DEBUG] [MAG       ] Building data for symbol: ELTX with lookback: 0
[2025-12-02T20:53:04.877348] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:04.877405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:04.879085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:04.879674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:04.880066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:04.882447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:04.973361] [INFO ] [LOCAL     ] OBIL: Saved forecast.
[2025-12-02T20:53:04.973429] [INFO ] [main      ] OBIL: Signal=1 (Conf=80.0%), Magnitude=-0.01% (Conf=13.5335%)
[2025-12-02T20:53:04.973612] [INFO ] [main      ] Fetching symbol history for AMX...
[2025-12-02T20:53:04.973657] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-12-02T20:53:04.973835] [INFO ] [main      ] Progress: 426/965 forecasts completed (44.1%). OBIL finished in 1.2s. ETA: 1m 29s. Rate: 361.94 forecasts/min
[2025-12-02T20:53:04.984598] [DEBUG] [REMOTE    ] AMX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:04.985613] [DEBUG] [LOCAL     ] Loaded configuration for AMX: 7 features, N/A% accuracy
[2025-12-02T20:53:04.985665] [INFO ] [LOCAL     ] AMX: Loaded 7 optimal features with 54.86% confidence from JSON config
[2025-12-02T20:53:04.985696] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 0
[2025-12-02T20:53:04.986479] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:53:04.986885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:04.988552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:04.989080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:04.989496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:04.990400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:04.992523] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:05.029052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:05.079785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:53:05.081740] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:05.178387] [DEBUG] [MAG       ] CMS: Last date is validated at 2025-12-02
[2025-12-02T20:53:05.193014] [DEBUG] [MAG       ] SVCO: Last date is validated at 2025-12-02
[2025-12-02T20:53:05.332592] [DEBUG] [MAG       ] ELTX: Last date is validated at 2025-12-02
[2025-12-02T20:53:05.345518] [DEBUG] [MAG       ] CMS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:05.366333] [DEBUG] [MAG       ] SVCO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:05.429400] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-12-02
[2025-12-02T20:53:05.429624] [INFO ] [LOCAL     ] CMS: Saved forecast.
[2025-12-02T20:53:05.429689] [INFO ] [main      ] CMS: Signal=1 (Conf=80.0%), Magnitude=-1.30% (Conf=52.7705%)
[2025-12-02T20:53:05.430010] [INFO ] [main      ] Progress: 427/965 forecasts completed (44.2%). CMS finished in 0.6s. ETA: 1m 30s. Rate: 360.46 forecasts/min
[2025-12-02T20:53:05.430130] [INFO ] [main      ] Fetching symbol history for GLAD...
[2025-12-02T20:53:05.430172] [DEBUG] [REMOTE    ] GLAD: Fetching historical data.
[2025-12-02T20:53:05.438855] [INFO ] [LOCAL     ] SVCO: Saved forecast.
[2025-12-02T20:53:05.438922] [INFO ] [main      ] SVCO: Signal=1 (Conf=80.0%), Magnitude=-3.30% (Conf=64.552%)
[2025-12-02T20:53:05.439272] [INFO ] [main      ] Fetching symbol history for CMA...
[2025-12-02T20:53:05.439323] [DEBUG] [REMOTE    ] CMA: Fetching historical data.
[2025-12-02T20:53:05.440417] [INFO ] [main      ] Progress: 428/965 forecasts completed (44.4%). SVCO finished in 0.7s. ETA: 1m 29s. Rate: 361.26 forecasts/min
[2025-12-02T20:53:05.441555] [DEBUG] [REMOTE    ] GLAD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:05.442702] [DEBUG] [LOCAL     ] Loaded configuration for GLAD: 4 features, N/A% accuracy
[2025-12-02T20:53:05.442751] [INFO ] [LOCAL     ] GLAD: Loaded 4 optimal features with 48.51% confidence from JSON config
[2025-12-02T20:53:05.442782] [DEBUG] [MAG       ] Building data for symbol: GLAD with lookback: 0
[2025-12-02T20:53:05.443543] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:05.443623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:05.448334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:05.450105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:05.450625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:05.450993] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:05.451034] [DEBUG] [REMOTE    ] CMA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:05.452002] [DEBUG] [LOCAL     ] Loaded configuration for CMA: 6 features, N/A% accuracy
[2025-12-02T20:53:05.452066] [INFO ] [LOCAL     ] CMA: Loaded 6 optimal features with 63.02% confidence from JSON config
[2025-12-02T20:53:05.452104] [DEBUG] [MAG       ] Building data for symbol: CMA with lookback: 0
[2025-12-02T20:53:05.452925] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:05.452986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:05.454748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:05.455270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:05.455731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:05.458231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:05.500320] [DEBUG] [MAG       ] ELTX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:05.567219] [INFO ] [LOCAL     ] ELTX: Saved forecast.
[2025-12-02T20:53:05.567284] [INFO ] [main      ] ELTX: Signal=1 (Conf=80.0%), Magnitude=-11.46% (Conf=69.4894%)
[2025-12-02T20:53:05.567443] [INFO ] [main      ] Fetching symbol history for FIP...
[2025-12-02T20:53:05.567486] [DEBUG] [REMOTE    ] FIP: Fetching historical data.
[2025-12-02T20:53:05.568649] [INFO ] [main      ] Progress: 429/965 forecasts completed (44.5%). ELTX finished in 0.7s. ETA: 1m 29s. Rate: 361.45 forecasts/min
[2025-12-02T20:53:05.568498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:53:05.569925] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:05.578507] [DEBUG] [REMOTE    ] FIP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:05.579743] [DEBUG] [LOCAL     ] Loaded configuration for FIP: 11 features, N/A% accuracy
[2025-12-02T20:53:05.579803] [INFO ] [LOCAL     ] FIP: Loaded 11 optimal features with 57.32% confidence from JSON config
[2025-12-02T20:53:05.579833] [DEBUG] [MAG       ] Building data for symbol: FIP with lookback: 0
[2025-12-02T20:53:05.580599] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-12-02T20:53:05.580660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:05.582325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:05.582834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:05.583211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:05.583989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:05.586336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:53:05.587550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:53:05.591106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:05.591606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:53:05.592969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:53:05.594917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:53:05.596542] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:05.603333] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:05.670046] [INFO ] [LOCAL     ] AMX: Saved forecast.
[2025-12-02T20:53:05.670112] [INFO ] [main      ] AMX: Signal=1 (Conf=80.0%), Magnitude=0.21% (Conf=54.857%)
[2025-12-02T20:53:05.670481] [INFO ] [main      ] Fetching symbol history for AGZD...
[2025-12-02T20:53:05.670530] [DEBUG] [REMOTE    ] AGZD: Fetching historical data.
[2025-12-02T20:53:05.670641] [INFO ] [main      ] Progress: 430/965 forecasts completed (44.6%). AMX finished in 0.7s. ETA: 1m 29s. Rate: 361.77 forecasts/min
[2025-12-02T20:53:05.681003] [DEBUG] [REMOTE    ] AGZD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:05.681844] [DEBUG] [LOCAL     ] Loaded configuration for AGZD: 4 features, N/A% accuracy
[2025-12-02T20:53:05.681898] [INFO ] [LOCAL     ] AGZD: Loaded 4 optimal features with 16.45% confidence from JSON config
[2025-12-02T20:53:05.681929] [DEBUG] [MAG       ] Building data for symbol: AGZD with lookback: 0
[2025-12-02T20:53:05.682776] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:05.682832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:05.687503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:05.689292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:05.689781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:05.690163] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:05.785378] [DEBUG] [MAG       ] GLAD: Last date is validated at 2025-12-02
[2025-12-02T20:53:05.926263] [DEBUG] [MAG       ] CMA: Last date is validated at 2025-12-02
[2025-12-02T20:53:05.932229] [DEBUG] [MAG       ] FIP: Last date is validated at 2025-12-02
[2025-12-02T20:53:05.950809] [DEBUG] [MAG       ] GLAD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:06.018999] [INFO ] [LOCAL     ] GLAD: Saved forecast.
[2025-12-02T20:53:06.019061] [INFO ] [main      ] GLAD: Signal=1 (Conf=80.0%), Magnitude=-1.80% (Conf=48.5088%)
[2025-12-02T20:53:06.019216] [INFO ] [main      ] Fetching symbol history for NPFD...
[2025-12-02T20:53:06.019257] [DEBUG] [REMOTE    ] NPFD: Fetching historical data.
[2025-12-02T20:53:06.019822] [INFO ] [main      ] Progress: 431/965 forecasts completed (44.7%). GLAD finished in 0.6s. ETA: 1m 29s. Rate: 360.85 forecasts/min
[2025-12-02T20:53:06.030555] [DEBUG] [REMOTE    ] NPFD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:06.031754] [DEBUG] [LOCAL     ] Loaded configuration for NPFD: 3 features, N/A% accuracy
[2025-12-02T20:53:06.031805] [INFO ] [LOCAL     ] NPFD: Loaded 3 optimal features with 56.88% confidence from JSON config
[2025-12-02T20:53:06.031836] [DEBUG] [MAG       ] Building data for symbol: NPFD with lookback: 0
[2025-12-02T20:53:06.032618] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:53:06.032675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:06.034606] [DEBUG] [MAG       ] AGZD: Last date is validated at 2025-12-02
[2025-12-02T20:53:06.080293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:53:06.083031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:53:06.084158] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:06.091880] [DEBUG] [MAG       ] CMA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:06.098654] [DEBUG] [MAG       ] FIP: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:06.170679] [INFO ] [LOCAL     ] FIP: Saved forecast.
[2025-12-02T20:53:06.170742] [INFO ] [main      ] FIP: Signal=1 (Conf=80.0%), Magnitude=5.90% (Conf=57.3155%)
[2025-12-02T20:53:06.170901] [INFO ] [main      ] Fetching symbol history for WING...
[2025-12-02T20:53:06.170943] [DEBUG] [REMOTE    ] WING: Fetching historical data.
[2025-12-02T20:53:06.172286] [INFO ] [main      ] Progress: 432/965 forecasts completed (44.8%). FIP finished in 0.6s. ETA: 1m 29s. Rate: 360.92 forecasts/min
[2025-12-02T20:53:06.182097] [DEBUG] [REMOTE    ] WING: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:06.183305] [DEBUG] [LOCAL     ] Loaded configuration for WING: 4 features, N/A% accuracy
[2025-12-02T20:53:06.183356] [INFO ] [LOCAL     ] WING: Loaded 4 optimal features with 60.95% confidence from JSON config
[2025-12-02T20:53:06.183386] [DEBUG] [MAG       ] Building data for symbol: WING with lookback: 0
[2025-12-02T20:53:06.184211] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:06.184283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:06.186085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:06.186658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:53:06.189558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:53:06.190131] [INFO ] [LOCAL     ] CMA: Saved forecast.
[2025-12-02T20:53:06.190202] [INFO ] [main      ] CMA: Signal=1 (Conf=80.0%), Magnitude=0.14% (Conf=63.0237%)
[2025-12-02T20:53:06.190586] [INFO ] [main      ] Fetching symbol history for BITF...
[2025-12-02T20:53:06.190636] [DEBUG] [REMOTE    ] BITF: Fetching historical data.
[2025-12-02T20:53:06.190615] [INFO ] [main      ] Progress: 433/965 forecasts completed (44.9%). CMA finished in 0.8s. ETA: 1m 28s. Rate: 361.66 forecasts/min
[2025-12-02T20:53:06.191255] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:06.202769] [DEBUG] [REMOTE    ] BITF: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:06.203252] [DEBUG] [MAG       ] AGZD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:06.203959] [DEBUG] [LOCAL     ] Loaded configuration for BITF: 4 features, N/A% accuracy
[2025-12-02T20:53:06.204012] [INFO ] [LOCAL     ] BITF: Loaded 4 optimal features with 44.83% confidence from JSON config
[2025-12-02T20:53:06.204042] [DEBUG] [MAG       ] Building data for symbol: BITF with lookback: 0
[2025-12-02T20:53:06.204867] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:06.204938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:06.209917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:06.210933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:53:06.211728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:53:06.213829] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:06.257654] [INFO ] [LOCAL     ] AGZD: Saved forecast.
[2025-12-02T20:53:06.257721] [INFO ] [main      ] AGZD: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=16.4506%)
[2025-12-02T20:53:06.257882] [INFO ] [main      ] Fetching symbol history for SMPL...
[2025-12-02T20:53:06.257923] [DEBUG] [REMOTE    ] SMPL: Fetching historical data.
[2025-12-02T20:53:06.259650] [INFO ] [main      ] Progress: 434/965 forecasts completed (45.0%). AGZD finished in 0.6s. ETA: 1m 28s. Rate: 362.15 forecasts/min
[2025-12-02T20:53:06.269871] [DEBUG] [REMOTE    ] SMPL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:06.270828] [DEBUG] [LOCAL     ] Loaded configuration for SMPL: 8 features, N/A% accuracy
[2025-12-02T20:53:06.270880] [INFO ] [LOCAL     ] SMPL: Loaded 8 optimal features with 47.95% confidence from JSON config
[2025-12-02T20:53:06.270910] [DEBUG] [MAG       ] Building data for symbol: SMPL with lookback: 0
[2025-12-02T20:53:06.271671] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:53:06.271731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:06.273353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:06.273875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:06.274274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:06.382465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:06.384372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:53:06.385378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:53:06.387418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:53:06.389065] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:06.418640] [DEBUG] [MAG       ] NPFD: Last date is validated at 2025-12-02
[2025-12-02T20:53:06.531274] [DEBUG] [MAG       ] WING: Last date is validated at 2025-12-02
[2025-12-02T20:53:06.559894] [DEBUG] [MAG       ] BITF: Last date is validated at 2025-12-02
[2025-12-02T20:53:06.585852] [DEBUG] [MAG       ] NPFD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:06.642288] [INFO ] [LOCAL     ] NPFD: Saved forecast.
[2025-12-02T20:53:06.642351] [INFO ] [main      ] NPFD: Signal=1 (Conf=80.0%), Magnitude=0.16% (Conf=56.8819%)
[2025-12-02T20:53:06.642703] [INFO ] [main      ] Progress: 435/965 forecasts completed (45.1%). NPFD finished in 0.6s. ETA: 1m 28s. Rate: 361.06 forecasts/min
[2025-12-02T20:53:06.642825] [INFO ] [main      ] Fetching symbol history for CTRM...
[2025-12-02T20:53:06.642865] [DEBUG] [REMOTE    ] CTRM: Fetching historical data.
[2025-12-02T20:53:06.654051] [DEBUG] [REMOTE    ] CTRM: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:06.655036] [DEBUG] [LOCAL     ] Loaded configuration for CTRM: 8 features, N/A% accuracy
[2025-12-02T20:53:06.655086] [INFO ] [LOCAL     ] CTRM: Loaded 8 optimal features with 33.47% confidence from JSON config
[2025-12-02T20:53:06.655118] [DEBUG] [MAG       ] Building data for symbol: CTRM with lookback: 0
[2025-12-02T20:53:06.655891] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:53:06.655952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:06.660643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:06.661553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:06.663267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:06.663721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:53:06.664699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:53:06.666246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:53:06.667253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:53:06.667911] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:06.698502] [DEBUG] [MAG       ] WING: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:06.727854] [DEBUG] [MAG       ] BITF: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:06.731362] [DEBUG] [MAG       ] SMPL: Last date is validated at 2025-12-02
[2025-12-02T20:53:06.793279] [INFO ] [LOCAL     ] BITF: Saved forecast.
[2025-12-02T20:53:06.793348] [INFO ] [main      ] BITF: Signal=1 (Conf=80.0%), Magnitude=5.17% (Conf=44.8263%)
[2025-12-02T20:53:06.793715] [INFO ] [main      ] Fetching symbol history for MFIN...
[2025-12-02T20:53:06.793764] [DEBUG] [REMOTE    ] MFIN: Fetching historical data.
[2025-12-02T20:53:06.794761] [INFO ] [main      ] Progress: 436/965 forecasts completed (45.2%). BITF finished in 0.6s. ETA: 1m 28s. Rate: 361.13 forecasts/min
[2025-12-02T20:53:06.804958] [DEBUG] [REMOTE    ] MFIN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:06.805922] [DEBUG] [LOCAL     ] Loaded configuration for MFIN: 3 features, N/A% accuracy
[2025-12-02T20:53:06.805972] [INFO ] [LOCAL     ] MFIN: Loaded 3 optimal features with 58.55% confidence from JSON config
[2025-12-02T20:53:06.806003] [DEBUG] [MAG       ] Building data for symbol: MFIN with lookback: 0
[2025-12-02T20:53:06.806771] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:53:06.806827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:53:06.807781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:53:06.809945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:53:06.812424] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:06.850565] [INFO ] [LOCAL     ] WING: Saved forecast.
[2025-12-02T20:53:06.850649] [INFO ] [main      ] WING: Signal=1 (Conf=80.0%), Magnitude=2.25% (Conf=60.9495%)
[2025-12-02T20:53:06.850991] [INFO ] [main      ] Fetching symbol history for IDCC...
[2025-12-02T20:53:06.851039] [DEBUG] [REMOTE    ] IDCC: Fetching historical data.
[2025-12-02T20:53:06.852647] [INFO ] [main      ] Progress: 437/965 forecasts completed (45.3%). WING finished in 0.7s. ETA: 1m 28s. Rate: 361.67 forecasts/min
[2025-12-02T20:53:06.862324] [DEBUG] [REMOTE    ] IDCC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:06.863262] [DEBUG] [LOCAL     ] Loaded configuration for IDCC: 4 features, N/A% accuracy
[2025-12-02T20:53:06.863322] [INFO ] [LOCAL     ] IDCC: Loaded 4 optimal features with 56.88% confidence from JSON config
[2025-12-02T20:53:06.863353] [DEBUG] [MAG       ] Building data for symbol: IDCC with lookback: 0
[2025-12-02T20:53:06.864142] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:06.864201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:06.865904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:06.866406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:06.866874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:06.867270] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:06.897878] [DEBUG] [MAG       ] SMPL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:06.982443] [INFO ] [LOCAL     ] SMPL: Saved forecast.
[2025-12-02T20:53:06.982506] [INFO ] [main      ] SMPL: Signal=1 (Conf=80.0%), Magnitude=4.56% (Conf=47.9529%)
[2025-12-02T20:53:06.982677] [INFO ] [main      ] Fetching symbol history for BTMD...
[2025-12-02T20:53:06.982721] [DEBUG] [REMOTE    ] BTMD: Fetching historical data.
[2025-12-02T20:53:06.984664] [INFO ] [main      ] Progress: 438/965 forecasts completed (45.4%). SMPL finished in 0.7s. ETA: 1m 27s. Rate: 361.84 forecasts/min
[2025-12-02T20:53:06.993039] [DEBUG] [REMOTE    ] BTMD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:06.994141] [DEBUG] [LOCAL     ] Loaded configuration for BTMD: 2 features, N/A% accuracy
[2025-12-02T20:53:06.994239] [INFO ] [LOCAL     ] BTMD: Loaded 2 optimal features with 52.76% confidence from JSON config
[2025-12-02T20:53:06.994276] [DEBUG] [MAG       ] Building data for symbol: BTMD with lookback: 0
[2025-12-02T20:53:06.995058] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:53:06.995126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:06.999608] [DEBUG] [MAG       ] CTRM: Last date is validated at 2025-12-02
[2025-12-02T20:53:07.043145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:53:07.044531] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:07.151164] [DEBUG] [MAG       ] MFIN: Last date is validated at 2025-12-02
[2025-12-02T20:53:07.166109] [DEBUG] [MAG       ] CTRM: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:07.214906] [DEBUG] [MAG       ] IDCC: Last date is validated at 2025-12-02
[2025-12-02T20:53:07.228088] [INFO ] [LOCAL     ] CTRM: Saved forecast.
[2025-12-02T20:53:07.228152] [INFO ] [main      ] CTRM: Signal=1 (Conf=80.0%), Magnitude=0.20% (Conf=33.468%)
[2025-12-02T20:53:07.228482] [INFO ] [main      ] Fetching symbol history for AFRM...
[2025-12-02T20:53:07.228529] [DEBUG] [REMOTE    ] AFRM: Fetching historical data.
[2025-12-02T20:53:07.228655] [INFO ] [main      ] Progress: 439/965 forecasts completed (45.5%). CTRM finished in 0.6s. ETA: 1m 27s. Rate: 361.45 forecasts/min
[2025-12-02T20:53:07.239824] [DEBUG] [REMOTE    ] AFRM: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:07.240921] [DEBUG] [LOCAL     ] Loaded configuration for AFRM: 5 features, N/A% accuracy
[2025-12-02T20:53:07.240972] [INFO ] [LOCAL     ] AFRM: Loaded 5 optimal features with 64.63% confidence from JSON config
[2025-12-02T20:53:07.241003] [DEBUG] [MAG       ] Building data for symbol: AFRM with lookback: 0
[2025-12-02T20:53:07.241806] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:07.241864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:07.246607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:07.247395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:53:07.249379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:53:07.252117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:53:07.253259] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:07.323002] [DEBUG] [MAG       ] MFIN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:07.384965] [INFO ] [LOCAL     ] MFIN: Saved forecast.
[2025-12-02T20:53:07.385043] [INFO ] [main      ] MFIN: Signal=1 (Conf=80.0%), Magnitude=-3.15% (Conf=58.5501%)
[2025-12-02T20:53:07.385395] [INFO ] [main      ] Progress: 440/965 forecasts completed (45.6%). MFIN finished in 0.6s. ETA: 1m 27s. Rate: 361.49 forecasts/min
[2025-12-02T20:53:07.385516] [INFO ] [main      ] Fetching symbol history for CION...
[2025-12-02T20:53:07.385557] [DEBUG] [REMOTE    ] CION: Fetching historical data.
[2025-12-02T20:53:07.386323] [DEBUG] [MAG       ] IDCC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:07.396478] [DEBUG] [MAG       ] BTMD: Last date is validated at 2025-12-02
[2025-12-02T20:53:07.396789] [DEBUG] [REMOTE    ] CION: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:07.397682] [DEBUG] [LOCAL     ] Loaded configuration for CION: 9 features, N/A% accuracy
[2025-12-02T20:53:07.397734] [INFO ] [LOCAL     ] CION: Loaded 9 optimal features with 41.40% confidence from JSON config
[2025-12-02T20:53:07.397766] [DEBUG] [MAG       ] Building data for symbol: CION with lookback: 0
[2025-12-02T20:53:07.398610] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:53:07.398671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:07.400305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:07.400819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:07.401243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:07.401639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:07.402546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:53:07.403725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:53:07.404745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:53:07.406701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:53:07.423842] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:07.515781] [INFO ] [LOCAL     ] IDCC: Saved forecast.
[2025-12-02T20:53:07.515845] [INFO ] [main      ] IDCC: Signal=1 (Conf=80.0%), Magnitude=-0.78% (Conf=56.8797%)
[2025-12-02T20:53:07.515999] [INFO ] [main      ] Fetching symbol history for WCC...
[2025-12-02T20:53:07.516040] [DEBUG] [REMOTE    ] WCC: Fetching historical data.
[2025-12-02T20:53:07.517835] [INFO ] [main      ] Progress: 441/965 forecasts completed (45.7%). IDCC finished in 0.7s. ETA: 1m 27s. Rate: 361.66 forecasts/min
[2025-12-02T20:53:07.527648] [DEBUG] [REMOTE    ] WCC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:07.528653] [DEBUG] [LOCAL     ] Loaded configuration for WCC: 10 features, N/A% accuracy
[2025-12-02T20:53:07.528704] [INFO ] [LOCAL     ] WCC: Loaded 10 optimal features with 52.11% confidence from JSON config
[2025-12-02T20:53:07.528736] [DEBUG] [MAG       ] Building data for symbol: WCC with lookback: 0
[2025-12-02T20:53:07.529520] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-02T20:53:07.529603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:07.534278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:07.535065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:07.535859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:07.538240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:07.539970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:07.540466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:53:07.541458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:53:07.543058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:53:07.544090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:53:07.544808] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:07.572303] [DEBUG] [MAG       ] BTMD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:07.588235] [DEBUG] [MAG       ] AFRM: Last date is validated at 2025-12-02
[2025-12-02T20:53:07.629979] [INFO ] [LOCAL     ] BTMD: Saved forecast.
[2025-12-02T20:53:07.630044] [INFO ] [main      ] BTMD: Signal=1 (Conf=80.0%), Magnitude=-1.29% (Conf=52.7608%)
[2025-12-02T20:53:07.630379] [INFO ] [main      ] Fetching symbol history for LZB...
[2025-12-02T20:53:07.630428] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-12-02T20:53:07.630648] [INFO ] [main      ] Progress: 442/965 forecasts completed (45.8%). BTMD finished in 0.6s. ETA: 1m 27s. Rate: 361.92 forecasts/min
[2025-12-02T20:53:07.641282] [DEBUG] [REMOTE    ] LZB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:07.642353] [DEBUG] [LOCAL     ] Loaded configuration for LZB: 3 features, N/A% accuracy
[2025-12-02T20:53:07.642403] [INFO ] [LOCAL     ] LZB: Loaded 3 optimal features with 45.26% confidence from JSON config
[2025-12-02T20:53:07.642433] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 0
[2025-12-02T20:53:07.643213] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:53:07.643276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:07.647908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:53:07.649968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:53:07.651511] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:07.754986] [DEBUG] [MAG       ] AFRM: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:07.758635] [DEBUG] [MAG       ] CION: Last date is validated at 2025-12-02
[2025-12-02T20:53:07.865965] [INFO ] [LOCAL     ] AFRM: Saved forecast.
[2025-12-02T20:53:07.866028] [INFO ] [main      ] AFRM: Signal=1 (Conf=80.0%), Magnitude=1.86% (Conf=64.6278%)
[2025-12-02T20:53:07.866402] [INFO ] [main      ] Fetching symbol history for RICK...
[2025-12-02T20:53:07.866451] [DEBUG] [REMOTE    ] RICK: Fetching historical data.
[2025-12-02T20:53:07.867652] [INFO ] [main      ] Progress: 443/965 forecasts completed (45.9%). AFRM finished in 0.6s. ETA: 1m 27s. Rate: 361.57 forecasts/min
[2025-12-02T20:53:07.880224] [DEBUG] [REMOTE    ] RICK: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:07.881362] [DEBUG] [LOCAL     ] Loaded configuration for RICK: 5 features, N/A% accuracy
[2025-12-02T20:53:07.881411] [INFO ] [LOCAL     ] RICK: Loaded 5 optimal features with 46.52% confidence from JSON config
[2025-12-02T20:53:07.881442] [DEBUG] [MAG       ] Building data for symbol: RICK with lookback: 0
[2025-12-02T20:53:07.882208] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:07.882266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:07.883213] [DEBUG] [MAG       ] WCC: Last date is validated at 2025-12-02
[2025-12-02T20:53:07.887031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:07.925273] [DEBUG] [MAG       ] CION: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:07.925797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:07.926978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:53:07.928011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:53:07.928697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:07.985402] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-12-02
[2025-12-02T20:53:07.994071] [INFO ] [LOCAL     ] CION: Saved forecast.
[2025-12-02T20:53:07.994134] [INFO ] [main      ] CION: Signal=1 (Conf=80.0%), Magnitude=3.60% (Conf=41.4013%)
[2025-12-02T20:53:07.994637] [INFO ] [main      ] Progress: 444/965 forecasts completed (46.0%). CION finished in 0.6s. ETA: 1m 26s. Rate: 361.76 forecasts/min
[2025-12-02T20:53:07.994487] [INFO ] [main      ] Fetching symbol history for IDE...
[2025-12-02T20:53:07.994874] [DEBUG] [REMOTE    ] IDE: Fetching historical data.
[2025-12-02T20:53:08.005851] [DEBUG] [REMOTE    ] IDE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:08.006935] [DEBUG] [LOCAL     ] Loaded configuration for IDE: 8 features, N/A% accuracy
[2025-12-02T20:53:08.006985] [INFO ] [LOCAL     ] IDE: Loaded 8 optimal features with 42.90% confidence from JSON config
[2025-12-02T20:53:08.007016] [DEBUG] [MAG       ] Building data for symbol: IDE with lookback: 0
[2025-12-02T20:53:08.007801] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:53:08.007862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:08.009515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:08.010023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:08.010797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:08.011607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:08.050331] [DEBUG] [MAG       ] WCC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:08.118177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:53:08.121218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:53:08.122680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:53:08.123839] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:08.153020] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:08.206885] [INFO ] [LOCAL     ] WCC: Saved forecast.
[2025-12-02T20:53:08.206951] [INFO ] [main      ] WCC: Signal=1 (Conf=80.0%), Magnitude=1.92% (Conf=52.1099%)
[2025-12-02T20:53:08.207257] [INFO ] [main      ] Fetching symbol history for CTNM...
[2025-12-02T20:53:08.207305] [DEBUG] [REMOTE    ] CTNM: Fetching historical data.
[2025-12-02T20:53:08.208390] [INFO ] [main      ] Progress: 445/965 forecasts completed (46.1%). WCC finished in 0.7s. ETA: 1m 26s. Rate: 361.53 forecasts/min
[2025-12-02T20:53:08.218168] [DEBUG] [REMOTE    ] CTNM: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:08.219277] [DEBUG] [LOCAL     ] Loaded configuration for CTNM: 5 features, N/A% accuracy
[2025-12-02T20:53:08.219331] [INFO ] [LOCAL     ] CTNM: Loaded 5 optimal features with 44.80% confidence from JSON config
[2025-12-02T20:53:08.219363] [DEBUG] [MAG       ] Building data for symbol: CTNM with lookback: 0
[2025-12-02T20:53:08.220151] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:08.220215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:08.222856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:08.224593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:53:08.225359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:53:08.226520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:53:08.227782] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:08.239801] [INFO ] [LOCAL     ] LZB: Saved forecast.
[2025-12-02T20:53:08.239866] [INFO ] [main      ] LZB: Signal=1 (Conf=80.0%), Magnitude=0.57% (Conf=45.2562%)
[2025-12-02T20:53:08.240196] [INFO ] [main      ] Fetching symbol history for IRDM...
[2025-12-02T20:53:08.240610] [DEBUG] [REMOTE    ] IRDM: Fetching historical data.
[2025-12-02T20:53:08.240642] [INFO ] [main      ] Progress: 446/965 forecasts completed (46.2%). LZB finished in 0.6s. ETA: 1m 26s. Rate: 362.18 forecasts/min
[2025-12-02T20:53:08.252666] [DEBUG] [REMOTE    ] IRDM: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:08.253789] [DEBUG] [LOCAL     ] Loaded configuration for IRDM: 6 features, N/A% accuracy
[2025-12-02T20:53:08.253839] [INFO ] [LOCAL     ] IRDM: Loaded 6 optimal features with 66.85% confidence from JSON config
[2025-12-02T20:53:08.253871] [DEBUG] [MAG       ] Building data for symbol: IRDM with lookback: 0
[2025-12-02T20:53:08.254644] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:08.254703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:08.256555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:08.257079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:08.257497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:08.258261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:53:08.258972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:53:08.260779] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:08.267567] [DEBUG] [MAG       ] RICK: Last date is validated at 2025-12-02
[2025-12-02T20:53:08.433691] [DEBUG] [MAG       ] RICK: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:08.464705] [DEBUG] [MAG       ] IDE: Last date is validated at 2025-12-02
[2025-12-02T20:53:08.524894] [INFO ] [LOCAL     ] RICK: Saved forecast.
[2025-12-02T20:53:08.524960] [INFO ] [main      ] RICK: Signal=1 (Conf=80.0%), Magnitude=-5.73% (Conf=46.5198%)
[2025-12-02T20:53:08.525123] [INFO ] [main      ] Fetching symbol history for FUN...
[2025-12-02T20:53:08.525165] [DEBUG] [REMOTE    ] FUN: Fetching historical data.
[2025-12-02T20:53:08.526783] [INFO ] [main      ] Progress: 447/965 forecasts completed (46.3%). RICK finished in 0.7s. ETA: 1m 26s. Rate: 361.59 forecasts/min
[2025-12-02T20:53:08.538033] [DEBUG] [REMOTE    ] FUN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:08.539388] [DEBUG] [LOCAL     ] Loaded configuration for FUN: 4 features, N/A% accuracy
[2025-12-02T20:53:08.539446] [INFO ] [LOCAL     ] FUN: Loaded 4 optimal features with 49.06% confidence from JSON config
[2025-12-02T20:53:08.539476] [DEBUG] [MAG       ] Building data for symbol: FUN with lookback: 0
[2025-12-02T20:53:08.540410] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:08.540469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:08.542280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:08.542979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:08.543967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:53:08.544628] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:08.566660] [DEBUG] [MAG       ] CTNM: Last date is validated at 2025-12-02
[2025-12-02T20:53:08.596035] [DEBUG] [MAG       ] IRDM: Last date is validated at 2025-12-02
[2025-12-02T20:53:08.637558] [DEBUG] [MAG       ] IDE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:08.735252] [DEBUG] [MAG       ] CTNM: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:08.763481] [INFO ] [LOCAL     ] IDE: Saved forecast.
[2025-12-02T20:53:08.763544] [INFO ] [main      ] IDE: Signal=1 (Conf=80.0%), Magnitude=-0.08% (Conf=42.9049%)
[2025-12-02T20:53:08.763891] [INFO ] [main      ] Fetching symbol history for ASPS...
[2025-12-02T20:53:08.763940] [DEBUG] [REMOTE    ] ASPS: Fetching historical data.
[2025-12-02T20:53:08.764647] [INFO ] [main      ] Progress: 448/965 forecasts completed (46.4%). IDE finished in 0.8s. ETA: 1m 26s. Rate: 361.24 forecasts/min
[2025-12-02T20:53:08.773653] [DEBUG] [MAG       ] IRDM: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:08.775139] [DEBUG] [REMOTE    ] ASPS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:08.776303] [DEBUG] [LOCAL     ] Loaded configuration for ASPS: 3 features, N/A% accuracy
[2025-12-02T20:53:08.776363] [INFO ] [LOCAL     ] ASPS: Loaded 3 optimal features with 65.10% confidence from JSON config
[2025-12-02T20:53:08.776400] [DEBUG] [MAG       ] Building data for symbol: ASPS with lookback: 0
[2025-12-02T20:53:08.777169] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:53:08.777227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:08.782016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:08.782945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:53:08.783626] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:08.865105] [INFO ] [LOCAL     ] IRDM: Saved forecast.
[2025-12-02T20:53:08.865170] [INFO ] [main      ] IRDM: Signal=1 (Conf=80.0%), Magnitude=-2.53% (Conf=66.8456%)
[2025-12-02T20:53:08.865519] [INFO ] [main      ] Fetching symbol history for TBLD...
[2025-12-02T20:53:08.865586] [DEBUG] [REMOTE    ] TBLD: Fetching historical data.
[2025-12-02T20:53:08.865609] [INFO ] [main      ] Progress: 449/965 forecasts completed (46.5%). IRDM finished in 0.6s. ETA: 1m 26s. Rate: 361.56 forecasts/min
[2025-12-02T20:53:08.876559] [DEBUG] [REMOTE    ] TBLD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:08.877651] [DEBUG] [LOCAL     ] Loaded configuration for TBLD: 7 features, N/A% accuracy
[2025-12-02T20:53:08.877702] [INFO ] [LOCAL     ] TBLD: Loaded 7 optimal features with 51.48% confidence from JSON config
[2025-12-02T20:53:08.877743] [DEBUG] [MAG       ] Building data for symbol: TBLD with lookback: 0
[2025-12-02T20:53:08.878520] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:53:08.878598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:08.878597] [INFO ] [LOCAL     ] CTNM: Saved forecast.
[2025-12-02T20:53:08.878665] [INFO ] [main      ] CTNM: Signal=1 (Conf=80.0%), Magnitude=2.03% (Conf=44.8042%)
[2025-12-02T20:53:08.878976] [INFO ] [main      ] Fetching symbol history for MBB...
[2025-12-02T20:53:08.879024] [DEBUG] [REMOTE    ] MBB: Fetching historical data.
[2025-12-02T20:53:08.879885] [INFO ] [main      ] Progress: 450/965 forecasts completed (46.6%). CTNM finished in 0.7s. ETA: 1m 25s. Rate: 362.30 forecasts/min
[2025-12-02T20:53:08.883354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:08.883899] [DEBUG] [MAG       ] FUN: Last date is validated at 2025-12-02
[2025-12-02T20:53:08.885134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:08.885630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:08.886010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:08.886849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:08.890721] [DEBUG] [REMOTE    ] MBB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:08.891810] [DEBUG] [LOCAL     ] Loaded configuration for MBB: 5 features, N/A% accuracy
[2025-12-02T20:53:08.891868] [INFO ] [LOCAL     ] MBB: Loaded 5 optimal features with 48.83% confidence from JSON config
[2025-12-02T20:53:08.891898] [DEBUG] [MAG       ] Building data for symbol: MBB with lookback: 0
[2025-12-02T20:53:08.892705] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:08.892763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:08.897554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:08.898630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:08.950440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:53:08.952478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:53:08.953702] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:08.995763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:53:08.997099] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:09.054389] [DEBUG] [MAG       ] FUN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:09.123815] [DEBUG] [MAG       ] ASPS: Last date is validated at 2025-12-02
[2025-12-02T20:53:09.148908] [INFO ] [LOCAL     ] FUN: Saved forecast.
[2025-12-02T20:53:09.148984] [INFO ] [main      ] FUN: Signal=1 (Conf=80.0%), Magnitude=0.85% (Conf=49.0594%)
[2025-12-02T20:53:09.149367] [INFO ] [main      ] Fetching symbol history for TELO...
[2025-12-02T20:53:09.149430] [DEBUG] [REMOTE    ] TELO: Fetching historical data.
[2025-12-02T20:53:09.149658] [INFO ] [main      ] Progress: 451/965 forecasts completed (46.7%). FUN finished in 0.6s. ETA: 1m 25s. Rate: 361.79 forecasts/min
[2025-12-02T20:53:09.164362] [DEBUG] [REMOTE    ] TELO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:09.165478] [DEBUG] [LOCAL     ] Loaded configuration for TELO: 10 features, N/A% accuracy
[2025-12-02T20:53:09.165538] [INFO ] [LOCAL     ] TELO: Loaded 10 optimal features with 52.30% confidence from JSON config
[2025-12-02T20:53:09.165596] [DEBUG] [MAG       ] Building data for symbol: TELO with lookback: 0
[2025-12-02T20:53:09.166536] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-02T20:53:09.166635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:09.172624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:09.174865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:09.175442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:09.175923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:09.178796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:09.218239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:09.266695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:53:09.269900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:53:09.271500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:53:09.275460] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:09.293352] [DEBUG] [MAG       ] ASPS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:09.296982] [DEBUG] [MAG       ] MBB: Last date is validated at 2025-12-02
[2025-12-02T20:53:09.334335] [DEBUG] [MAG       ] TBLD: Last date is validated at 2025-12-02
[2025-12-02T20:53:09.365257] [INFO ] [LOCAL     ] ASPS: Saved forecast.
[2025-12-02T20:53:09.365322] [INFO ] [main      ] ASPS: Signal=1 (Conf=80.0%), Magnitude=-7.30% (Conf=65.0994%)
[2025-12-02T20:53:09.365689] [INFO ] [main      ] Fetching symbol history for FTLF...
[2025-12-02T20:53:09.365740] [DEBUG] [REMOTE    ] FTLF: Fetching historical data.
[2025-12-02T20:53:09.366671] [INFO ] [main      ] Progress: 452/965 forecasts completed (46.8%). ASPS finished in 0.6s. ETA: 1m 25s. Rate: 361.54 forecasts/min
[2025-12-02T20:53:09.376858] [DEBUG] [REMOTE    ] FTLF: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:09.377780] [DEBUG] [LOCAL     ] Loaded configuration for FTLF: 4 features, N/A% accuracy
[2025-12-02T20:53:09.377834] [INFO ] [LOCAL     ] FTLF: Loaded 4 optimal features with 63.22% confidence from JSON config
[2025-12-02T20:53:09.377867] [DEBUG] [MAG       ] Building data for symbol: FTLF with lookback: 0
[2025-12-02T20:53:09.378837] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:09.378895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:09.383770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:09.471893] [DEBUG] [MAG       ] MBB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:09.496496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:53:09.497479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:53:09.499351] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:09.501290] [DEBUG] [MAG       ] TBLD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:09.563744] [INFO ] [LOCAL     ] TBLD: Saved forecast.
[2025-12-02T20:53:09.563810] [INFO ] [main      ] TBLD: Signal=1 (Conf=80.0%), Magnitude=-0.04% (Conf=51.4769%)
[2025-12-02T20:53:09.564169] [INFO ] [main      ] Fetching symbol history for BIPH...
[2025-12-02T20:53:09.564220] [DEBUG] [REMOTE    ] BIPH: Fetching historical data.
[2025-12-02T20:53:09.564238] [INFO ] [main      ] Progress: 453/965 forecasts completed (46.9%). TBLD finished in 0.7s. ETA: 1m 25s. Rate: 361.39 forecasts/min
[2025-12-02T20:53:09.575166] [DEBUG] [REMOTE    ] BIPH: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:09.576241] [DEBUG] [LOCAL     ] Loaded configuration for BIPH: 8 features, N/A% accuracy
[2025-12-02T20:53:09.576292] [INFO ] [LOCAL     ] BIPH: Loaded 8 optimal features with 51.65% confidence from JSON config
[2025-12-02T20:53:09.576324] [DEBUG] [MAG       ] Building data for symbol: BIPH with lookback: 0
[2025-12-02T20:53:09.577109] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:53:09.577171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:09.582192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:09.584032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:09.584508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:09.584919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:53:09.589139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:09.589634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:53:09.590795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:53:09.592858] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:09.604485] [INFO ] [LOCAL     ] MBB: Saved forecast.
[2025-12-02T20:53:09.604551] [INFO ] [main      ] MBB: Signal=1 (Conf=80.0%), Magnitude=0.46% (Conf=48.8301%)
[2025-12-02T20:53:09.604727] [INFO ] [main      ] Fetching symbol history for TSLQ...
[2025-12-02T20:53:09.604771] [DEBUG] [REMOTE    ] TSLQ: Fetching historical data.
[2025-12-02T20:53:09.605906] [INFO ] [main      ] Progress: 454/965 forecasts completed (47.0%). MBB finished in 0.7s. ETA: 1m 25s. Rate: 361.99 forecasts/min
[2025-12-02T20:53:09.615472] [DEBUG] [REMOTE    ] TSLQ: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:09.616535] [DEBUG] [LOCAL     ] Loaded configuration for TSLQ: 6 features, N/A% accuracy
[2025-12-02T20:53:09.616613] [INFO ] [LOCAL     ] TSLQ: Loaded 6 optimal features with 53.98% confidence from JSON config
[2025-12-02T20:53:09.616646] [DEBUG] [MAG       ] Building data for symbol: TSLQ with lookback: 0
[2025-12-02T20:53:09.617449] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:09.617510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:09.622410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:09.624191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:09.624724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:09.625115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:09.628060] [DEBUG] [MAG       ] TELO: Last date is validated at 2025-12-02
[2025-12-02T20:53:09.665689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:53:09.666874] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:09.794953] [DEBUG] [MAG       ] TELO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:09.843135] [DEBUG] [MAG       ] FTLF: Last date is validated at 2025-12-02
[2025-12-02T20:53:09.868539] [INFO ] [LOCAL     ] TELO: Saved forecast.
[2025-12-02T20:53:09.868622] [INFO ] [main      ] TELO: Signal=1 (Conf=80.0%), Magnitude=-13.29% (Conf=52.2955%)
[2025-12-02T20:53:09.868785] [INFO ] [main      ] Fetching symbol history for RIME...
[2025-12-02T20:53:09.868828] [DEBUG] [REMOTE    ] RIME: Fetching historical data.
[2025-12-02T20:53:09.870676] [INFO ] [main      ] Progress: 455/965 forecasts completed (47.2%). TELO finished in 0.7s. ETA: 1m 25s. Rate: 361.51 forecasts/min
[2025-12-02T20:53:09.880349] [DEBUG] [REMOTE    ] RIME: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:09.881543] [DEBUG] [LOCAL     ] Loaded configuration for RIME: 6 features, N/A% accuracy
[2025-12-02T20:53:09.881931] [INFO ] [LOCAL     ] RIME: Loaded 6 optimal features with 34.83% confidence from JSON config
[2025-12-02T20:53:09.881966] [DEBUG] [MAG       ] Building data for symbol: RIME with lookback: 0
[2025-12-02T20:53:09.882802] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:09.882863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:09.884628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:09.885129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:09.885524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:09.885968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:53:09.887152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:53:09.889320] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:09.931826] [DEBUG] [MAG       ] BIPH: Last date is validated at 2025-12-02
[2025-12-02T20:53:10.008875] [DEBUG] [MAG       ] FTLF: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:10.011951] [DEBUG] [MAG       ] TSLQ: Last date is validated at 2025-12-02
[2025-12-02T20:53:10.078589] [INFO ] [LOCAL     ] FTLF: Saved forecast.
[2025-12-02T20:53:10.078655] [INFO ] [main      ] FTLF: Signal=1 (Conf=80.0%), Magnitude=-1.93% (Conf=63.2183%)
[2025-12-02T20:53:10.078985] [INFO ] [main      ] Fetching symbol history for NTRA...
[2025-12-02T20:53:10.079034] [DEBUG] [REMOTE    ] NTRA: Fetching historical data.
[2025-12-02T20:53:10.079659] [INFO ] [main      ] Progress: 456/965 forecasts completed (47.3%). FTLF finished in 0.7s. ETA: 1m 25s. Rate: 361.31 forecasts/min
[2025-12-02T20:53:10.091278] [DEBUG] [REMOTE    ] NTRA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:10.092245] [DEBUG] [LOCAL     ] Loaded configuration for NTRA: 1 features, N/A% accuracy
[2025-12-02T20:53:10.092295] [INFO ] [LOCAL     ] NTRA: Loaded 1 optimal features with 55.88% confidence from JSON config
[2025-12-02T20:53:10.092326] [DEBUG] [MAG       ] Building data for symbol: NTRA with lookback: 0
[2025-12-02T20:53:10.093093] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:53:10.093151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:53:10.094159] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:10.102043] [DEBUG] [MAG       ] BIPH: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:10.168106] [INFO ] [LOCAL     ] BIPH: Saved forecast.
[2025-12-02T20:53:10.168195] [INFO ] [main      ] BIPH: Signal=1 (Conf=80.0%), Magnitude=-1.38% (Conf=51.646%)
[2025-12-02T20:53:10.168682] [INFO ] [main      ] Fetching symbol history for OLMA...
[2025-12-02T20:53:10.168744] [DEBUG] [REMOTE    ] OLMA: Fetching historical data.
[2025-12-02T20:53:10.169658] [INFO ] [main      ] Progress: 457/965 forecasts completed (47.4%). BIPH finished in 0.6s. ETA: 1m 24s. Rate: 361.67 forecasts/min
[2025-12-02T20:53:10.180313] [DEBUG] [REMOTE    ] OLMA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:10.181203] [DEBUG] [LOCAL     ] Loaded configuration for OLMA: 7 features, N/A% accuracy
[2025-12-02T20:53:10.181261] [INFO ] [LOCAL     ] OLMA: Loaded 7 optimal features with 47.42% confidence from JSON config
[2025-12-02T20:53:10.181293] [DEBUG] [MAG       ] Building data for symbol: OLMA with lookback: 0
[2025-12-02T20:53:10.182125] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:53:10.182189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:10.182927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:10.183785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:10.183916] [DEBUG] [MAG       ] TSLQ: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:10.186346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:53:10.243293] [DEBUG] [MAG       ] RIME: Last date is validated at 2025-12-02
[2025-12-02T20:53:10.264445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:53:10.267294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:53:10.271385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:53:10.274293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:10.394686] [INFO ] [LOCAL     ] TSLQ: Saved forecast.
[2025-12-02T20:53:10.394750] [INFO ] [main      ] TSLQ: Signal=1 (Conf=80.0%), Magnitude=-4.33% (Conf=53.9786%)
[2025-12-02T20:53:10.394908] [INFO ] [main      ] Fetching symbol history for ULY...
[2025-12-02T20:53:10.394950] [DEBUG] [REMOTE    ] ULY: Fetching historical data.
[2025-12-02T20:53:10.395955] [INFO ] [main      ] Progress: 458/965 forecasts completed (47.5%). TSLQ finished in 0.8s. ETA: 1m 24s. Rate: 361.38 forecasts/min
[2025-12-02T20:53:10.407525] [DEBUG] [REMOTE    ] ULY: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:10.408694] [DEBUG] [LOCAL     ] Loaded configuration for ULY: 9 features, N/A% accuracy
[2025-12-02T20:53:10.408757] [INFO ] [LOCAL     ] ULY: Loaded 9 optimal features with 56.30% confidence from JSON config
[2025-12-02T20:53:10.408788] [DEBUG] [MAG       ] Building data for symbol: ULY with lookback: 0
[2025-12-02T20:53:10.409737] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:53:10.409803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:10.414827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:10.416805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:10.417315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:53:10.418016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:53:10.419601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:53:10.420615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:53:10.421291] [DEBUG] [MAG       ] RIME: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:10.422187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:53:10.423233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:53:10.423921] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:10.425589] [DEBUG] [MAG       ] NTRA: Last date is validated at 2025-12-02
[2025-12-02T20:53:10.572852] [INFO ] [LOCAL     ] RIME: Saved forecast.
[2025-12-02T20:53:10.572924] [INFO ] [main      ] RIME: Signal=1 (Conf=80.0%), Magnitude=34.84% (Conf=34.8293%)
[2025-12-02T20:53:10.573083] [INFO ] [main      ] Fetching symbol history for CTRN...
[2025-12-02T20:53:10.573126] [DEBUG] [REMOTE    ] CTRN: Fetching historical data.
[2025-12-02T20:53:10.574661] [INFO ] [main      ] Progress: 459/965 forecasts completed (47.6%). RIME finished in 0.7s. ETA: 1m 24s. Rate: 361.32 forecasts/min
[2025-12-02T20:53:10.585901] [DEBUG] [REMOTE    ] CTRN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:10.586986] [DEBUG] [LOCAL     ] Loaded configuration for CTRN: 4 features, N/A% accuracy
[2025-12-02T20:53:10.587046] [INFO ] [LOCAL     ] CTRN: Loaded 4 optimal features with 46.84% confidence from JSON config
[2025-12-02T20:53:10.587085] [DEBUG] [MAG       ] Building data for symbol: CTRN with lookback: 0
[2025-12-02T20:53:10.588120] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:10.588189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:10.592603] [DEBUG] [MAG       ] NTRA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:10.593184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:10.594163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:10.596650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:53:10.597448] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:10.635594] [DEBUG] [MAG       ] OLMA: Last date is validated at 2025-12-02
[2025-12-02T20:53:10.755875] [DEBUG] [MAG       ] ULY: Last date is validated at 2025-12-02
[2025-12-02T20:53:10.805287] [DEBUG] [MAG       ] OLMA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:10.826202] [INFO ] [LOCAL     ] NTRA: Saved forecast.
[2025-12-02T20:53:10.826273] [INFO ] [main      ] NTRA: Signal=1 (Conf=80.0%), Magnitude=-0.72% (Conf=55.882%)
[2025-12-02T20:53:10.826619] [INFO ] [main      ] Fetching symbol history for ACWX...
[2025-12-02T20:53:10.826672] [DEBUG] [REMOTE    ] ACWX: Fetching historical data.
[2025-12-02T20:53:10.826647] [INFO ] [main      ] Progress: 460/965 forecasts completed (47.7%). NTRA finished in 0.7s. ETA: 1m 24s. Rate: 360.92 forecasts/min
[2025-12-02T20:53:10.838819] [DEBUG] [REMOTE    ] ACWX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:10.839693] [DEBUG] [LOCAL     ] Loaded configuration for ACWX: 4 features, N/A% accuracy
[2025-12-02T20:53:10.839743] [INFO ] [LOCAL     ] ACWX: Loaded 4 optimal features with 56.54% confidence from JSON config
[2025-12-02T20:53:10.839774] [DEBUG] [MAG       ] Building data for symbol: ACWX with lookback: 0
[2025-12-02T20:53:10.840523] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:10.840600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:10.845342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:10.847100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:10.847562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:10.847966] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:10.922788] [DEBUG] [MAG       ] ULY: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:10.928212] [INFO ] [LOCAL     ] OLMA: Saved forecast.
[2025-12-02T20:53:10.928285] [INFO ] [main      ] OLMA: Signal=1 (Conf=80.0%), Magnitude=-7.09% (Conf=47.4194%)
[2025-12-02T20:53:10.928658] [INFO ] [main      ] Fetching symbol history for TX...
[2025-12-02T20:53:10.928707] [DEBUG] [REMOTE    ] TX: Fetching historical data.
[2025-12-02T20:53:10.929644] [INFO ] [main      ] Progress: 461/965 forecasts completed (47.8%). OLMA finished in 0.8s. ETA: 1m 24s. Rate: 361.22 forecasts/min
[2025-12-02T20:53:10.939180] [DEBUG] [REMOTE    ] TX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:10.941706] [DEBUG] [LOCAL     ] Loaded configuration for TX: 2 features, N/A% accuracy
[2025-12-02T20:53:10.941760] [INFO ] [LOCAL     ] TX: Loaded 2 optimal features with 54.50% confidence from JSON config
[2025-12-02T20:53:10.941792] [DEBUG] [MAG       ] Building data for symbol: TX with lookback: 0
[2025-12-02T20:53:10.942537] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:53:10.942618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:10.944978] [DEBUG] [MAG       ] CTRN: Last date is validated at 2025-12-02
[2025-12-02T20:53:10.991184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:53:10.992282] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:11.015358] [INFO ] [LOCAL     ] ULY: Saved forecast.
[2025-12-02T20:53:11.015422] [INFO ] [main      ] ULY: Signal=1 (Conf=80.0%), Magnitude=4.35% (Conf=56.2977%)
[2025-12-02T20:53:11.015781] [INFO ] [main      ] Progress: 462/965 forecasts completed (47.9%). ULY finished in 0.6s. ETA: 1m 23s. Rate: 361.59 forecasts/min
[2025-12-02T20:53:11.015898] [INFO ] [main      ] Fetching symbol history for BMY...
[2025-12-02T20:53:11.015938] [DEBUG] [REMOTE    ] BMY: Fetching historical data.
[2025-12-02T20:53:11.027388] [DEBUG] [REMOTE    ] BMY: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:11.028506] [DEBUG] [LOCAL     ] Loaded configuration for BMY: 5 features, N/A% accuracy
[2025-12-02T20:53:11.028566] [INFO ] [LOCAL     ] BMY: Loaded 5 optimal features with 52.28% confidence from JSON config
[2025-12-02T20:53:11.028631] [DEBUG] [MAG       ] Building data for symbol: BMY with lookback: 0
[2025-12-02T20:53:11.029416] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:11.029477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:11.034301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:11.035978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:11.085557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:53:11.086298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:53:11.086967] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:11.117142] [DEBUG] [MAG       ] CTRN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:11.201314] [DEBUG] [MAG       ] ACWX: Last date is validated at 2025-12-02
[2025-12-02T20:53:11.209965] [INFO ] [LOCAL     ] CTRN: Saved forecast.
[2025-12-02T20:53:11.210029] [INFO ] [main      ] CTRN: Signal=1 (Conf=80.0%), Magnitude=5.79% (Conf=46.8357%)
[2025-12-02T20:53:11.210475] [INFO ] [main      ] Fetching symbol history for GLBE...
[2025-12-02T20:53:11.210527] [DEBUG] [REMOTE    ] GLBE: Fetching historical data.
[2025-12-02T20:53:11.210645] [INFO ] [main      ] Progress: 463/965 forecasts completed (48.0%). CTRN finished in 0.6s. ETA: 1m 23s. Rate: 361.46 forecasts/min
[2025-12-02T20:53:11.222047] [DEBUG] [REMOTE    ] GLBE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:11.223021] [DEBUG] [LOCAL     ] Loaded configuration for GLBE: 4 features, N/A% accuracy
[2025-12-02T20:53:11.223074] [INFO ] [LOCAL     ] GLBE: Loaded 4 optimal features with 50.82% confidence from JSON config
[2025-12-02T20:53:11.223105] [DEBUG] [MAG       ] Building data for symbol: GLBE with lookback: 0
[2025-12-02T20:53:11.223875] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:11.223932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:11.228553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:11.229483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:11.230412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:53:11.231156] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:11.321943] [DEBUG] [MAG       ] TX: Last date is validated at 2025-12-02
[2025-12-02T20:53:11.370408] [DEBUG] [MAG       ] ACWX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:11.419640] [DEBUG] [MAG       ] BMY: Last date is validated at 2025-12-02
[2025-12-02T20:53:11.446186] [INFO ] [LOCAL     ] ACWX: Saved forecast.
[2025-12-02T20:53:11.446253] [INFO ] [main      ] ACWX: Signal=1 (Conf=80.0%), Magnitude=-0.50% (Conf=56.5421%)
[2025-12-02T20:53:11.446668] [INFO ] [main      ] Fetching symbol history for EDN...
[2025-12-02T20:53:11.446720] [DEBUG] [REMOTE    ] EDN: Fetching historical data.
[2025-12-02T20:53:11.448661] [INFO ] [main      ] Progress: 464/965 forecasts completed (48.1%). ACWX finished in 0.6s. ETA: 1m 23s. Rate: 361.12 forecasts/min
[2025-12-02T20:53:11.458107] [DEBUG] [REMOTE    ] EDN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:11.459142] [DEBUG] [LOCAL     ] Loaded configuration for EDN: 5 features, N/A% accuracy
[2025-12-02T20:53:11.459192] [INFO ] [LOCAL     ] EDN: Loaded 5 optimal features with 62.21% confidence from JSON config
[2025-12-02T20:53:11.459224] [DEBUG] [MAG       ] Building data for symbol: EDN with lookback: 0
[2025-12-02T20:53:11.460067] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:11.460126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:11.461847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:11.462360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:11.464069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:53:11.464807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:53:11.465939] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:11.489297] [DEBUG] [MAG       ] TX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:11.563605] [INFO ] [LOCAL     ] TX: Saved forecast.
[2025-12-02T20:53:11.563670] [INFO ] [main      ] TX: Signal=1 (Conf=80.0%), Magnitude=-0.20% (Conf=54.498%)
[2025-12-02T20:53:11.564013] [INFO ] [main      ] Fetching symbol history for SPCE...
[2025-12-02T20:53:11.564062] [DEBUG] [REMOTE    ] SPCE: Fetching historical data.
[2025-12-02T20:53:11.564660] [INFO ] [main      ] Progress: 465/965 forecasts completed (48.2%). TX finished in 0.6s. ETA: 1m 23s. Rate: 361.35 forecasts/min
[2025-12-02T20:53:11.575168] [DEBUG] [REMOTE    ] SPCE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:11.576057] [DEBUG] [LOCAL     ] Loaded configuration for SPCE: 5 features, N/A% accuracy
[2025-12-02T20:53:11.576107] [INFO ] [LOCAL     ] SPCE: Loaded 5 optimal features with 52.22% confidence from JSON config
[2025-12-02T20:53:11.576138] [DEBUG] [MAG       ] Building data for symbol: SPCE with lookback: 0
[2025-12-02T20:53:11.576925] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:11.576983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:11.578704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:11.579205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:11.579654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:11.580391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:53:11.581087] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:11.582686] [DEBUG] [MAG       ] GLBE: Last date is validated at 2025-12-02
[2025-12-02T20:53:11.593111] [DEBUG] [MAG       ] BMY: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:11.676361] [INFO ] [LOCAL     ] BMY: Saved forecast.
[2025-12-02T20:53:11.676437] [INFO ] [main      ] BMY: Signal=1 (Conf=80.0%), Magnitude=-0.57% (Conf=52.2769%)
[2025-12-02T20:53:11.676617] [INFO ] [main      ] Fetching symbol history for RELL...
[2025-12-02T20:53:11.676661] [DEBUG] [REMOTE    ] RELL: Fetching historical data.
[2025-12-02T20:53:11.676876] [INFO ] [main      ] Progress: 466/965 forecasts completed (48.3%). BMY finished in 0.7s. ETA: 1m 23s. Rate: 361.61 forecasts/min
[2025-12-02T20:53:11.688131] [DEBUG] [REMOTE    ] RELL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:11.689281] [DEBUG] [LOCAL     ] Loaded configuration for RELL: 2 features, N/A% accuracy
[2025-12-02T20:53:11.689337] [INFO ] [LOCAL     ] RELL: Loaded 2 optimal features with 59.10% confidence from JSON config
[2025-12-02T20:53:11.689368] [DEBUG] [MAG       ] Building data for symbol: RELL with lookback: 0
[2025-12-02T20:53:11.690144] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:53:11.690201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:11.694964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:11.695889] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:11.755036] [DEBUG] [MAG       ] GLBE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:11.813519] [DEBUG] [MAG       ] EDN: Last date is validated at 2025-12-02
[2025-12-02T20:53:11.855754] [INFO ] [LOCAL     ] GLBE: Saved forecast.
[2025-12-02T20:53:11.855820] [INFO ] [main      ] GLBE: Signal=1 (Conf=80.0%), Magnitude=-0.70% (Conf=50.8196%)
[2025-12-02T20:53:11.855983] [INFO ] [main      ] Fetching symbol history for WDH...
[2025-12-02T20:53:11.856025] [DEBUG] [REMOTE    ] WDH: Fetching historical data.
[2025-12-02T20:53:11.857667] [INFO ] [main      ] Progress: 467/965 forecasts completed (48.4%). GLBE finished in 0.6s. ETA: 1m 23s. Rate: 361.54 forecasts/min
[2025-12-02T20:53:11.868224] [DEBUG] [REMOTE    ] WDH: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:11.869360] [DEBUG] [LOCAL     ] Loaded configuration for WDH: 4 features, N/A% accuracy
[2025-12-02T20:53:11.869420] [INFO ] [LOCAL     ] WDH: Loaded 4 optimal features with 40.07% confidence from JSON config
[2025-12-02T20:53:11.869451] [DEBUG] [MAG       ] Building data for symbol: WDH with lookback: 0
[2025-12-02T20:53:11.870230] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:11.870288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:11.875030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:11.875828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:11.876625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:53:11.877663] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:11.915200] [DEBUG] [MAG       ] SPCE: Last date is validated at 2025-12-02
[2025-12-02T20:53:11.986022] [DEBUG] [MAG       ] EDN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:12.041637] [DEBUG] [MAG       ] RELL: Last date is validated at 2025-12-02
[2025-12-02T20:53:12.077747] [INFO ] [LOCAL     ] EDN: Saved forecast.
[2025-12-02T20:53:12.077813] [INFO ] [main      ] EDN: Signal=1 (Conf=80.0%), Magnitude=2.09% (Conf=62.2149%)
[2025-12-02T20:53:12.078165] [INFO ] [main      ] Fetching symbol history for HIG...
[2025-12-02T20:53:12.078216] [DEBUG] [REMOTE    ] HIG: Fetching historical data.
[2025-12-02T20:53:12.078653] [INFO ] [main      ] Progress: 468/965 forecasts completed (48.5%). EDN finished in 0.6s. ETA: 1m 23s. Rate: 361.28 forecasts/min
[2025-12-02T20:53:12.087090] [DEBUG] [MAG       ] SPCE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:12.091413] [DEBUG] [REMOTE    ] HIG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:12.092463] [DEBUG] [LOCAL     ] Loaded configuration for HIG: 8 features, N/A% accuracy
[2025-12-02T20:53:12.092514] [INFO ] [LOCAL     ] HIG: Loaded 8 optimal features with 49.37% confidence from JSON config
[2025-12-02T20:53:12.092547] [DEBUG] [MAG       ] Building data for symbol: HIG with lookback: 0
[2025-12-02T20:53:12.093359] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:53:12.093429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:12.098566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:12.099416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:12.100238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:12.102721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:12.150905] [INFO ] [LOCAL     ] SPCE: Saved forecast.
[2025-12-02T20:53:12.150971] [INFO ] [main      ] SPCE: Signal=1 (Conf=80.0%), Magnitude=13.99% (Conf=52.2216%)
[2025-12-02T20:53:12.151320] [INFO ] [main      ] Fetching symbol history for TPZ...
[2025-12-02T20:53:12.151370] [DEBUG] [REMOTE    ] TPZ: Fetching historical data.
[2025-12-02T20:53:12.151768] [INFO ] [main      ] Progress: 469/965 forecasts completed (48.6%). SPCE finished in 0.6s. ETA: 1m 22s. Rate: 361.71 forecasts/min
[2025-12-02T20:53:12.161729] [DEBUG] [REMOTE    ] TPZ: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:12.162441] [DEBUG] [LOCAL     ] Loaded configuration for TPZ: 6 features, N/A% accuracy
[2025-12-02T20:53:12.162497] [INFO ] [LOCAL     ] TPZ: Loaded 6 optimal features with 48.69% confidence from JSON config
[2025-12-02T20:53:12.162528] [DEBUG] [MAG       ] Building data for symbol: TPZ with lookback: 0
[2025-12-02T20:53:12.163313] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:12.163377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:12.168101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:12.169844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:12.170321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:12.170776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:53:12.171385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:53:12.172362] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:12.208098] [DEBUG] [MAG       ] RELL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:12.212562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:12.212618] [DEBUG] [MAG       ] WDH: Last date is validated at 2025-12-02
[2025-12-02T20:53:12.213737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:53:12.271155] [INFO ] [LOCAL     ] RELL: Saved forecast.
[2025-12-02T20:53:12.271219] [INFO ] [main      ] RELL: Signal=1 (Conf=80.0%), Magnitude=6.42% (Conf=59.0989%)
[2025-12-02T20:53:12.271584] [INFO ] [main      ] Fetching symbol history for MEDP...
[2025-12-02T20:53:12.271635] [DEBUG] [REMOTE    ] MEDP: Fetching historical data.
[2025-12-02T20:53:12.271652] [INFO ] [main      ] Progress: 470/965 forecasts completed (48.7%). RELL finished in 0.6s. ETA: 1m 22s. Rate: 361.93 forecasts/min
[2025-12-02T20:53:12.282499] [DEBUG] [REMOTE    ] MEDP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:12.284363] [DEBUG] [LOCAL     ] Loaded configuration for MEDP: 7 features, N/A% accuracy
[2025-12-02T20:53:12.284419] [INFO ] [LOCAL     ] MEDP: Loaded 7 optimal features with 55.48% confidence from JSON config
[2025-12-02T20:53:12.284450] [DEBUG] [MAG       ] Building data for symbol: MEDP with lookback: 0
[2025-12-02T20:53:12.285228] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:53:12.285288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:12.289958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:12.290127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:12.291689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:12.292038] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:12.292199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:12.292596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:12.293341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:53:12.293983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:53:12.295085] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:12.378848] [DEBUG] [MAG       ] WDH: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:12.433748] [INFO ] [LOCAL     ] WDH: Saved forecast.
[2025-12-02T20:53:12.433813] [INFO ] [main      ] WDH: Signal=1 (Conf=80.0%), Magnitude=-0.65% (Conf=40.067%)
[2025-12-02T20:53:12.433966] [INFO ] [main      ] Fetching symbol history for TVC...
[2025-12-02T20:53:12.434007] [DEBUG] [REMOTE    ] TVC: Fetching historical data.
[2025-12-02T20:53:12.434839] [INFO ] [main      ] Progress: 471/965 forecasts completed (48.8%). WDH finished in 0.6s. ETA: 1m 22s. Rate: 361.94 forecasts/min
[2025-12-02T20:53:12.445689] [DEBUG] [REMOTE    ] TVC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:12.446673] [DEBUG] [LOCAL     ] Loaded configuration for TVC: 6 features, N/A% accuracy
[2025-12-02T20:53:12.446723] [INFO ] [LOCAL     ] TVC: Loaded 6 optimal features with 46.56% confidence from JSON config
[2025-12-02T20:53:12.446752] [DEBUG] [MAG       ] Building data for symbol: TVC with lookback: 0
[2025-12-02T20:53:12.447496] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:12.447556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:12.452225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:12.453166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:53:12.455282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:53:12.457179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:53:12.458479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:53:12.459998] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:12.510276] [DEBUG] [MAG       ] TPZ: Last date is validated at 2025-12-02
[2025-12-02T20:53:12.639458] [DEBUG] [MAG       ] MEDP: Last date is validated at 2025-12-02
[2025-12-02T20:53:12.660821] [DEBUG] [MAG       ] HIG: Last date is validated at 2025-12-02
[2025-12-02T20:53:12.692938] [DEBUG] [MAG       ] TPZ: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:12.761121] [INFO ] [LOCAL     ] TPZ: Saved forecast.
[2025-12-02T20:53:12.761185] [INFO ] [main      ] TPZ: Signal=1 (Conf=80.0%), Magnitude=0.57% (Conf=48.6874%)
[2025-12-02T20:53:12.761514] [INFO ] [main      ] Fetching symbol history for RPTX...
[2025-12-02T20:53:12.761561] [DEBUG] [REMOTE    ] RPTX: Fetching historical data.
[2025-12-02T20:53:12.761656] [INFO ] [main      ] Progress: 472/965 forecasts completed (48.9%). TPZ finished in 0.6s. ETA: 1m 22s. Rate: 361.19 forecasts/min
[2025-12-02T20:53:12.772276] [DEBUG] [REMOTE    ] RPTX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:12.773428] [DEBUG] [LOCAL     ] Loaded configuration for RPTX: 11 features, N/A% accuracy
[2025-12-02T20:53:12.773479] [INFO ] [LOCAL     ] RPTX: Loaded 11 optimal features with 34.12% confidence from JSON config
[2025-12-02T20:53:12.773509] [DEBUG] [MAG       ] Building data for symbol: RPTX with lookback: 0
[2025-12-02T20:53:12.774284] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-12-02T20:53:12.774346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:12.779057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:12.780809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:12.781268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:12.781721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:12.782554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:12.784871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:53:12.789000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:53:12.790724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:53:12.791780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:53:12.792868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:53:12.794868] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:12.796762] [DEBUG] [MAG       ] TVC: Last date is validated at 2025-12-02
[2025-12-02T20:53:12.810154] [DEBUG] [MAG       ] MEDP: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:12.829339] [DEBUG] [MAG       ] HIG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:12.934459] [INFO ] [LOCAL     ] HIG: Saved forecast.
[2025-12-02T20:53:12.934523] [INFO ] [main      ] HIG: Signal=1 (Conf=80.0%), Magnitude=0.82% (Conf=49.3721%)
[2025-12-02T20:53:12.934891] [INFO ] [main      ] Fetching symbol history for CTRE...
[2025-12-02T20:53:12.934940] [DEBUG] [REMOTE    ] CTRE: Fetching historical data.
[2025-12-02T20:53:12.935656] [INFO ] [main      ] Progress: 473/965 forecasts completed (49.0%). HIG finished in 0.9s. ETA: 1m 22s. Rate: 361.16 forecasts/min
[2025-12-02T20:53:12.946133] [DEBUG] [REMOTE    ] CTRE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:12.947085] [DEBUG] [LOCAL     ] Loaded configuration for CTRE: 5 features, N/A% accuracy
[2025-12-02T20:53:12.947144] [INFO ] [LOCAL     ] CTRE: Loaded 5 optimal features with 54.19% confidence from JSON config
[2025-12-02T20:53:12.947175] [DEBUG] [MAG       ] Building data for symbol: CTRE with lookback: 0
[2025-12-02T20:53:12.947975] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:12.948062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:12.949847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:12.950348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:12.950795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:12.951178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:12.953522] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:12.967554] [DEBUG] [MAG       ] TVC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:12.997919] [INFO ] [LOCAL     ] MEDP: Saved forecast.
[2025-12-02T20:53:12.998005] [INFO ] [main      ] MEDP: Signal=1 (Conf=80.0%), Magnitude=-1.46% (Conf=55.4821%)
[2025-12-02T20:53:12.998335] [INFO ] [main      ] Fetching symbol history for ORC...
[2025-12-02T20:53:12.998384] [DEBUG] [REMOTE    ] ORC: Fetching historical data.
[2025-12-02T20:53:12.999181] [INFO ] [main      ] Progress: 474/965 forecasts completed (49.1%). MEDP finished in 0.7s. ETA: 1m 21s. Rate: 361.63 forecasts/min
[2025-12-02T20:53:13.009635] [DEBUG] [REMOTE    ] ORC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:13.010675] [DEBUG] [LOCAL     ] Loaded configuration for ORC: 8 features, N/A% accuracy
[2025-12-02T20:53:13.010732] [INFO ] [LOCAL     ] ORC: Loaded 8 optimal features with 56.83% confidence from JSON config
[2025-12-02T20:53:13.010763] [DEBUG] [MAG       ] Building data for symbol: ORC with lookback: 0
[2025-12-02T20:53:13.011665] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:53:13.011725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:13.017195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:13.018987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:13.019447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:13.019894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:13.020273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:13.021000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:13.023199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:13.029228] [INFO ] [LOCAL     ] TVC: Saved forecast.
[2025-12-02T20:53:13.029294] [INFO ] [main      ] TVC: Signal=1 (Conf=80.0%), Magnitude=-0.02% (Conf=46.5567%)
[2025-12-02T20:53:13.029631] [INFO ] [main      ] Progress: 475/965 forecasts completed (49.2%). TVC finished in 0.6s. ETA: 1m 21s. Rate: 362.25 forecasts/min
[2025-12-02T20:53:13.029748] [INFO ] [main      ] Fetching symbol history for BTI...
[2025-12-02T20:53:13.029789] [DEBUG] [REMOTE    ] BTI: Fetching historical data.
[2025-12-02T20:53:13.040972] [DEBUG] [REMOTE    ] BTI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:13.041906] [DEBUG] [LOCAL     ] Loaded configuration for BTI: 3 features, N/A% accuracy
[2025-12-02T20:53:13.041956] [INFO ] [LOCAL     ] BTI: Loaded 3 optimal features with 54.51% confidence from JSON config
[2025-12-02T20:53:13.041987] [DEBUG] [MAG       ] Building data for symbol: BTI with lookback: 0
[2025-12-02T20:53:13.042759] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:53:13.042817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:13.047431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:13.048284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:53:13.050012] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:13.132968] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:13.149543] [DEBUG] [MAG       ] RPTX: Last date is validated at 2025-12-02
[2025-12-02T20:53:13.306788] [DEBUG] [MAG       ] CTRE: Last date is validated at 2025-12-02
[2025-12-02T20:53:13.319812] [DEBUG] [MAG       ] RPTX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:13.383382] [DEBUG] [MAG       ] BTI: Last date is validated at 2025-12-02
[2025-12-02T20:53:13.390219] [INFO ] [LOCAL     ] RPTX: Saved forecast.
[2025-12-02T20:53:13.390289] [INFO ] [main      ] RPTX: Signal=1 (Conf=80.0%), Magnitude=6.31% (Conf=34.1197%)
[2025-12-02T20:53:13.390686] [INFO ] [main      ] Progress: 476/965 forecasts completed (49.3%). RPTX finished in 0.6s. ETA: 1m 21s. Rate: 361.36 forecasts/min
[2025-12-02T20:53:13.390867] [INFO ] [main      ] Fetching symbol history for BBVA...
[2025-12-02T20:53:13.390908] [DEBUG] [REMOTE    ] BBVA: Fetching historical data.
[2025-12-02T20:53:13.401756] [DEBUG] [REMOTE    ] BBVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:13.402804] [DEBUG] [LOCAL     ] Loaded configuration for BBVA: 9 features, N/A% accuracy
[2025-12-02T20:53:13.402858] [INFO ] [LOCAL     ] BBVA: Loaded 9 optimal features with 61.67% confidence from JSON config
[2025-12-02T20:53:13.402890] [DEBUG] [MAG       ] Building data for symbol: BBVA with lookback: 0
[2025-12-02T20:53:13.403733] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:53:13.403792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:13.405427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:13.409394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:13.411026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:13.449171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:53:13.450228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:53:13.450920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:53:13.452408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:53:13.454835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:53:13.455861] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:13.467922] [DEBUG] [MAG       ] ORC: Last date is validated at 2025-12-02
[2025-12-02T20:53:13.478649] [DEBUG] [MAG       ] CTRE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:13.550020] [DEBUG] [MAG       ] BTI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:13.553084] [INFO ] [LOCAL     ] CTRE: Saved forecast.
[2025-12-02T20:53:13.553150] [INFO ] [main      ] CTRE: Signal=1 (Conf=80.0%), Magnitude=1.21% (Conf=54.1858%)
[2025-12-02T20:53:13.553617] [INFO ] [main      ] Fetching symbol history for BJDX...
[2025-12-02T20:53:13.553668] [DEBUG] [REMOTE    ] BJDX: Fetching historical data.
[2025-12-02T20:53:13.553665] [INFO ] [main      ] Progress: 477/965 forecasts completed (49.4%). CTRE finished in 0.6s. ETA: 1m 21s. Rate: 361.37 forecasts/min
[2025-12-02T20:53:13.565244] [DEBUG] [REMOTE    ] BJDX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:13.566335] [DEBUG] [LOCAL     ] Loaded configuration for BJDX: 4 features, N/A% accuracy
[2025-12-02T20:53:13.566395] [INFO ] [LOCAL     ] BJDX: Loaded 4 optimal features with 58.05% confidence from JSON config
[2025-12-02T20:53:13.566432] [DEBUG] [MAG       ] Building data for symbol: BJDX with lookback: 0
[2025-12-02T20:53:13.567221] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:13.567279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:13.568997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:13.569523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:13.569993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:13.570371] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:13.626224] [INFO ] [LOCAL     ] BTI: Saved forecast.
[2025-12-02T20:53:13.626296] [INFO ] [main      ] BTI: Signal=1 (Conf=80.0%), Magnitude=-0.84% (Conf=54.5069%)
[2025-12-02T20:53:13.626690] [INFO ] [main      ] Fetching symbol history for FTQI...
[2025-12-02T20:53:13.626740] [DEBUG] [REMOTE    ] FTQI: Fetching historical data.
[2025-12-02T20:53:13.627671] [INFO ] [main      ] Progress: 478/965 forecasts completed (49.5%). BTI finished in 0.6s. ETA: 1m 21s. Rate: 361.79 forecasts/min
[2025-12-02T20:53:13.638171] [DEBUG] [MAG       ] ORC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:13.638319] [DEBUG] [REMOTE    ] FTQI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:13.639237] [DEBUG] [LOCAL     ] Loaded configuration for FTQI: 9 features, N/A% accuracy
[2025-12-02T20:53:13.639288] [INFO ] [LOCAL     ] FTQI: Loaded 9 optimal features with 53.70% confidence from JSON config
[2025-12-02T20:53:13.639318] [DEBUG] [MAG       ] Building data for symbol: FTQI with lookback: 0
[2025-12-02T20:53:13.640122] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:53:13.640183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:13.641885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:13.642383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:13.642820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:53:13.643439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:53:13.644455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:53:13.645559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:53:13.647686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:53:13.648747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:53:13.650301] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:13.699734] [INFO ] [LOCAL     ] ORC: Saved forecast.
[2025-12-02T20:53:13.699799] [INFO ] [main      ] ORC: Signal=1 (Conf=80.0%), Magnitude=1.85% (Conf=56.8255%)
[2025-12-02T20:53:13.699953] [INFO ] [main      ] Fetching symbol history for FRSX...
[2025-12-02T20:53:13.699995] [DEBUG] [REMOTE    ] FRSX: Fetching historical data.
[2025-12-02T20:53:13.702651] [INFO ] [main      ] Progress: 479/965 forecasts completed (49.6%). ORC finished in 0.7s. ETA: 1m 21s. Rate: 362.20 forecasts/min
[2025-12-02T20:53:13.710081] [DEBUG] [REMOTE    ] FRSX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:13.711327] [DEBUG] [LOCAL     ] Loaded configuration for FRSX: 7 features, N/A% accuracy
[2025-12-02T20:53:13.711392] [INFO ] [LOCAL     ] FRSX: Loaded 7 optimal features with 56.45% confidence from JSON config
[2025-12-02T20:53:13.711431] [DEBUG] [MAG       ] Building data for symbol: FRSX with lookback: 0
[2025-12-02T20:53:13.712249] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:53:13.712308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:13.717002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:13.718764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:13.719225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:13.719613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:53:13.721279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:53:13.724027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:53:13.725409] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:13.800401] [DEBUG] [MAG       ] BBVA: Last date is validated at 2025-12-02
[2025-12-02T20:53:13.916284] [DEBUG] [MAG       ] BJDX: Last date is validated at 2025-12-02
[2025-12-02T20:53:13.968515] [DEBUG] [MAG       ] BBVA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:13.986002] [DEBUG] [MAG       ] FTQI: Last date is validated at 2025-12-02
[2025-12-02T20:53:14.041690] [INFO ] [LOCAL     ] BBVA: Saved forecast.
[2025-12-02T20:53:14.041755] [INFO ] [main      ] BBVA: Signal=1 (Conf=80.0%), Magnitude=0.65% (Conf=61.6729%)
[2025-12-02T20:53:14.042118] [INFO ] [main      ] Progress: 480/965 forecasts completed (49.7%). BBVA finished in 0.7s. ETA: 1m 21s. Rate: 361.41 forecasts/min
[2025-12-02T20:53:14.042239] [INFO ] [main      ] Fetching symbol history for VSH...
[2025-12-02T20:53:14.042280] [DEBUG] [REMOTE    ] VSH: Fetching historical data.
[2025-12-02T20:53:14.052968] [DEBUG] [REMOTE    ] VSH: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:14.054269] [DEBUG] [LOCAL     ] Loaded configuration for VSH: 1 features, N/A% accuracy
[2025-12-02T20:53:14.054322] [INFO ] [LOCAL     ] VSH: Loaded 1 optimal features with 45.27% confidence from JSON config
[2025-12-02T20:53:14.054352] [DEBUG] [MAG       ] Building data for symbol: VSH with lookback: 0
[2025-12-02T20:53:14.055154] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:53:14.055210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:53:14.056194] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:14.060961] [DEBUG] [MAG       ] FRSX: Last date is validated at 2025-12-02
[2025-12-02T20:53:14.085914] [DEBUG] [MAG       ] BJDX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:14.151818] [DEBUG] [MAG       ] FTQI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:14.158063] [INFO ] [LOCAL     ] BJDX: Saved forecast.
[2025-12-02T20:53:14.158144] [INFO ] [main      ] BJDX: Signal=1 (Conf=80.0%), Magnitude=1.64% (Conf=58.048%)
[2025-12-02T20:53:14.158611] [INFO ] [main      ] Fetching symbol history for GAMB...
[2025-12-02T20:53:14.158663] [DEBUG] [REMOTE    ] GAMB: Fetching historical data.
[2025-12-02T20:53:14.158662] [INFO ] [main      ] Progress: 481/965 forecasts completed (49.8%). BJDX finished in 0.6s. ETA: 1m 20s. Rate: 361.64 forecasts/min
[2025-12-02T20:53:14.170267] [DEBUG] [REMOTE    ] GAMB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:14.171259] [DEBUG] [LOCAL     ] Loaded configuration for GAMB: 3 features, N/A% accuracy
[2025-12-02T20:53:14.171308] [INFO ] [LOCAL     ] GAMB: Loaded 3 optimal features with 43.69% confidence from JSON config
[2025-12-02T20:53:14.171338] [DEBUG] [MAG       ] Building data for symbol: GAMB with lookback: 0
[2025-12-02T20:53:14.172429] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:53:14.172487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:14.173398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:53:14.174069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:53:14.174744] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:14.214443] [INFO ] [LOCAL     ] FTQI: Saved forecast.
[2025-12-02T20:53:14.214511] [INFO ] [main      ] FTQI: Signal=1 (Conf=80.0%), Magnitude=0.16% (Conf=53.6996%)
[2025-12-02T20:53:14.214680] [INFO ] [main      ] Fetching symbol history for PHIO...
[2025-12-02T20:53:14.214724] [DEBUG] [REMOTE    ] PHIO: Fetching historical data.
[2025-12-02T20:53:14.215875] [INFO ] [main      ] Progress: 482/965 forecasts completed (49.9%). FTQI finished in 0.6s. ETA: 1m 20s. Rate: 362.13 forecasts/min
[2025-12-02T20:53:14.226332] [DEBUG] [MAG       ] FRSX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:14.226501] [DEBUG] [REMOTE    ] PHIO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:14.227398] [DEBUG] [LOCAL     ] Loaded configuration for PHIO: 5 features, N/A% accuracy
[2025-12-02T20:53:14.227447] [INFO ] [LOCAL     ] PHIO: Loaded 5 optimal features with 58.81% confidence from JSON config
[2025-12-02T20:53:14.227477] [DEBUG] [MAG       ] Building data for symbol: PHIO with lookback: 0
[2025-12-02T20:53:14.228279] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:14.228338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:14.229991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:14.230478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:14.231243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:53:14.232398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:53:14.233151] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:14.308510] [INFO ] [LOCAL     ] FRSX: Saved forecast.
[2025-12-02T20:53:14.308598] [INFO ] [main      ] FRSX: Signal=1 (Conf=80.0%), Magnitude=-3.05% (Conf=56.453%)
[2025-12-02T20:53:14.308755] [INFO ] [main      ] Fetching symbol history for CHMI...
[2025-12-02T20:53:14.308797] [DEBUG] [REMOTE    ] CHMI: Fetching historical data.
[2025-12-02T20:53:14.309766] [INFO ] [main      ] Progress: 483/965 forecasts completed (50.1%). FRSX finished in 0.6s. ETA: 1m 20s. Rate: 362.46 forecasts/min
[2025-12-02T20:53:14.319831] [DEBUG] [REMOTE    ] CHMI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:14.320805] [DEBUG] [LOCAL     ] Loaded configuration for CHMI: 8 features, N/A% accuracy
[2025-12-02T20:53:14.320856] [INFO ] [LOCAL     ] CHMI: Loaded 8 optimal features with 48.68% confidence from JSON config
[2025-12-02T20:53:14.320887] [DEBUG] [MAG       ] Building data for symbol: CHMI with lookback: 0
[2025-12-02T20:53:14.321651] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:53:14.321722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:14.326715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:14.328458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:14.328950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:14.329372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:14.329766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:53:14.330745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:53:14.347970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:53:14.349349] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:14.394119] [DEBUG] [MAG       ] VSH: Last date is validated at 2025-12-02
[2025-12-02T20:53:14.524430] [DEBUG] [MAG       ] GAMB: Last date is validated at 2025-12-02
[2025-12-02T20:53:14.561005] [DEBUG] [MAG       ] VSH: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:14.567377] [DEBUG] [MAG       ] PHIO: Last date is validated at 2025-12-02
[2025-12-02T20:53:14.633760] [INFO ] [LOCAL     ] VSH: Saved forecast.
[2025-12-02T20:53:14.633826] [INFO ] [main      ] VSH: Signal=1 (Conf=80.0%), Magnitude=-8.66% (Conf=45.2703%)
[2025-12-02T20:53:14.633981] [INFO ] [main      ] Fetching symbol history for GPRO...
[2025-12-02T20:53:14.634024] [DEBUG] [REMOTE    ] GPRO: Fetching historical data.
[2025-12-02T20:53:14.635750] [INFO ] [main      ] Progress: 484/965 forecasts completed (50.2%). VSH finished in 0.6s. ETA: 1m 20s. Rate: 361.73 forecasts/min
[2025-12-02T20:53:14.646589] [DEBUG] [REMOTE    ] GPRO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:14.647644] [DEBUG] [LOCAL     ] Loaded configuration for GPRO: 9 features, N/A% accuracy
[2025-12-02T20:53:14.647694] [INFO ] [LOCAL     ] GPRO: Loaded 9 optimal features with 52.69% confidence from JSON config
[2025-12-02T20:53:14.647725] [DEBUG] [MAG       ] Building data for symbol: GPRO with lookback: 0
[2025-12-02T20:53:14.648612] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:53:14.648672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:14.653409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:14.655295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:14.655781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:14.656156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:14.683615] [DEBUG] [MAG       ] CHMI: Last date is validated at 2025-12-02
[2025-12-02T20:53:14.700446] [DEBUG] [MAG       ] GAMB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:14.703504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:53:14.704342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:53:14.735321] [DEBUG] [MAG       ] PHIO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:14.770890] [INFO ] [LOCAL     ] GAMB: Saved forecast.
[2025-12-02T20:53:14.770970] [INFO ] [main      ] GAMB: Signal=1 (Conf=80.0%), Magnitude=7.53% (Conf=43.6913%)
[2025-12-02T20:53:14.771352] [INFO ] [main      ] Fetching symbol history for QS...
[2025-12-02T20:53:14.771405] [DEBUG] [REMOTE    ] QS: Fetching historical data.
[2025-12-02T20:53:14.771662] [INFO ] [main      ] Progress: 485/965 forecasts completed (50.3%). GAMB finished in 0.6s. ETA: 1m 20s. Rate: 361.87 forecasts/min
[2025-12-02T20:53:14.778328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:53:14.779647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:53:14.780446] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:14.784066] [DEBUG] [REMOTE    ] QS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:14.785237] [DEBUG] [LOCAL     ] Loaded configuration for QS: 4 features, N/A% accuracy
[2025-12-02T20:53:14.785298] [INFO ] [LOCAL     ] QS: Loaded 4 optimal features with 51.33% confidence from JSON config
[2025-12-02T20:53:14.785334] [DEBUG] [MAG       ] Building data for symbol: QS with lookback: 0
[2025-12-02T20:53:14.786185] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:14.786246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:14.791616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:14.793497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:14.794025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:14.796566] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:14.808298] [INFO ] [LOCAL     ] PHIO: Saved forecast.
[2025-12-02T20:53:14.808362] [INFO ] [main      ] PHIO: Signal=1 (Conf=80.0%), Magnitude=40.30% (Conf=58.8108%)
[2025-12-02T20:53:14.808720] [INFO ] [main      ] Progress: 486/965 forecasts completed (50.4%). PHIO finished in 0.6s. ETA: 1m 19s. Rate: 362.44 forecasts/min
[2025-12-02T20:53:14.808838] [INFO ] [main      ] Fetching symbol history for FINX...
[2025-12-02T20:53:14.808879] [DEBUG] [REMOTE    ] FINX: Fetching historical data.
[2025-12-02T20:53:14.819837] [DEBUG] [REMOTE    ] FINX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:14.820781] [DEBUG] [LOCAL     ] Loaded configuration for FINX: 7 features, N/A% accuracy
[2025-12-02T20:53:14.820832] [INFO ] [LOCAL     ] FINX: Loaded 7 optimal features with 66.49% confidence from JSON config
[2025-12-02T20:53:14.820863] [DEBUG] [MAG       ] Building data for symbol: FINX with lookback: 0
[2025-12-02T20:53:14.821629] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:53:14.821688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:14.823316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:14.823850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:14.824275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:14.824675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:53:14.849694] [DEBUG] [MAG       ] CHMI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:14.901173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:53:14.903233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:53:14.905757] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:14.972907] [INFO ] [LOCAL     ] CHMI: Saved forecast.
[2025-12-02T20:53:14.972970] [INFO ] [main      ] CHMI: Signal=1 (Conf=80.0%), Magnitude=4.54% (Conf=48.6815%)
[2025-12-02T20:53:14.973296] [INFO ] [main      ] Fetching symbol history for TAOP...
[2025-12-02T20:53:14.973345] [DEBUG] [REMOTE    ] TAOP: Fetching historical data.
[2025-12-02T20:53:14.974649] [INFO ] [main      ] Progress: 487/965 forecasts completed (50.5%). CHMI finished in 0.7s. ETA: 1m 19s. Rate: 362.44 forecasts/min
[2025-12-02T20:53:14.984031] [DEBUG] [REMOTE    ] TAOP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:14.985123] [DEBUG] [LOCAL     ] Loaded configuration for TAOP: 6 features, N/A% accuracy
[2025-12-02T20:53:14.985177] [INFO ] [LOCAL     ] TAOP: Loaded 6 optimal features with 47.05% confidence from JSON config
[2025-12-02T20:53:14.985208] [DEBUG] [MAG       ] Building data for symbol: TAOP with lookback: 0
[2025-12-02T20:53:14.985985] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:14.986044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:14.987706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:14.988245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:53:14.989271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:53:14.990845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:53:14.991864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:53:14.992506] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:15.111195] [DEBUG] [MAG       ] GPRO: Last date is validated at 2025-12-02
[2025-12-02T20:53:15.147187] [DEBUG] [MAG       ] QS: Last date is validated at 2025-12-02
[2025-12-02T20:53:15.238518] [DEBUG] [MAG       ] FINX: Last date is validated at 2025-12-02
[2025-12-02T20:53:15.276018] [DEBUG] [MAG       ] GPRO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:15.321627] [DEBUG] [MAG       ] QS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:15.323100] [DEBUG] [MAG       ] TAOP: Last date is validated at 2025-12-02
[2025-12-02T20:53:15.390424] [INFO ] [LOCAL     ] GPRO: Saved forecast.
[2025-12-02T20:53:15.390492] [INFO ] [main      ] GPRO: Signal=1 (Conf=80.0%), Magnitude=2.71% (Conf=52.6945%)
[2025-12-02T20:53:15.390847] [INFO ] [main      ] Fetching symbol history for PINE...
[2025-12-02T20:53:15.390896] [DEBUG] [REMOTE    ] PINE: Fetching historical data.
[2025-12-02T20:53:15.391657] [INFO ] [main      ] Progress: 488/965 forecasts completed (50.6%). GPRO finished in 0.8s. ETA: 1m 19s. Rate: 361.32 forecasts/min
[2025-12-02T20:53:15.401468] [DEBUG] [REMOTE    ] PINE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:15.402440] [DEBUG] [LOCAL     ] Loaded configuration for PINE: 6 features, N/A% accuracy
[2025-12-02T20:53:15.402495] [INFO ] [LOCAL     ] PINE: Loaded 6 optimal features with 60.75% confidence from JSON config
[2025-12-02T20:53:15.402526] [DEBUG] [MAG       ] Building data for symbol: PINE with lookback: 0
[2025-12-02T20:53:15.403294] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:15.403353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:15.405181] [DEBUG] [MAG       ] FINX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:15.405923] [INFO ] [LOCAL     ] QS: Saved forecast.
[2025-12-02T20:53:15.405989] [INFO ] [main      ] QS: Signal=1 (Conf=80.0%), Magnitude=5.64% (Conf=51.3335%)
[2025-12-02T20:53:15.406363] [INFO ] [main      ] Fetching symbol history for FDS...
[2025-12-02T20:53:15.406420] [DEBUG] [REMOTE    ] FDS: Fetching historical data.
[2025-12-02T20:53:15.407645] [INFO ] [main      ] Progress: 489/965 forecasts completed (50.7%). QS finished in 0.6s. ETA: 1m 19s. Rate: 361.99 forecasts/min
[2025-12-02T20:53:15.408124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:15.408945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:15.410529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:15.418330] [DEBUG] [REMOTE    ] FDS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:15.419197] [DEBUG] [LOCAL     ] Loaded configuration for FDS: 8 features, N/A% accuracy
[2025-12-02T20:53:15.419248] [INFO ] [LOCAL     ] FDS: Loaded 8 optimal features with 55.97% confidence from JSON config
[2025-12-02T20:53:15.419280] [DEBUG] [MAG       ] Building data for symbol: FDS with lookback: 0
[2025-12-02T20:53:15.420118] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:53:15.420184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:15.422040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:15.422595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:15.423044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:15.423436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:15.424218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:15.458334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:53:15.460374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:53:15.463153] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:15.475766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:53:15.480522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:53:15.482059] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:15.486156] [INFO ] [LOCAL     ] FINX: Saved forecast.
[2025-12-02T20:53:15.486223] [INFO ] [main      ] FINX: Signal=1 (Conf=80.0%), Magnitude=1.86% (Conf=66.4872%)
[2025-12-02T20:53:15.486388] [INFO ] [main      ] Fetching symbol history for BLMN...
[2025-12-02T20:53:15.486440] [DEBUG] [REMOTE    ] BLMN: Fetching historical data.
[2025-12-02T20:53:15.487120] [INFO ] [main      ] Progress: 490/965 forecasts completed (50.8%). FINX finished in 0.7s. ETA: 1m 19s. Rate: 362.37 forecasts/min
[2025-12-02T20:53:15.489669] [DEBUG] [MAG       ] TAOP: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:15.498563] [DEBUG] [REMOTE    ] BLMN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:15.500068] [DEBUG] [LOCAL     ] Loaded configuration for BLMN: 5 features, N/A% accuracy
[2025-12-02T20:53:15.500119] [INFO ] [LOCAL     ] BLMN: Loaded 5 optimal features with 68.39% confidence from JSON config
[2025-12-02T20:53:15.500150] [DEBUG] [MAG       ] Building data for symbol: BLMN with lookback: 0
[2025-12-02T20:53:15.500980] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:15.501044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:15.505973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:15.507825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:15.508321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:15.508822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:53:15.511781] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:15.580137] [INFO ] [LOCAL     ] TAOP: Saved forecast.
[2025-12-02T20:53:15.580206] [INFO ] [main      ] TAOP: Signal=1 (Conf=80.0%), Magnitude=9.64% (Conf=47.0518%)
[2025-12-02T20:53:15.580362] [INFO ] [main      ] Fetching symbol history for CATY...
[2025-12-02T20:53:15.580404] [DEBUG] [REMOTE    ] CATY: Fetching historical data.
[2025-12-02T20:53:15.581661] [INFO ] [main      ] Progress: 491/965 forecasts completed (50.9%). TAOP finished in 0.6s. ETA: 1m 18s. Rate: 362.69 forecasts/min
[2025-12-02T20:53:15.591501] [DEBUG] [REMOTE    ] CATY: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:15.592724] [DEBUG] [LOCAL     ] Loaded configuration for CATY: 3 features, N/A% accuracy
[2025-12-02T20:53:15.592782] [INFO ] [LOCAL     ] CATY: Loaded 3 optimal features with 48.74% confidence from JSON config
[2025-12-02T20:53:15.592812] [DEBUG] [MAG       ] Building data for symbol: CATY with lookback: 0
[2025-12-02T20:53:15.593606] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:53:15.593663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:15.598412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:15.600144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:15.600625] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:15.800952] [DEBUG] [MAG       ] PINE: Last date is validated at 2025-12-02
[2025-12-02T20:53:15.824526] [DEBUG] [MAG       ] FDS: Last date is validated at 2025-12-02
[2025-12-02T20:53:15.853533] [DEBUG] [MAG       ] BLMN: Last date is validated at 2025-12-02
[2025-12-02T20:53:15.935648] [DEBUG] [MAG       ] CATY: Last date is validated at 2025-12-02
[2025-12-02T20:53:15.969304] [DEBUG] [MAG       ] PINE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:15.991325] [DEBUG] [MAG       ] FDS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:16.019685] [DEBUG] [MAG       ] BLMN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:16.033008] [INFO ] [LOCAL     ] PINE: Saved forecast.
[2025-12-02T20:53:16.033076] [INFO ] [main      ] PINE: Signal=1 (Conf=80.0%), Magnitude=-0.83% (Conf=60.749%)
[2025-12-02T20:53:16.033404] [INFO ] [main      ] Fetching symbol history for FTXL...
[2025-12-02T20:53:16.033457] [DEBUG] [REMOTE    ] FTXL: Fetching historical data.
[2025-12-02T20:53:16.033650] [INFO ] [main      ] Progress: 492/965 forecasts completed (51.0%). PINE finished in 0.6s. ETA: 1m 19s. Rate: 361.42 forecasts/min
[2025-12-02T20:53:16.045244] [DEBUG] [REMOTE    ] FTXL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:16.046264] [DEBUG] [LOCAL     ] Loaded configuration for FTXL: 2 features, N/A% accuracy
[2025-12-02T20:53:16.046313] [INFO ] [LOCAL     ] FTXL: Loaded 2 optimal features with 46.66% confidence from JSON config
[2025-12-02T20:53:16.046344] [DEBUG] [MAG       ] Building data for symbol: FTXL with lookback: 0
[2025-12-02T20:53:16.047122] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:53:16.047179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:53:16.051315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:53:16.052559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:16.092289] [INFO ] [LOCAL     ] BLMN: Saved forecast.
[2025-12-02T20:53:16.092353] [INFO ] [main      ] BLMN: Signal=1 (Conf=80.0%), Magnitude=-0.31% (Conf=68.3901%)
[2025-12-02T20:53:16.092677] [INFO ] [main      ] Fetching symbol history for CBZ...
[2025-12-02T20:53:16.092726] [DEBUG] [REMOTE    ] CBZ: Fetching historical data.
[2025-12-02T20:53:16.093532] [INFO ] [main      ] Progress: 493/965 forecasts completed (51.1%). BLMN finished in 0.6s. ETA: 1m 18s. Rate: 361.89 forecasts/min
[2025-12-02T20:53:16.103238] [DEBUG] [MAG       ] CATY: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:16.103866] [DEBUG] [REMOTE    ] CBZ: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:16.104790] [DEBUG] [LOCAL     ] Loaded configuration for CBZ: 6 features, N/A% accuracy
[2025-12-02T20:53:16.104840] [INFO ] [LOCAL     ] CBZ: Loaded 6 optimal features with 60.22% confidence from JSON config
[2025-12-02T20:53:16.104871] [DEBUG] [MAG       ] Building data for symbol: CBZ with lookback: 0
[2025-12-02T20:53:16.105648] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:16.105708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:16.110475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:16.112246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:16.112734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:16.113627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:16.115933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:53:16.117840] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:16.118778] [INFO ] [LOCAL     ] FDS: Saved forecast.
[2025-12-02T20:53:16.118842] [INFO ] [main      ] FDS: Signal=1 (Conf=80.0%), Magnitude=0.06% (Conf=55.9709%)
[2025-12-02T20:53:16.119201] [INFO ] [main      ] Progress: 494/965 forecasts completed (51.2%). FDS finished in 0.7s. ETA: 1m 18s. Rate: 362.51 forecasts/min
[2025-12-02T20:53:16.119325] [INFO ] [main      ] Fetching symbol history for TVTX...
[2025-12-02T20:53:16.119366] [DEBUG] [REMOTE    ] TVTX: Fetching historical data.
[2025-12-02T20:53:16.130992] [DEBUG] [REMOTE    ] TVTX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:16.132049] [DEBUG] [LOCAL     ] Loaded configuration for TVTX: 7 features, N/A% accuracy
[2025-12-02T20:53:16.132100] [INFO ] [LOCAL     ] TVTX: Loaded 7 optimal features with 50.42% confidence from JSON config
[2025-12-02T20:53:16.132132] [DEBUG] [MAG       ] Building data for symbol: TVTX with lookback: 0
[2025-12-02T20:53:16.132907] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:53:16.132966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:16.137667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:16.140100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:16.141023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:53:16.141771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:53:16.142737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:53:16.143850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:53:16.145515] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:16.190123] [INFO ] [LOCAL     ] CATY: Saved forecast.
[2025-12-02T20:53:16.190188] [INFO ] [main      ] CATY: Signal=1 (Conf=80.0%), Magnitude=0.73% (Conf=48.7383%)
[2025-12-02T20:53:16.190631] [INFO ] [main      ] Fetching symbol history for AEG...
[2025-12-02T20:53:16.190683] [DEBUG] [REMOTE    ] AEG: Fetching historical data.
[2025-12-02T20:53:16.190662] [INFO ] [main      ] Progress: 495/965 forecasts completed (51.3%). CATY finished in 0.6s. ETA: 1m 18s. Rate: 362.92 forecasts/min
[2025-12-02T20:53:16.200973] [DEBUG] [REMOTE    ] AEG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:16.201933] [DEBUG] [LOCAL     ] Loaded configuration for AEG: 1 features, N/A% accuracy
[2025-12-02T20:53:16.201995] [INFO ] [LOCAL     ] AEG: Loaded 1 optimal features with 55.46% confidence from JSON config
[2025-12-02T20:53:16.202026] [DEBUG] [MAG       ] Building data for symbol: AEG with lookback: 0
[2025-12-02T20:53:16.202806] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:53:16.202861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:16.203547] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:16.399149] [DEBUG] [MAG       ] FTXL: Last date is validated at 2025-12-02
[2025-12-02T20:53:16.449323] [DEBUG] [MAG       ] CBZ: Last date is validated at 2025-12-02
[2025-12-02T20:53:16.477744] [DEBUG] [MAG       ] TVTX: Last date is validated at 2025-12-02
[2025-12-02T20:53:16.534105] [DEBUG] [MAG       ] AEG: Last date is validated at 2025-12-02
[2025-12-02T20:53:16.568101] [DEBUG] [MAG       ] FTXL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:16.615863] [DEBUG] [MAG       ] CBZ: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:16.645743] [DEBUG] [MAG       ] TVTX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:16.698269] [DEBUG] [MAG       ] AEG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:16.731217] [INFO ] [LOCAL     ] CBZ: Saved forecast.
[2025-12-02T20:53:16.731294] [INFO ] [main      ] CBZ: Signal=1 (Conf=80.0%), Magnitude=-0.76% (Conf=60.2163%)
[2025-12-02T20:53:16.731674] [INFO ] [main      ] Fetching symbol history for PAL...
[2025-12-02T20:53:16.731724] [DEBUG] [REMOTE    ] PAL: Fetching historical data.
[2025-12-02T20:53:16.731904] [INFO ] [main      ] Progress: 496/965 forecasts completed (51.4%). CBZ finished in 0.6s. ETA: 1m 18s. Rate: 361.27 forecasts/min
[2025-12-02T20:53:16.742722] [DEBUG] [REMOTE    ] PAL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:16.743835] [DEBUG] [LOCAL     ] Loaded configuration for PAL: 6 features, N/A% accuracy
[2025-12-02T20:53:16.743886] [INFO ] [LOCAL     ] PAL: Loaded 6 optimal features with 58.53% confidence from JSON config
[2025-12-02T20:53:16.743916] [DEBUG] [MAG       ] Building data for symbol: PAL with lookback: 0
[2025-12-02T20:53:16.744702] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:16.744760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:16.746390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:16.746932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:16.747309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:53:16.748875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:53:16.750958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:53:16.751137] [INFO ] [LOCAL     ] AEG: Saved forecast.
[2025-12-02T20:53:16.751203] [INFO ] [main      ] AEG: Signal=1 (Conf=80.0%), Magnitude=0.06% (Conf=55.4567%)
[2025-12-02T20:53:16.751359] [INFO ] [main      ] Fetching symbol history for FMHI...
[2025-12-02T20:53:16.751403] [DEBUG] [REMOTE    ] FMHI: Fetching historical data.
[2025-12-02T20:53:16.751835] [INFO ] [main      ] Progress: 497/965 forecasts completed (51.5%). AEG finished in 0.6s. ETA: 1m 18s. Rate: 361.91 forecasts/min
[2025-12-02T20:53:16.752264] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:16.761432] [INFO ] [LOCAL     ] FTXL: Saved forecast.
[2025-12-02T20:53:16.762205] [DEBUG] [REMOTE    ] FMHI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:16.763336] [DEBUG] [LOCAL     ] Loaded configuration for FMHI: 1 features, N/A% accuracy
[2025-12-02T20:53:16.763392] [INFO ] [LOCAL     ] FMHI: Loaded 1 optimal features with 52.06% confidence from JSON config
[2025-12-02T20:53:16.763423] [DEBUG] [MAG       ] Building data for symbol: FMHI with lookback: 0
[2025-12-02T20:53:16.764220] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:53:16.764276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:53:16.761519] [INFO ] [main      ] FTXL: Signal=1 (Conf=80.0%), Magnitude=0.76% (Conf=46.6585%)
[2025-12-02T20:53:16.765446] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:16.765604] [INFO ] [main      ] Fetching symbol history for BSSX...
[2025-12-02T20:53:16.765623] [INFO ] [main      ] Progress: 498/965 forecasts completed (51.6%). FTXL finished in 0.7s. ETA: 1m 17s. Rate: 362.57 forecasts/min
[2025-12-02T20:53:16.765667] [DEBUG] [REMOTE    ] BSSX: Fetching historical data.
[2025-12-02T20:53:16.778833] [DEBUG] [REMOTE    ] BSSX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:16.780386] [DEBUG] [LOCAL     ] Loaded configuration for BSSX: 7 features, N/A% accuracy
[2025-12-02T20:53:16.780444] [INFO ] [LOCAL     ] BSSX: Loaded 7 optimal features with 56.67% confidence from JSON config
[2025-12-02T20:53:16.780476] [DEBUG] [MAG       ] Building data for symbol: BSSX with lookback: 0
[2025-12-02T20:53:16.781521] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:53:16.781607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:16.786685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:16.788756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:16.789276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:53:16.790284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:53:16.794629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:53:16.795761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:53:16.801441] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:16.825496] [INFO ] [LOCAL     ] TVTX: Saved forecast.
[2025-12-02T20:53:16.825565] [INFO ] [main      ] TVTX: Signal=1 (Conf=80.0%), Magnitude=-0.13% (Conf=50.4182%)
[2025-12-02T20:53:16.825752] [INFO ] [main      ] Fetching symbol history for IQQQ...
[2025-12-02T20:53:16.825795] [DEBUG] [REMOTE    ] IQQQ: Fetching historical data.
[2025-12-02T20:53:16.826849] [INFO ] [main      ] Progress: 499/965 forecasts completed (51.7%). TVTX finished in 0.7s. ETA: 1m 17s. Rate: 363.03 forecasts/min
[2025-12-02T20:53:16.837674] [DEBUG] [REMOTE    ] IQQQ: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:16.838727] [DEBUG] [LOCAL     ] Loaded configuration for IQQQ: 1 features, N/A% accuracy
[2025-12-02T20:53:16.838778] [INFO ] [LOCAL     ] IQQQ: Loaded 1 optimal features with 46.17% confidence from JSON config
[2025-12-02T20:53:16.838809] [DEBUG] [MAG       ] Building data for symbol: IQQQ with lookback: 0
[2025-12-02T20:53:16.839595] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:53:16.839652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:16.844317] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:17.081155] [DEBUG] [MAG       ] PAL: Last date is validated at 2025-12-02
[2025-12-02T20:53:17.096290] [DEBUG] [MAG       ] FMHI: Last date is validated at 2025-12-02
[2025-12-02T20:53:17.143922] [DEBUG] [MAG       ] BSSX: Last date is validated at 2025-12-02
[2025-12-02T20:53:17.188020] [DEBUG] [MAG       ] IQQQ: Last date is validated at 2025-12-02
[2025-12-02T20:53:17.244298] [DEBUG] [MAG       ] PAL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:17.260388] [DEBUG] [MAG       ] FMHI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:17.309313] [DEBUG] [MAG       ] BSSX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:17.316511] [INFO ] [LOCAL     ] FMHI: Saved forecast.
[2025-12-02T20:53:17.316594] [INFO ] [main      ] FMHI: Signal=1 (Conf=80.0%), Magnitude=0.03% (Conf=52.0553%)
[2025-12-02T20:53:17.316928] [INFO ] [main      ] Fetching symbol history for RVMD...
[2025-12-02T20:53:17.316977] [DEBUG] [REMOTE    ] RVMD: Fetching historical data.
[2025-12-02T20:53:17.317391] [INFO ] [LOCAL     ] PAL: Saved forecast.
[2025-12-02T20:53:17.317471] [INFO ] [main      ] PAL: Signal=1 (Conf=80.0%), Magnitude=-1.62% (Conf=58.5345%)
[2025-12-02T20:53:17.317681] [INFO ] [main      ] Fetching symbol history for BABX...
[2025-12-02T20:53:17.317728] [DEBUG] [REMOTE    ] BABX: Fetching historical data.
[2025-12-02T20:53:17.317658] [INFO ] [main      ] Progress: 500/965 forecasts completed (51.8%). FMHI finished in 0.6s. ETA: 1m 17s. Rate: 361.61 forecasts/min
[2025-12-02T20:53:17.319815] [INFO ] [main      ] Progress: 501/965 forecasts completed (51.9%). PAL finished in 0.6s. ETA: 1m 17s. Rate: 362.32 forecasts/min
[2025-12-02T20:53:17.328496] [DEBUG] [REMOTE    ] RVMD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:17.328848] [DEBUG] [REMOTE    ] BABX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:17.329457] [DEBUG] [LOCAL     ] Loaded configuration for RVMD: 8 features, N/A% accuracy
[2025-12-02T20:53:17.329521] [INFO ] [LOCAL     ] RVMD: Loaded 8 optimal features with 57.31% confidence from JSON config
[2025-12-02T20:53:17.329561] [DEBUG] [MAG       ] Building data for symbol: RVMD with lookback: 0
[2025-12-02T20:53:17.329548] [DEBUG] [LOCAL     ] Loaded configuration for BABX: 4 features, N/A% accuracy
[2025-12-02T20:53:17.329636] [INFO ] [LOCAL     ] BABX: Loaded 4 optimal features with 47.19% confidence from JSON config
[2025-12-02T20:53:17.329669] [DEBUG] [MAG       ] Building data for symbol: BABX with lookback: 0
[2025-12-02T20:53:17.330413] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:17.330471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:17.330344] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:53:17.330751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:17.335103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:17.335382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:17.336847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:17.337115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:17.337309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:17.337597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:17.337700] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:17.338047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:17.338425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:17.361123] [DEBUG] [MAG       ] IQQQ: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:17.370635] [INFO ] [LOCAL     ] BSSX: Saved forecast.
[2025-12-02T20:53:17.370889] [INFO ] [main      ] BSSX: Signal=1 (Conf=80.0%), Magnitude=-0.04% (Conf=56.668%)
[2025-12-02T20:53:17.371297] [INFO ] [main      ] Fetching symbol history for SBSI...
[2025-12-02T20:53:17.371347] [DEBUG] [REMOTE    ] SBSI: Fetching historical data.
[2025-12-02T20:53:17.371656] [INFO ] [main      ] Progress: 502/965 forecasts completed (52.0%). BSSX finished in 0.6s. ETA: 1m 17s. Rate: 362.82 forecasts/min
[2025-12-02T20:53:17.376327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:17.377300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:53:17.382041] [DEBUG] [REMOTE    ] SBSI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:17.382828] [DEBUG] [LOCAL     ] Loaded configuration for SBSI: 1 features, N/A% accuracy
[2025-12-02T20:53:17.382883] [INFO ] [LOCAL     ] SBSI: Loaded 1 optimal features with 38.01% confidence from JSON config
[2025-12-02T20:53:17.382914] [DEBUG] [MAG       ] Building data for symbol: SBSI with lookback: 0
[2025-12-02T20:53:17.383711] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:53:17.383767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:53:17.385719] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:17.432548] [INFO ] [LOCAL     ] IQQQ: Saved forecast.
[2025-12-02T20:53:17.432656] [INFO ] [main      ] IQQQ: Signal=1 (Conf=80.0%), Magnitude=0.06% (Conf=46.1705%)
[2025-12-02T20:53:17.433014] [INFO ] [main      ] Fetching symbol history for YALA...
[2025-12-02T20:53:17.433387] [DEBUG] [REMOTE    ] YALA: Fetching historical data.
[2025-12-02T20:53:17.434634] [INFO ] [main      ] Progress: 503/965 forecasts completed (52.1%). IQQQ finished in 0.6s. ETA: 1m 16s. Rate: 363.27 forecasts/min
[2025-12-02T20:53:17.445249] [DEBUG] [REMOTE    ] YALA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:17.446136] [DEBUG] [LOCAL     ] Loaded configuration for YALA: 8 features, N/A% accuracy
[2025-12-02T20:53:17.446185] [INFO ] [LOCAL     ] YALA: Loaded 8 optimal features with 59.88% confidence from JSON config
[2025-12-02T20:53:17.446216] [DEBUG] [MAG       ] Building data for symbol: YALA with lookback: 0
[2025-12-02T20:53:17.447011] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:53:17.447073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:17.448701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:53:17.450517] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:17.450717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:53:17.451730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:17.453425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:17.453913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:53:17.455493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:53:17.456561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:53:17.457249] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:17.669162] [DEBUG] [MAG       ] BABX: Last date is validated at 2025-12-02
[2025-12-02T20:53:17.781301] [DEBUG] [MAG       ] SBSI: Last date is validated at 2025-12-02
[2025-12-02T20:53:17.787147] [DEBUG] [MAG       ] RVMD: Last date is validated at 2025-12-02
[2025-12-02T20:53:17.790354] [DEBUG] [MAG       ] YALA: Last date is validated at 2025-12-02
[2025-12-02T20:53:17.833116] [DEBUG] [MAG       ] BABX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:17.929513] [INFO ] [LOCAL     ] BABX: Saved forecast.
[2025-12-02T20:53:17.929607] [INFO ] [main      ] BABX: Signal=1 (Conf=80.0%), Magnitude=-8.74% (Conf=47.1859%)
[2025-12-02T20:53:17.929937] [INFO ] [main      ] Fetching symbol history for VFF...
[2025-12-02T20:53:17.929984] [DEBUG] [REMOTE    ] VFF: Fetching historical data.
[2025-12-02T20:53:17.930658] [INFO ] [main      ] Progress: 504/965 forecasts completed (52.2%). BABX finished in 0.6s. ETA: 1m 16s. Rate: 361.83 forecasts/min
[2025-12-02T20:53:17.941919] [DEBUG] [REMOTE    ] VFF: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:17.942933] [DEBUG] [LOCAL     ] Loaded configuration for VFF: 5 features, N/A% accuracy
[2025-12-02T20:53:17.942984] [INFO ] [LOCAL     ] VFF: Loaded 5 optimal features with 57.02% confidence from JSON config
[2025-12-02T20:53:17.943014] [DEBUG] [MAG       ] Building data for symbol: VFF with lookback: 0
[2025-12-02T20:53:17.943788] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:17.943845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:17.945476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:17.945999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:17.946375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:53:17.947139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:53:17.948704] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:17.957367] [DEBUG] [MAG       ] YALA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:17.958654] [DEBUG] [MAG       ] RVMD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:17.959950] [DEBUG] [MAG       ] SBSI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:18.026098] [INFO ] [LOCAL     ] YALA: Saved forecast.
[2025-12-02T20:53:18.026168] [INFO ] [main      ] YALA: Signal=1 (Conf=80.0%), Magnitude=1.88% (Conf=59.8824%)
[2025-12-02T20:53:18.026552] [INFO ] [main      ] Fetching symbol history for NOA...
[2025-12-02T20:53:18.026620] [DEBUG] [REMOTE    ] NOA: Fetching historical data.
[2025-12-02T20:53:18.026605] [INFO ] [main      ] Progress: 505/965 forecasts completed (52.3%). YALA finished in 0.6s. ETA: 1m 16s. Rate: 362.13 forecasts/min
[2025-12-02T20:53:18.033460] [INFO ] [LOCAL     ] SBSI: Saved forecast.
[2025-12-02T20:53:18.033527] [INFO ] [main      ] SBSI: Signal=1 (Conf=80.0%), Magnitude=3.12% (Conf=38.0085%)
[2025-12-02T20:53:18.033917] [INFO ] [main      ] Fetching symbol history for HCSG...
[2025-12-02T20:53:18.033966] [DEBUG] [REMOTE    ] HCSG: Fetching historical data.
[2025-12-02T20:53:18.033957] [INFO ] [main      ] Progress: 506/965 forecasts completed (52.4%). SBSI finished in 0.7s. ETA: 1m 16s. Rate: 362.82 forecasts/min
[2025-12-02T20:53:18.038548] [DEBUG] [REMOTE    ] NOA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:18.039663] [DEBUG] [LOCAL     ] Loaded configuration for NOA: 5 features, N/A% accuracy
[2025-12-02T20:53:18.039714] [INFO ] [LOCAL     ] NOA: Loaded 5 optimal features with 56.64% confidence from JSON config
[2025-12-02T20:53:18.039744] [DEBUG] [MAG       ] Building data for symbol: NOA with lookback: 0
[2025-12-02T20:53:18.040525] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:18.040602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:18.045283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:18.045651] [DEBUG] [REMOTE    ] HCSG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:18.046368] [DEBUG] [LOCAL     ] Loaded configuration for HCSG: 5 features, N/A% accuracy
[2025-12-02T20:53:18.046423] [INFO ] [LOCAL     ] HCSG: Loaded 5 optimal features with 58.18% confidence from JSON config
[2025-12-02T20:53:18.046455] [DEBUG] [MAG       ] Building data for symbol: HCSG with lookback: 0
[2025-12-02T20:53:18.047060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:18.047233] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:18.047293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:18.047527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:18.048010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:18.048778] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:18.048963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:18.049474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:18.049883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:18.061837] [INFO ] [LOCAL     ] RVMD: Saved forecast.
[2025-12-02T20:53:18.061899] [INFO ] [main      ] RVMD: Signal=1 (Conf=80.0%), Magnitude=-5.36% (Conf=57.3111%)
[2025-12-02T20:53:18.062203] [INFO ] [main      ] Fetching symbol history for ASG...
[2025-12-02T20:53:18.062250] [DEBUG] [REMOTE    ] ASG: Fetching historical data.
[2025-12-02T20:53:18.063057] [INFO ] [main      ] Progress: 507/965 forecasts completed (52.5%). RVMD finished in 0.7s. ETA: 1m 16s. Rate: 363.41 forecasts/min
[2025-12-02T20:53:18.073462] [DEBUG] [REMOTE    ] ASG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:18.074398] [DEBUG] [LOCAL     ] Loaded configuration for ASG: 6 features, N/A% accuracy
[2025-12-02T20:53:18.074464] [INFO ] [LOCAL     ] ASG: Loaded 6 optimal features with 53.63% confidence from JSON config
[2025-12-02T20:53:18.074495] [DEBUG] [MAG       ] Building data for symbol: ASG with lookback: 0
[2025-12-02T20:53:18.075270] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:18.075330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:18.076920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:53:18.078180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:53:18.080777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:53:18.081769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:53:18.082449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:53:18.096274] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:18.097845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:53:18.100676] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:18.279591] [DEBUG] [MAG       ] VFF: Last date is validated at 2025-12-02
[2025-12-02T20:53:18.382708] [DEBUG] [MAG       ] NOA: Last date is validated at 2025-12-02
[2025-12-02T20:53:18.427405] [DEBUG] [MAG       ] ASG: Last date is validated at 2025-12-02
[2025-12-02T20:53:18.436448] [DEBUG] [MAG       ] HCSG: Last date is validated at 2025-12-02
[2025-12-02T20:53:18.442951] [DEBUG] [MAG       ] VFF: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:18.498662] [INFO ] [LOCAL     ] VFF: Saved forecast.
[2025-12-02T20:53:18.498794] [INFO ] [main      ] VFF: Signal=1 (Conf=80.0%), Magnitude=-0.41% (Conf=57.0237%)
[2025-12-02T20:53:18.498953] [INFO ] [main      ] Fetching symbol history for BCS...
[2025-12-02T20:53:18.498995] [DEBUG] [REMOTE    ] BCS: Fetching historical data.
[2025-12-02T20:53:18.499926] [INFO ] [main      ] Progress: 508/965 forecasts completed (52.6%). VFF finished in 0.6s. ETA: 1m 16s. Rate: 362.23 forecasts/min
[2025-12-02T20:53:18.511294] [DEBUG] [REMOTE    ] BCS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:18.512219] [DEBUG] [LOCAL     ] Loaded configuration for BCS: 3 features, N/A% accuracy
[2025-12-02T20:53:18.512279] [INFO ] [LOCAL     ] BCS: Loaded 3 optimal features with 61.09% confidence from JSON config
[2025-12-02T20:53:18.512311] [DEBUG] [MAG       ] Building data for symbol: BCS with lookback: 0
[2025-12-02T20:53:18.513107] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:53:18.513164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:18.517827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:18.518638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:18.520182] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:18.548998] [DEBUG] [MAG       ] NOA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:18.593943] [DEBUG] [MAG       ] ASG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:18.603615] [DEBUG] [MAG       ] HCSG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:18.623961] [INFO ] [LOCAL     ] NOA: Saved forecast.
[2025-12-02T20:53:18.624032] [INFO ] [main      ] NOA: Signal=1 (Conf=80.0%), Magnitude=-1.60% (Conf=56.6445%)
[2025-12-02T20:53:18.624378] [INFO ] [main      ] Fetching symbol history for IMNM...
[2025-12-02T20:53:18.624427] [DEBUG] [REMOTE    ] IMNM: Fetching historical data.
[2025-12-02T20:53:18.624440] [INFO ] [main      ] Progress: 509/965 forecasts completed (52.7%). NOA finished in 0.6s. ETA: 1m 15s. Rate: 362.41 forecasts/min
[2025-12-02T20:53:18.637242] [DEBUG] [REMOTE    ] IMNM: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:18.638274] [DEBUG] [LOCAL     ] Loaded configuration for IMNM: 5 features, N/A% accuracy
[2025-12-02T20:53:18.638368] [INFO ] [LOCAL     ] IMNM: Loaded 5 optimal features with 58.37% confidence from JSON config
[2025-12-02T20:53:18.638404] [DEBUG] [MAG       ] Building data for symbol: IMNM with lookback: 0
[2025-12-02T20:53:18.639725] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:18.639967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:18.645219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:18.647094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:18.658323] [INFO ] [LOCAL     ] ASG: Saved forecast.
[2025-12-02T20:53:18.658387] [INFO ] [main      ] ASG: Signal=1 (Conf=80.0%), Magnitude=0.46% (Conf=53.6349%)
[2025-12-02T20:53:18.658830] [INFO ] [main      ] Progress: 510/965 forecasts completed (52.8%). ASG finished in 0.6s. ETA: 1m 15s. Rate: 362.97 forecasts/min
[2025-12-02T20:53:18.658953] [INFO ] [main      ] Fetching symbol history for AMZN...
[2025-12-02T20:53:18.658994] [DEBUG] [REMOTE    ] AMZN: Fetching historical data.
[2025-12-02T20:53:18.671518] [DEBUG] [REMOTE    ] AMZN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:18.672604] [DEBUG] [LOCAL     ] Loaded configuration for AMZN: 2 features, N/A% accuracy
[2025-12-02T20:53:18.672664] [INFO ] [LOCAL     ] AMZN: Loaded 2 optimal features with 59.11% confidence from JSON config
[2025-12-02T20:53:18.672699] [DEBUG] [MAG       ] Building data for symbol: AMZN with lookback: 0
[2025-12-02T20:53:18.673646] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:53:18.673702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:53:18.674525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:53:18.674515] [INFO ] [LOCAL     ] HCSG: Saved forecast.
[2025-12-02T20:53:18.674605] [INFO ] [main      ] HCSG: Signal=1 (Conf=80.0%), Magnitude=-0.59% (Conf=58.1759%)
[2025-12-02T20:53:18.675050] [INFO ] [main      ] Fetching symbol history for IUSG...
[2025-12-02T20:53:18.675102] [DEBUG] [REMOTE    ] IUSG: Fetching historical data.
[2025-12-02T20:53:18.675657] [INFO ] [main      ] Progress: 511/965 forecasts completed (53.0%). HCSG finished in 0.6s. ETA: 1m 15s. Rate: 363.61 forecasts/min
[2025-12-02T20:53:18.677154] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:18.686736] [DEBUG] [REMOTE    ] IUSG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:18.687847] [DEBUG] [LOCAL     ] Loaded configuration for IUSG: 2 features, N/A% accuracy
[2025-12-02T20:53:18.687902] [INFO ] [LOCAL     ] IUSG: Loaded 2 optimal features with 49.19% confidence from JSON config
[2025-12-02T20:53:18.687934] [DEBUG] [MAG       ] Building data for symbol: IUSG with lookback: 0
[2025-12-02T20:53:18.688759] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:53:18.688816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:53:18.690086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:53:18.690906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:53:18.691017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:53:18.692118] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:18.692364] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:18.853175] [DEBUG] [MAG       ] BCS: Last date is validated at 2025-12-02
[2025-12-02T20:53:19.009148] [DEBUG] [MAG       ] AMZN: Last date is validated at 2025-12-02
[2025-12-02T20:53:19.018093] [DEBUG] [MAG       ] BCS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:19.035476] [DEBUG] [MAG       ] IUSG: Last date is validated at 2025-12-02
[2025-12-02T20:53:19.036237] [DEBUG] [MAG       ] IMNM: Last date is validated at 2025-12-02
[2025-12-02T20:53:19.084703] [INFO ] [LOCAL     ] BCS: Saved forecast.
[2025-12-02T20:53:19.084769] [INFO ] [main      ] BCS: Signal=1 (Conf=80.0%), Magnitude=1.03% (Conf=61.0931%)
[2025-12-02T20:53:19.085115] [INFO ] [main      ] Fetching symbol history for RH...
[2025-12-02T20:53:19.085163] [DEBUG] [REMOTE    ] RH: Fetching historical data.
[2025-12-02T20:53:19.085655] [INFO ] [main      ] Progress: 512/965 forecasts completed (53.1%). BCS finished in 0.6s. ETA: 1m 15s. Rate: 362.56 forecasts/min
[2025-12-02T20:53:19.096352] [DEBUG] [REMOTE    ] RH: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:19.097513] [DEBUG] [LOCAL     ] Loaded configuration for RH: 8 features, N/A% accuracy
[2025-12-02T20:53:19.097595] [INFO ] [LOCAL     ] RH: Loaded 8 optimal features with 57.78% confidence from JSON config
[2025-12-02T20:53:19.097636] [DEBUG] [MAG       ] Building data for symbol: RH with lookback: 0
[2025-12-02T20:53:19.098507] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:53:19.098568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:19.103276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:19.105019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:19.105488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:19.105934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:19.106315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:19.107239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:53:19.109207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:53:19.111868] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:19.173215] [DEBUG] [MAG       ] AMZN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:19.203807] [DEBUG] [MAG       ] IMNM: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:19.207358] [DEBUG] [MAG       ] IUSG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:19.279297] [INFO ] [LOCAL     ] IMNM: Saved forecast.
[2025-12-02T20:53:19.279364] [INFO ] [main      ] IMNM: Signal=1 (Conf=80.0%), Magnitude=-1.03% (Conf=58.3663%)
[2025-12-02T20:53:19.279794] [INFO ] [main      ] Fetching symbol history for EVEX...
[2025-12-02T20:53:19.279843] [DEBUG] [REMOTE    ] EVEX: Fetching historical data.
[2025-12-02T20:53:19.279820] [INFO ] [main      ] Progress: 513/965 forecasts completed (53.2%). IMNM finished in 0.7s. ETA: 1m 15s. Rate: 362.44 forecasts/min
[2025-12-02T20:53:19.291071] [DEBUG] [REMOTE    ] EVEX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:19.292199] [DEBUG] [LOCAL     ] Loaded configuration for EVEX: 5 features, N/A% accuracy
[2025-12-02T20:53:19.292250] [INFO ] [LOCAL     ] EVEX: Loaded 5 optimal features with 52.12% confidence from JSON config
[2025-12-02T20:53:19.292281] [DEBUG] [MAG       ] Building data for symbol: EVEX with lookback: 0
[2025-12-02T20:53:19.293078] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:19.293137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:19.293857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:19.294692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:53:19.295368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:53:19.296002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:53:19.309997] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:19.312741] [INFO ] [LOCAL     ] AMZN: Saved forecast.
[2025-12-02T20:53:19.312806] [INFO ] [main      ] AMZN: Signal=1 (Conf=80.0%), Magnitude=-1.96% (Conf=59.1064%)
[2025-12-02T20:53:19.313099] [INFO ] [main      ] Fetching symbol history for LMB...
[2025-12-02T20:53:19.313146] [DEBUG] [REMOTE    ] LMB: Fetching historical data.
[2025-12-02T20:53:19.313962] [INFO ] [main      ] Progress: 514/965 forecasts completed (53.3%). AMZN finished in 0.7s. ETA: 1m 15s. Rate: 363.00 forecasts/min
[2025-12-02T20:53:19.318680] [INFO ] [LOCAL     ] IUSG: Saved forecast.
[2025-12-02T20:53:19.318757] [INFO ] [main      ] IUSG: Signal=1 (Conf=80.0%), Magnitude=-0.48% (Conf=49.1932%)
[2025-12-02T20:53:19.319062] [INFO ] [main      ] Fetching symbol history for WLK...
[2025-12-02T20:53:19.319111] [DEBUG] [REMOTE    ] WLK: Fetching historical data.
[2025-12-02T20:53:19.319624] [INFO ] [main      ] Progress: 515/965 forecasts completed (53.4%). IUSG finished in 0.6s. ETA: 1m 14s. Rate: 363.68 forecasts/min
[2025-12-02T20:53:19.324340] [DEBUG] [REMOTE    ] LMB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:19.325163] [DEBUG] [LOCAL     ] Loaded configuration for LMB: 4 features, N/A% accuracy
[2025-12-02T20:53:19.325210] [INFO ] [LOCAL     ] LMB: Loaded 4 optimal features with 52.69% confidence from JSON config
[2025-12-02T20:53:19.325241] [DEBUG] [MAG       ] Building data for symbol: LMB with lookback: 0
[2025-12-02T20:53:19.326017] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:19.326075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:19.330446] [DEBUG] [REMOTE    ] WLK: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:19.330733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:19.331321] [DEBUG] [LOCAL     ] Loaded configuration for WLK: 6 features, N/A% accuracy
[2025-12-02T20:53:19.331372] [INFO ] [LOCAL     ] WLK: Loaded 6 optimal features with 50.47% confidence from JSON config
[2025-12-02T20:53:19.331403] [DEBUG] [MAG       ] Building data for symbol: WLK with lookback: 0
[2025-12-02T20:53:19.331892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:19.332198] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:19.332258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:19.333517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:19.336992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:19.338776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:19.339251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:19.339700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:19.340082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:53:19.342716] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:19.371214] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:19.439834] [DEBUG] [MAG       ] RH: Last date is validated at 2025-12-02
[2025-12-02T20:53:19.605336] [DEBUG] [MAG       ] RH: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:19.648242] [DEBUG] [MAG       ] EVEX: Last date is validated at 2025-12-02
[2025-12-02T20:53:19.672293] [DEBUG] [MAG       ] WLK: Last date is validated at 2025-12-02
[2025-12-02T20:53:19.704218] [DEBUG] [MAG       ] LMB: Last date is validated at 2025-12-02
[2025-12-02T20:53:19.788218] [INFO ] [LOCAL     ] RH: Saved forecast.
[2025-12-02T20:53:19.788296] [INFO ] [main      ] RH: Signal=1 (Conf=80.0%), Magnitude=-1.70% (Conf=57.7813%)
[2025-12-02T20:53:19.788463] [INFO ] [main      ] Fetching symbol history for NSSC...
[2025-12-02T20:53:19.788505] [DEBUG] [REMOTE    ] NSSC: Fetching historical data.
[2025-12-02T20:53:19.789317] [INFO ] [main      ] Progress: 516/965 forecasts completed (53.5%). RH finished in 0.7s. ETA: 1m 14s. Rate: 362.38 forecasts/min
[2025-12-02T20:53:19.799820] [DEBUG] [REMOTE    ] NSSC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:19.800736] [DEBUG] [LOCAL     ] Loaded configuration for NSSC: 6 features, N/A% accuracy
[2025-12-02T20:53:19.800801] [INFO ] [LOCAL     ] NSSC: Loaded 6 optimal features with 47.61% confidence from JSON config
[2025-12-02T20:53:19.800833] [DEBUG] [MAG       ] Building data for symbol: NSSC with lookback: 0
[2025-12-02T20:53:19.801610] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:19.801673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:19.806263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:19.808033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:19.808501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:19.808900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:19.809787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:53:19.810424] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:19.818146] [DEBUG] [MAG       ] EVEX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:19.842050] [DEBUG] [MAG       ] WLK: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:19.869308] [DEBUG] [MAG       ] LMB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:19.881782] [INFO ] [LOCAL     ] EVEX: Saved forecast.
[2025-12-02T20:53:19.881845] [INFO ] [main      ] EVEX: Signal=1 (Conf=80.0%), Magnitude=10.38% (Conf=52.1231%)
[2025-12-02T20:53:19.882175] [INFO ] [main      ] Fetching symbol history for BBSI...
[2025-12-02T20:53:19.882222] [DEBUG] [REMOTE    ] BBSI: Fetching historical data.
[2025-12-02T20:53:19.882651] [INFO ] [main      ] Progress: 517/965 forecasts completed (53.6%). EVEX finished in 0.6s. ETA: 1m 14s. Rate: 362.69 forecasts/min
[2025-12-02T20:53:19.894053] [DEBUG] [REMOTE    ] BBSI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:19.895011] [DEBUG] [LOCAL     ] Loaded configuration for BBSI: 9 features, N/A% accuracy
[2025-12-02T20:53:19.895062] [INFO ] [LOCAL     ] BBSI: Loaded 9 optimal features with 50.33% confidence from JSON config
[2025-12-02T20:53:19.895093] [DEBUG] [MAG       ] Building data for symbol: BBSI with lookback: 0
[2025-12-02T20:53:19.895868] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:53:19.896251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:19.897916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:19.898452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:19.899216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:19.900026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:19.957978] [INFO ] [LOCAL     ] WLK: Saved forecast.
[2025-12-02T20:53:19.958080] [INFO ] [main      ] WLK: Signal=1 (Conf=80.0%), Magnitude=-6.73% (Conf=50.4667%)
[2025-12-02T20:53:19.958472] [INFO ] [main      ] Fetching symbol history for KMI...
[2025-12-02T20:53:19.958522] [DEBUG] [REMOTE    ] KMI: Fetching historical data.
[2025-12-02T20:53:19.959642] [INFO ] [main      ] Progress: 518/965 forecasts completed (53.7%). WLK finished in 0.6s. ETA: 1m 14s. Rate: 363.06 forecasts/min
[2025-12-02T20:53:19.969897] [DEBUG] [REMOTE    ] KMI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:19.970927] [DEBUG] [LOCAL     ] Loaded configuration for KMI: 2 features, N/A% accuracy
[2025-12-02T20:53:19.970981] [INFO ] [LOCAL     ] KMI: Loaded 2 optimal features with 52.15% confidence from JSON config
[2025-12-02T20:53:19.971013] [DEBUG] [MAG       ] Building data for symbol: KMI with lookback: 0
[2025-12-02T20:53:19.971932] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:53:19.971998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:19.976789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:19.977641] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:19.982026] [INFO ] [LOCAL     ] LMB: Saved forecast.
[2025-12-02T20:53:19.982090] [INFO ] [main      ] LMB: Signal=1 (Conf=80.0%), Magnitude=-0.78% (Conf=52.6948%)
[2025-12-02T20:53:19.982452] [INFO ] [main      ] Progress: 519/965 forecasts completed (53.8%). LMB finished in 0.7s. ETA: 1m 14s. Rate: 363.67 forecasts/min
[2025-12-02T20:53:19.982595] [INFO ] [main      ] Fetching symbol history for PLCE...
[2025-12-02T20:53:19.982638] [DEBUG] [REMOTE    ] PLCE: Fetching historical data.
[2025-12-02T20:53:19.993461] [DEBUG] [REMOTE    ] PLCE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:19.994421] [DEBUG] [LOCAL     ] Loaded configuration for PLCE: 6 features, N/A% accuracy
[2025-12-02T20:53:19.994470] [INFO ] [LOCAL     ] PLCE: Loaded 6 optimal features with 58.49% confidence from JSON config
[2025-12-02T20:53:19.994501] [DEBUG] [MAG       ] Building data for symbol: PLCE with lookback: 0
[2025-12-02T20:53:19.995264] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:19.995323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:19.999969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:20.001709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:20.002173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:20.002547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:53:20.004051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:53:20.004738] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:20.008123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:20.010017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:20.010970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:53:20.013550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:53:20.014713] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:20.141264] [DEBUG] [MAG       ] NSSC: Last date is validated at 2025-12-02
[2025-12-02T20:53:20.312776] [DEBUG] [MAG       ] NSSC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:20.331827] [DEBUG] [MAG       ] KMI: Last date is validated at 2025-12-02
[2025-12-02T20:53:20.333092] [DEBUG] [MAG       ] PLCE: Last date is validated at 2025-12-02
[2025-12-02T20:53:20.354816] [DEBUG] [MAG       ] BBSI: Last date is validated at 2025-12-02
[2025-12-02T20:53:20.409947] [INFO ] [LOCAL     ] NSSC: Saved forecast.
[2025-12-02T20:53:20.410014] [INFO ] [main      ] NSSC: Signal=1 (Conf=80.0%), Magnitude=3.53% (Conf=47.6131%)
[2025-12-02T20:53:20.410371] [INFO ] [main      ] Fetching symbol history for ONON...
[2025-12-02T20:53:20.410418] [DEBUG] [REMOTE    ] ONON: Fetching historical data.
[2025-12-02T20:53:20.410656] [INFO ] [main      ] Progress: 520/965 forecasts completed (53.9%). NSSC finished in 0.6s. ETA: 1m 14s. Rate: 362.56 forecasts/min
[2025-12-02T20:53:20.422198] [DEBUG] [REMOTE    ] ONON: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:20.423191] [DEBUG] [LOCAL     ] Loaded configuration for ONON: 4 features, N/A% accuracy
[2025-12-02T20:53:20.423244] [INFO ] [LOCAL     ] ONON: Loaded 4 optimal features with 48.77% confidence from JSON config
[2025-12-02T20:53:20.423275] [DEBUG] [MAG       ] Building data for symbol: ONON with lookback: 0
[2025-12-02T20:53:20.424075] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:20.424134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:20.428827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:20.429755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:53:20.431238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:53:20.433231] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:20.501377] [DEBUG] [MAG       ] PLCE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:20.503672] [DEBUG] [MAG       ] KMI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:20.521600] [DEBUG] [MAG       ] BBSI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:20.577498] [INFO ] [LOCAL     ] KMI: Saved forecast.
[2025-12-02T20:53:20.577593] [INFO ] [main      ] KMI: Signal=1 (Conf=80.0%), Magnitude=-1.28% (Conf=52.1502%)
[2025-12-02T20:53:20.577763] [INFO ] [main      ] Fetching symbol history for FCNCP...
[2025-12-02T20:53:20.577808] [DEBUG] [REMOTE    ] FCNCP: Fetching historical data.
[2025-12-02T20:53:20.579005] [INFO ] [main      ] Progress: 521/965 forecasts completed (54.0%). KMI finished in 0.6s. ETA: 1m 13s. Rate: 362.54 forecasts/min
[2025-12-02T20:53:20.577917] [INFO ] [LOCAL     ] PLCE: Saved forecast.
[2025-12-02T20:53:20.581140] [INFO ] [main      ] PLCE: Signal=1 (Conf=80.0%), Magnitude=-6.73% (Conf=58.4873%)
[2025-12-02T20:53:20.581305] [INFO ] [main      ] Fetching symbol history for MDXG...
[2025-12-02T20:53:20.581349] [DEBUG] [REMOTE    ] MDXG: Fetching historical data.
[2025-12-02T20:53:20.581737] [INFO ] [main      ] Progress: 522/965 forecasts completed (54.1%). PLCE finished in 0.6s. ETA: 1m 13s. Rate: 363.23 forecasts/min
[2025-12-02T20:53:20.588945] [DEBUG] [REMOTE    ] FCNCP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:20.589910] [DEBUG] [LOCAL     ] Loaded configuration for FCNCP: 5 features, N/A% accuracy
[2025-12-02T20:53:20.589962] [INFO ] [LOCAL     ] FCNCP: Loaded 5 optimal features with 43.35% confidence from JSON config
[2025-12-02T20:53:20.589995] [DEBUG] [MAG       ] Building data for symbol: FCNCP with lookback: 0
[2025-12-02T20:53:20.590791] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:20.590851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:20.592535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:20.592631] [DEBUG] [REMOTE    ] MDXG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:20.593096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:20.593423] [DEBUG] [LOCAL     ] Loaded configuration for MDXG: 5 features, N/A% accuracy
[2025-12-02T20:53:20.593480] [INFO ] [LOCAL     ] MDXG: Loaded 5 optimal features with 56.72% confidence from JSON config
[2025-12-02T20:53:20.593486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:20.593513] [DEBUG] [MAG       ] Building data for symbol: MDXG with lookback: 0
[2025-12-02T20:53:20.594305] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:20.594365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:20.596086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:20.596600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:20.599098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:20.600745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:53:20.603370] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:20.606634] [INFO ] [LOCAL     ] BBSI: Saved forecast.
[2025-12-02T20:53:20.606700] [INFO ] [main      ] BBSI: Signal=1 (Conf=80.0%), Magnitude=2.79% (Conf=50.331%)
[2025-12-02T20:53:20.607030] [INFO ] [main      ] Progress: 523/965 forecasts completed (54.2%). BBSI finished in 0.7s. ETA: 1m 13s. Rate: 363.82 forecasts/min
[2025-12-02T20:53:20.607149] [INFO ] [main      ] Fetching symbol history for XTKG...
[2025-12-02T20:53:20.607191] [DEBUG] [REMOTE    ] XTKG: Fetching historical data.
[2025-12-02T20:53:20.619307] [DEBUG] [REMOTE    ] XTKG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:20.620351] [DEBUG] [LOCAL     ] Loaded configuration for XTKG: 4 features, N/A% accuracy
[2025-12-02T20:53:20.620402] [INFO ] [LOCAL     ] XTKG: Loaded 4 optimal features with 52.08% confidence from JSON config
[2025-12-02T20:53:20.620433] [DEBUG] [MAG       ] Building data for symbol: XTKG with lookback: 0
[2025-12-02T20:53:20.621244] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:20.621303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:20.622998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:20.623501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:20.623960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:20.632398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:53:20.633275] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:20.662111] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:20.759560] [DEBUG] [MAG       ] ONON: Last date is validated at 2025-12-02
[2025-12-02T20:53:20.921715] [DEBUG] [MAG       ] ONON: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:20.944810] [DEBUG] [MAG       ] MDXG: Last date is validated at 2025-12-02
[2025-12-02T20:53:20.967047] [DEBUG] [MAG       ] FCNCP: Last date is validated at 2025-12-02
[2025-12-02T20:53:20.997372] [DEBUG] [MAG       ] XTKG: Last date is validated at 2025-12-02
[2025-12-02T20:53:21.016250] [INFO ] [LOCAL     ] ONON: Saved forecast.
[2025-12-02T20:53:21.016317] [INFO ] [main      ] ONON: Signal=1 (Conf=80.0%), Magnitude=2.99% (Conf=48.7701%)
[2025-12-02T20:53:21.016691] [INFO ] [main      ] Fetching symbol history for USA...
[2025-12-02T20:53:21.016741] [DEBUG] [REMOTE    ] USA: Fetching historical data.
[2025-12-02T20:53:21.017553] [INFO ] [main      ] Progress: 524/965 forecasts completed (54.3%). ONON finished in 0.6s. ETA: 1m 13s. Rate: 362.79 forecasts/min
[2025-12-02T20:53:21.027887] [DEBUG] [REMOTE    ] USA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:21.029040] [DEBUG] [LOCAL     ] Loaded configuration for USA: 10 features, N/A% accuracy
[2025-12-02T20:53:21.029094] [INFO ] [LOCAL     ] USA: Loaded 10 optimal features with 61.08% confidence from JSON config
[2025-12-02T20:53:21.029445] [DEBUG] [MAG       ] Building data for symbol: USA with lookback: 0
[2025-12-02T20:53:21.030247] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-02T20:53:21.030308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:21.034958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:21.036699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:21.037160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:21.037535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:21.038400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:21.040697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:21.042258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:21.090467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:53:21.091261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:53:21.092244] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:21.124313] [DEBUG] [MAG       ] MDXG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:21.142517] [DEBUG] [MAG       ] FCNCP: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:21.163070] [DEBUG] [MAG       ] XTKG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:21.187461] [INFO ] [LOCAL     ] MDXG: Saved forecast.
[2025-12-02T20:53:21.187530] [INFO ] [main      ] MDXG: Signal=1 (Conf=80.0%), Magnitude=1.74% (Conf=56.7211%)
[2025-12-02T20:53:21.187914] [INFO ] [main      ] Fetching symbol history for RWAY...
[2025-12-02T20:53:21.187964] [DEBUG] [REMOTE    ] RWAY: Fetching historical data.
[2025-12-02T20:53:21.189653] [INFO ] [main      ] Progress: 525/965 forecasts completed (54.4%). MDXG finished in 0.6s. ETA: 1m 13s. Rate: 362.76 forecasts/min
[2025-12-02T20:53:21.199183] [DEBUG] [REMOTE    ] RWAY: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:21.200309] [DEBUG] [LOCAL     ] Loaded configuration for RWAY: 9 features, N/A% accuracy
[2025-12-02T20:53:21.200360] [INFO ] [LOCAL     ] RWAY: Loaded 9 optimal features with 56.32% confidence from JSON config
[2025-12-02T20:53:21.200390] [DEBUG] [MAG       ] Building data for symbol: RWAY with lookback: 0
[2025-12-02T20:53:21.201172] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:53:21.201233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:21.201952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:21.203311] [INFO ] [LOCAL     ] FCNCP: Saved forecast.
[2025-12-02T20:53:21.203376] [INFO ] [main      ] FCNCP: Signal=1 (Conf=80.0%), Magnitude=-0.84% (Conf=43.3515%)
[2025-12-02T20:53:21.203531] [INFO ] [main      ] Fetching symbol history for TSLA...
[2025-12-02T20:53:21.203592] [DEBUG] [REMOTE    ] TSLA: Fetching historical data.
[2025-12-02T20:53:21.204230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:21.204615] [INFO ] [main      ] Progress: 526/965 forecasts completed (54.5%). FCNCP finished in 0.6s. ETA: 1m 12s. Rate: 363.39 forecasts/min
[2025-12-02T20:53:21.214363] [DEBUG] [REMOTE    ] TSLA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:21.215290] [DEBUG] [LOCAL     ] Loaded configuration for TSLA: 6 features, N/A% accuracy
[2025-12-02T20:53:21.215341] [INFO ] [LOCAL     ] TSLA: Loaded 6 optimal features with 56.52% confidence from JSON config
[2025-12-02T20:53:21.215372] [DEBUG] [MAG       ] Building data for symbol: TSLA with lookback: 0
[2025-12-02T20:53:21.216154] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:21.216216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:21.219467] [INFO ] [LOCAL     ] XTKG: Saved forecast.
[2025-12-02T20:53:21.219531] [INFO ] [main      ] XTKG: Signal=1 (Conf=80.0%), Magnitude=2.57% (Conf=52.078%)
[2025-12-02T20:53:21.219883] [INFO ] [main      ] Fetching symbol history for CLOA...
[2025-12-02T20:53:21.219932] [DEBUG] [REMOTE    ] CLOA: Fetching historical data.
[2025-12-02T20:53:21.220610] [INFO ] [main      ] Progress: 527/965 forecasts completed (54.6%). XTKG finished in 0.6s. ETA: 1m 12s. Rate: 364.01 forecasts/min
[2025-12-02T20:53:21.220969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:21.221932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:21.224275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:21.230979] [DEBUG] [REMOTE    ] CLOA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:21.231936] [DEBUG] [LOCAL     ] Loaded configuration for CLOA: 7 features, N/A% accuracy
[2025-12-02T20:53:21.231987] [INFO ] [LOCAL     ] CLOA: Loaded 7 optimal features with 22.35% confidence from JSON config
[2025-12-02T20:53:21.232018] [DEBUG] [MAG       ] Building data for symbol: CLOA with lookback: 0
[2025-12-02T20:53:21.232800] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:53:21.232859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:21.234519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:21.235046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:53:21.236083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:53:21.237672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:53:21.238729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:53:21.239368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:53:21.240687] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:21.274415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:53:21.275832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:53:21.276446] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:21.313151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:21.315074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:21.353199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:21.354416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:53:21.355648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:53:21.357631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:53:21.358387] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:21.422476] [DEBUG] [MAG       ] USA: Last date is validated at 2025-12-02
[2025-12-02T20:53:21.576796] [DEBUG] [MAG       ] CLOA: Last date is validated at 2025-12-02
[2025-12-02T20:53:21.586599] [DEBUG] [MAG       ] USA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:21.617967] [DEBUG] [MAG       ] TSLA: Last date is validated at 2025-12-02
[2025-12-02T20:53:21.649838] [INFO ] [LOCAL     ] USA: Saved forecast.
[2025-12-02T20:53:21.649905] [INFO ] [main      ] USA: Signal=1 (Conf=80.0%), Magnitude=-0.19% (Conf=61.0776%)
[2025-12-02T20:53:21.650278] [INFO ] [main      ] Progress: 528/965 forecasts completed (54.7%). USA finished in 0.6s. ETA: 1m 12s. Rate: 362.91 forecasts/min
[2025-12-02T20:53:21.650401] [INFO ] [main      ] Fetching symbol history for OII...
[2025-12-02T20:53:21.650441] [DEBUG] [REMOTE    ] OII: Fetching historical data.
[2025-12-02T20:53:21.662006] [DEBUG] [REMOTE    ] OII: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:21.663205] [DEBUG] [LOCAL     ] Loaded configuration for OII: 5 features, N/A% accuracy
[2025-12-02T20:53:21.663264] [INFO ] [LOCAL     ] OII: Loaded 5 optimal features with 55.37% confidence from JSON config
[2025-12-02T20:53:21.663294] [DEBUG] [MAG       ] Building data for symbol: OII with lookback: 0
[2025-12-02T20:53:21.664162] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:21.664220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:21.669061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:21.670832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:21.671295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:21.671691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:21.695620] [DEBUG] [MAG       ] RWAY: Last date is validated at 2025-12-02
[2025-12-02T20:53:21.709931] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:21.741690] [DEBUG] [MAG       ] CLOA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:21.787767] [DEBUG] [MAG       ] TSLA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:21.798708] [INFO ] [LOCAL     ] CLOA: Saved forecast.
[2025-12-02T20:53:21.798776] [INFO ] [main      ] CLOA: Signal=1 (Conf=80.0%), Magnitude=-0.01% (Conf=22.3519%)
[2025-12-02T20:53:21.799130] [INFO ] [main      ] Fetching symbol history for FITB...
[2025-12-02T20:53:21.799177] [DEBUG] [REMOTE    ] FITB: Fetching historical data.
[2025-12-02T20:53:21.800647] [INFO ] [main      ] Progress: 529/965 forecasts completed (54.8%). CLOA finished in 0.6s. ETA: 1m 12s. Rate: 362.97 forecasts/min
[2025-12-02T20:53:21.810422] [DEBUG] [REMOTE    ] FITB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:21.811622] [DEBUG] [LOCAL     ] Loaded configuration for FITB: 2 features, N/A% accuracy
[2025-12-02T20:53:21.811672] [INFO ] [LOCAL     ] FITB: Loaded 2 optimal features with 54.11% confidence from JSON config
[2025-12-02T20:53:21.811703] [DEBUG] [MAG       ] Building data for symbol: FITB with lookback: 0
[2025-12-02T20:53:21.812460] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:53:21.812517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:21.813242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:53:21.815989] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:21.863176] [DEBUG] [MAG       ] RWAY: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:21.931252] [INFO ] [LOCAL     ] TSLA: Saved forecast.
[2025-12-02T20:53:21.931319] [INFO ] [main      ] TSLA: Signal=1 (Conf=80.0%), Magnitude=4.06% (Conf=56.523%)
[2025-12-02T20:53:21.931714] [INFO ] [main      ] Fetching symbol history for SE...
[2025-12-02T20:53:21.931762] [DEBUG] [REMOTE    ] SE: Fetching historical data.
[2025-12-02T20:53:21.932225] [INFO ] [LOCAL     ] RWAY: Saved forecast.
[2025-12-02T20:53:21.932290] [INFO ] [main      ] RWAY: Signal=1 (Conf=80.0%), Magnitude=-0.82% (Conf=56.3182%)
[2025-12-02T20:53:21.932426] [INFO ] [main      ] Fetching symbol history for PANL...
[2025-12-02T20:53:21.932467] [DEBUG] [REMOTE    ] PANL: Fetching historical data.
[2025-12-02T20:53:21.932643] [INFO ] [main      ] Progress: 530/965 forecasts completed (54.9%). TSLA finished in 0.7s. ETA: 1m 12s. Rate: 363.11 forecasts/min
[2025-12-02T20:53:21.932757] [INFO ] [main      ] Progress: 531/965 forecasts completed (55.0%). RWAY finished in 0.7s. ETA: 1m 12s. Rate: 363.79 forecasts/min
[2025-12-02T20:53:21.942627] [DEBUG] [REMOTE    ] SE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:21.943449] [DEBUG] [REMOTE    ] PANL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:21.943691] [DEBUG] [LOCAL     ] Loaded configuration for SE: 4 features, N/A% accuracy
[2025-12-02T20:53:21.943744] [INFO ] [LOCAL     ] SE: Loaded 4 optimal features with 70.88% confidence from JSON config
[2025-12-02T20:53:21.943775] [DEBUG] [MAG       ] Building data for symbol: SE with lookback: 0
[2025-12-02T20:53:21.944148] [DEBUG] [LOCAL     ] Loaded configuration for PANL: 6 features, N/A% accuracy
[2025-12-02T20:53:21.944204] [INFO ] [LOCAL     ] PANL: Loaded 6 optimal features with 45.75% confidence from JSON config
[2025-12-02T20:53:21.944235] [DEBUG] [MAG       ] Building data for symbol: PANL with lookback: 0
[2025-12-02T20:53:21.944545] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:21.944623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:21.945003] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:21.945064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:21.949265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:21.949720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:53:21.950744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:53:21.951015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:21.951489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:53:21.953383] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:21.954804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:53:21.956162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:53:21.956916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:53:21.959539] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:22.040353] [DEBUG] [MAG       ] OII: Last date is validated at 2025-12-02
[2025-12-02T20:53:22.144607] [DEBUG] [MAG       ] FITB: Last date is validated at 2025-12-02
[2025-12-02T20:53:22.204557] [DEBUG] [MAG       ] OII: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:22.280402] [DEBUG] [MAG       ] SE: Last date is validated at 2025-12-02
[2025-12-02T20:53:22.283197] [INFO ] [LOCAL     ] OII: Saved forecast.
[2025-12-02T20:53:22.283262] [INFO ] [main      ] OII: Signal=1 (Conf=80.0%), Magnitude=-2.44% (Conf=55.3659%)
[2025-12-02T20:53:22.283636] [INFO ] [main      ] Progress: 532/965 forecasts completed (55.1%). OII finished in 0.6s. ETA: 1m 12s. Rate: 363.02 forecasts/min
[2025-12-02T20:53:22.283756] [INFO ] [main      ] Fetching symbol history for HFRO...
[2025-12-02T20:53:22.283797] [DEBUG] [REMOTE    ] HFRO: Fetching historical data.
[2025-12-02T20:53:22.294772] [DEBUG] [REMOTE    ] HFRO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:22.295727] [DEBUG] [LOCAL     ] Loaded configuration for HFRO: 9 features, N/A% accuracy
[2025-12-02T20:53:22.295786] [INFO ] [LOCAL     ] HFRO: Loaded 9 optimal features with 53.71% confidence from JSON config
[2025-12-02T20:53:22.295817] [DEBUG] [MAG       ] Building data for symbol: HFRO with lookback: 0
[2025-12-02T20:53:22.296432] [DEBUG] [MAG       ] PANL: Last date is validated at 2025-12-02
[2025-12-02T20:53:22.296608] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:53:22.296670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:22.298336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:22.298886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:22.299263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:22.300126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:22.302429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:22.303352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:53:22.304547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:53:22.306420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:53:22.307437] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:22.326369] [DEBUG] [MAG       ] FITB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:22.407734] [INFO ] [LOCAL     ] FITB: Saved forecast.
[2025-12-02T20:53:22.407803] [INFO ] [main      ] FITB: Signal=1 (Conf=80.0%), Magnitude=-0.92% (Conf=54.106%)
[2025-12-02T20:53:22.408197] [INFO ] [main      ] Fetching symbol history for PBYI...
[2025-12-02T20:53:22.408246] [DEBUG] [REMOTE    ] PBYI: Fetching historical data.
[2025-12-02T20:53:22.408650] [INFO ] [main      ] Progress: 533/965 forecasts completed (55.2%). FITB finished in 0.6s. ETA: 1m 11s. Rate: 363.19 forecasts/min
[2025-12-02T20:53:22.420176] [DEBUG] [REMOTE    ] PBYI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:22.421230] [DEBUG] [LOCAL     ] Loaded configuration for PBYI: 9 features, N/A% accuracy
[2025-12-02T20:53:22.421285] [INFO ] [LOCAL     ] PBYI: Loaded 9 optimal features with 57.89% confidence from JSON config
[2025-12-02T20:53:22.421316] [DEBUG] [MAG       ] Building data for symbol: PBYI with lookback: 0
[2025-12-02T20:53:22.422206] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:53:22.422273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:22.423998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:22.424527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:22.424936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:53:22.444148] [DEBUG] [MAG       ] SE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:22.464263] [DEBUG] [MAG       ] PANL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:22.512345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:22.513065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:53:22.514148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:53:22.515877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:53:22.517291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:53:22.517978] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:22.532331] [INFO ] [LOCAL     ] PANL: Saved forecast.
[2025-12-02T20:53:22.532395] [INFO ] [main      ] PANL: Signal=1 (Conf=80.0%), Magnitude=-2.58% (Conf=45.7518%)
[2025-12-02T20:53:22.532777] [INFO ] [main      ] Fetching symbol history for LUNG...
[2025-12-02T20:53:22.532827] [DEBUG] [REMOTE    ] LUNG: Fetching historical data.
[2025-12-02T20:53:22.533371] [INFO ] [main      ] Progress: 534/965 forecasts completed (55.3%). PANL finished in 0.6s. ETA: 1m 11s. Rate: 363.35 forecasts/min
[2025-12-02T20:53:22.543838] [DEBUG] [REMOTE    ] LUNG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:22.544974] [DEBUG] [LOCAL     ] Loaded configuration for LUNG: 6 features, N/A% accuracy
[2025-12-02T20:53:22.545027] [INFO ] [LOCAL     ] LUNG: Loaded 6 optimal features with 54.10% confidence from JSON config
[2025-12-02T20:53:22.545057] [DEBUG] [MAG       ] Building data for symbol: LUNG with lookback: 0
[2025-12-02T20:53:22.545868] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:22.545929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:22.547599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:22.548112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:22.548531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:22.550958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:53:22.552927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:53:22.556765] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:22.575444] [INFO ] [LOCAL     ] SE: Saved forecast.
[2025-12-02T20:53:22.575510] [INFO ] [main      ] SE: Signal=1 (Conf=80.0%), Magnitude=1.67% (Conf=70.8826%)
[2025-12-02T20:53:22.575688] [INFO ] [main      ] Fetching symbol history for LLYVA...
[2025-12-02T20:53:22.575732] [DEBUG] [REMOTE    ] LLYVA: Fetching historical data.
[2025-12-02T20:53:22.577621] [INFO ] [main      ] Progress: 535/965 forecasts completed (55.4%). SE finished in 0.6s. ETA: 1m 11s. Rate: 363.85 forecasts/min
[2025-12-02T20:53:22.587487] [DEBUG] [REMOTE    ] LLYVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:22.588472] [DEBUG] [LOCAL     ] Loaded configuration for LLYVA: 6 features, N/A% accuracy
[2025-12-02T20:53:22.588523] [INFO ] [LOCAL     ] LLYVA: Loaded 6 optimal features with 60.22% confidence from JSON config
[2025-12-02T20:53:22.588553] [DEBUG] [MAG       ] Building data for symbol: LLYVA with lookback: 0
[2025-12-02T20:53:22.589357] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:22.589418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:22.591068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:22.591562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:22.591994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:22.593161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:53:22.595064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:53:22.595785] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:22.639614] [DEBUG] [MAG       ] HFRO: Last date is validated at 2025-12-02
[2025-12-02T20:53:22.805128] [DEBUG] [MAG       ] HFRO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:22.851361] [DEBUG] [MAG       ] PBYI: Last date is validated at 2025-12-02
[2025-12-02T20:53:22.868761] [INFO ] [LOCAL     ] HFRO: Saved forecast.
[2025-12-02T20:53:22.868830] [INFO ] [main      ] HFRO: Signal=1 (Conf=80.0%), Magnitude=1.61% (Conf=53.7088%)
[2025-12-02T20:53:22.869167] [INFO ] [main      ] Progress: 536/965 forecasts completed (55.5%). HFRO finished in 0.6s. ETA: 1m 11s. Rate: 363.33 forecasts/min
[2025-12-02T20:53:22.869287] [INFO ] [main      ] Fetching symbol history for CNTA...
[2025-12-02T20:53:22.869328] [DEBUG] [REMOTE    ] CNTA: Fetching historical data.
[2025-12-02T20:53:22.881335] [DEBUG] [REMOTE    ] CNTA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:22.882389] [DEBUG] [LOCAL     ] Loaded configuration for CNTA: 2 features, N/A% accuracy
[2025-12-02T20:53:22.882450] [INFO ] [LOCAL     ] CNTA: Loaded 2 optimal features with 47.55% confidence from JSON config
[2025-12-02T20:53:22.882480] [DEBUG] [MAG       ] Building data for symbol: CNTA with lookback: 0
[2025-12-02T20:53:22.883276] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:53:22.883332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:22.887975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:22.894351] [DEBUG] [MAG       ] LUNG: Last date is validated at 2025-12-02
[2025-12-02T20:53:22.924633] [DEBUG] [MAG       ] LLYVA: Last date is validated at 2025-12-02
[2025-12-02T20:53:22.935719] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:23.015809] [DEBUG] [MAG       ] PBYI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:23.062668] [DEBUG] [MAG       ] LUNG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:23.076776] [INFO ] [LOCAL     ] PBYI: Saved forecast.
[2025-12-02T20:53:23.076841] [INFO ] [main      ] PBYI: Signal=1 (Conf=80.0%), Magnitude=-1.63% (Conf=57.8853%)
[2025-12-02T20:53:23.077190] [INFO ] [main      ] Fetching symbol history for NRXP...
[2025-12-02T20:53:23.077238] [DEBUG] [REMOTE    ] NRXP: Fetching historical data.
[2025-12-02T20:53:23.077654] [INFO ] [main      ] Progress: 537/965 forecasts completed (55.6%). PBYI finished in 0.7s. ETA: 1m 11s. Rate: 363.15 forecasts/min
[2025-12-02T20:53:23.088837] [DEBUG] [REMOTE    ] NRXP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:23.088910] [DEBUG] [MAG       ] LLYVA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:23.089936] [DEBUG] [LOCAL     ] Loaded configuration for NRXP: 5 features, N/A% accuracy
[2025-12-02T20:53:23.089987] [INFO ] [LOCAL     ] NRXP: Loaded 5 optimal features with 47.58% confidence from JSON config
[2025-12-02T20:53:23.090017] [DEBUG] [MAG       ] Building data for symbol: NRXP with lookback: 0
[2025-12-02T20:53:23.090825] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:23.090883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:23.095514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:23.097244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:23.097729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:23.098136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:53:23.099284] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:23.131243] [INFO ] [LOCAL     ] LUNG: Saved forecast.
[2025-12-02T20:53:23.131308] [INFO ] [main      ] LUNG: Signal=1 (Conf=80.0%), Magnitude=5.61% (Conf=54.1042%)
[2025-12-02T20:53:23.131778] [INFO ] [main      ] Fetching symbol history for CVS...
[2025-12-02T20:53:23.131837] [DEBUG] [REMOTE    ] CVS: Fetching historical data.
[2025-12-02T20:53:23.132667] [INFO ] [main      ] Progress: 538/965 forecasts completed (55.8%). LUNG finished in 0.6s. ETA: 1m 10s. Rate: 363.61 forecasts/min
[2025-12-02T20:53:23.142209] [DEBUG] [REMOTE    ] CVS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:23.146176] [DEBUG] [LOCAL     ] Loaded configuration for CVS: 7 features, N/A% accuracy
[2025-12-02T20:53:23.146227] [INFO ] [LOCAL     ] CVS: Loaded 7 optimal features with 59.19% confidence from JSON config
[2025-12-02T20:53:23.146258] [DEBUG] [MAG       ] Building data for symbol: CVS with lookback: 0
[2025-12-02T20:53:23.147086] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:53:23.147146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:23.151874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:23.152863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:53:23.153502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:53:23.156155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:53:23.157683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:53:23.158393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:53:23.160354] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:23.184970] [INFO ] [LOCAL     ] LLYVA: Saved forecast.
[2025-12-02T20:53:23.185032] [INFO ] [main      ] LLYVA: Signal=1 (Conf=80.0%), Magnitude=-2.63% (Conf=60.2156%)
[2025-12-02T20:53:23.185191] [INFO ] [main      ] Fetching symbol history for BGC...
[2025-12-02T20:53:23.185234] [DEBUG] [REMOTE    ] BGC: Fetching historical data.
[2025-12-02T20:53:23.186705] [INFO ] [main      ] Progress: 539/965 forecasts completed (55.9%). LLYVA finished in 0.6s. ETA: 1m 10s. Rate: 364.06 forecasts/min
[2025-12-02T20:53:23.196438] [DEBUG] [REMOTE    ] BGC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:23.197432] [DEBUG] [LOCAL     ] Loaded configuration for BGC: 5 features, N/A% accuracy
[2025-12-02T20:53:23.197483] [INFO ] [LOCAL     ] BGC: Loaded 5 optimal features with 62.71% confidence from JSON config
[2025-12-02T20:53:23.197514] [DEBUG] [MAG       ] Building data for symbol: BGC with lookback: 0
[2025-12-02T20:53:23.198317] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:23.198376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:23.199082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:53:23.199661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:53:23.200684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:53:23.201352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:53:23.202031] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:23.266626] [DEBUG] [MAG       ] CNTA: Last date is validated at 2025-12-02
[2025-12-02T20:53:23.429777] [DEBUG] [MAG       ] NRXP: Last date is validated at 2025-12-02
[2025-12-02T20:53:23.430874] [DEBUG] [MAG       ] CNTA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:23.493138] [DEBUG] [MAG       ] CVS: Last date is validated at 2025-12-02
[2025-12-02T20:53:23.511835] [INFO ] [LOCAL     ] CNTA: Saved forecast.
[2025-12-02T20:53:23.511909] [INFO ] [main      ] CNTA: Signal=1 (Conf=80.0%), Magnitude=2.85% (Conf=47.5527%)
[2025-12-02T20:53:23.512235] [INFO ] [main      ] Fetching symbol history for NEON...
[2025-12-02T20:53:23.512283] [DEBUG] [REMOTE    ] NEON: Fetching historical data.
[2025-12-02T20:53:23.512647] [INFO ] [main      ] Progress: 540/965 forecasts completed (56.0%). CNTA finished in 0.6s. ETA: 1m 10s. Rate: 363.40 forecasts/min
[2025-12-02T20:53:23.523330] [DEBUG] [REMOTE    ] NEON: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:23.524545] [DEBUG] [LOCAL     ] Loaded configuration for NEON: 8 features, N/A% accuracy
[2025-12-02T20:53:23.524631] [INFO ] [LOCAL     ] NEON: Loaded 8 optimal features with 43.57% confidence from JSON config
[2025-12-02T20:53:23.524666] [DEBUG] [MAG       ] Building data for symbol: NEON with lookback: 0
[2025-12-02T20:53:23.525426] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:53:23.525485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:23.527303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:23.528181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:23.528563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:53:23.529625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:53:23.530659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:53:23.533078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:53:23.534185] [DEBUG] [MAG       ] BGC: Last date is validated at 2025-12-02
[2025-12-02T20:53:23.550761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:53:23.552337] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:23.598114] [DEBUG] [MAG       ] NRXP: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:23.661804] [INFO ] [LOCAL     ] NRXP: Saved forecast.
[2025-12-02T20:53:23.662052] [INFO ] [main      ] NRXP: Signal=1 (Conf=80.0%), Magnitude=-16.48% (Conf=47.5839%)
[2025-12-02T20:53:23.662407] [INFO ] [main      ] Fetching symbol history for CGTX...
[2025-12-02T20:53:23.662455] [DEBUG] [REMOTE    ] CGTX: Fetching historical data.
[2025-12-02T20:53:23.663659] [INFO ] [main      ] Progress: 541/965 forecasts completed (56.1%). NRXP finished in 0.6s. ETA: 1m 10s. Rate: 363.46 forecasts/min
[2025-12-02T20:53:23.664051] [DEBUG] [MAG       ] CVS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:23.674112] [DEBUG] [REMOTE    ] CGTX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:23.675149] [DEBUG] [LOCAL     ] Loaded configuration for CGTX: 5 features, N/A% accuracy
[2025-12-02T20:53:23.675199] [INFO ] [LOCAL     ] CGTX: Loaded 5 optimal features with 58.20% confidence from JSON config
[2025-12-02T20:53:23.675230] [DEBUG] [MAG       ] Building data for symbol: CGTX with lookback: 0
[2025-12-02T20:53:23.676003] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:23.676060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:23.677720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:23.678260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:23.678658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:23.680390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:23.701866] [DEBUG] [MAG       ] BGC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:23.728636] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:23.765057] [INFO ] [LOCAL     ] BGC: Saved forecast.
[2025-12-02T20:53:23.765135] [INFO ] [main      ] BGC: Signal=1 (Conf=80.0%), Magnitude=0.48% (Conf=62.708%)
[2025-12-02T20:53:23.765300] [INFO ] [main      ] Fetching symbol history for IQ...
[2025-12-02T20:53:23.765347] [DEBUG] [REMOTE    ] IQ: Fetching historical data.
[2025-12-02T20:53:23.766497] [INFO ] [main      ] Progress: 542/965 forecasts completed (56.2%). BGC finished in 0.6s. ETA: 1m 10s. Rate: 363.71 forecasts/min
[2025-12-02T20:53:23.771167] [INFO ] [LOCAL     ] CVS: Saved forecast.
[2025-12-02T20:53:23.771224] [INFO ] [main      ] CVS: Signal=1 (Conf=80.0%), Magnitude=-0.72% (Conf=59.1862%)
[2025-12-02T20:53:23.771510] [INFO ] [main      ] Fetching symbol history for FLUX...
[2025-12-02T20:53:23.771565] [DEBUG] [REMOTE    ] FLUX: Fetching historical data.
[2025-12-02T20:53:23.772382] [INFO ] [main      ] Progress: 543/965 forecasts completed (56.3%). CVS finished in 0.6s. ETA: 1m 9s. Rate: 364.36 forecasts/min
[2025-12-02T20:53:23.777421] [DEBUG] [REMOTE    ] IQ: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:23.778326] [DEBUG] [LOCAL     ] Loaded configuration for IQ: 3 features, N/A% accuracy
[2025-12-02T20:53:23.778379] [INFO ] [LOCAL     ] IQ: Loaded 3 optimal features with 43.46% confidence from JSON config
[2025-12-02T20:53:23.778411] [DEBUG] [MAG       ] Building data for symbol: IQ with lookback: 0
[2025-12-02T20:53:23.779235] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:53:23.779296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:23.782511] [DEBUG] [REMOTE    ] FLUX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:23.783253] [DEBUG] [LOCAL     ] Loaded configuration for FLUX: 5 features, N/A% accuracy
[2025-12-02T20:53:23.783302] [INFO ] [LOCAL     ] FLUX: Loaded 5 optimal features with 52.82% confidence from JSON config
[2025-12-02T20:53:23.783332] [DEBUG] [MAG       ] Building data for symbol: FLUX with lookback: 0
[2025-12-02T20:53:23.784001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:53:23.784090] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:23.784149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:23.786680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:53:23.788835] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:23.788854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:23.887196] [DEBUG] [MAG       ] NEON: Last date is validated at 2025-12-02
[2025-12-02T20:53:23.898658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:23.899907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:53:23.980130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:53:23.981022] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:24.052000] [DEBUG] [MAG       ] NEON: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:24.059174] [DEBUG] [MAG       ] CGTX: Last date is validated at 2025-12-02
[2025-12-02T20:53:24.120473] [DEBUG] [MAG       ] IQ: Last date is validated at 2025-12-02
[2025-12-02T20:53:24.160131] [INFO ] [LOCAL     ] NEON: Saved forecast.
[2025-12-02T20:53:24.160196] [INFO ] [main      ] NEON: Signal=1 (Conf=80.0%), Magnitude=16.18% (Conf=43.5654%)
[2025-12-02T20:53:24.160535] [INFO ] [main      ] Fetching symbol history for IOVA...
[2025-12-02T20:53:24.160599] [DEBUG] [REMOTE    ] IOVA: Fetching historical data.
[2025-12-02T20:53:24.160666] [INFO ] [main      ] Progress: 544/965 forecasts completed (56.4%). NEON finished in 0.6s. ETA: 1m 10s. Rate: 363.45 forecasts/min
[2025-12-02T20:53:24.171798] [DEBUG] [REMOTE    ] IOVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:24.172402] [DEBUG] [LOCAL     ] Loaded configuration for IOVA: 4 features, N/A% accuracy
[2025-12-02T20:53:24.172449] [INFO ] [LOCAL     ] IOVA: Loaded 4 optimal features with 46.07% confidence from JSON config
[2025-12-02T20:53:24.172479] [DEBUG] [MAG       ] Building data for symbol: IOVA with lookback: 0
[2025-12-02T20:53:24.173260] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:24.173319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:24.178143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:24.179870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:24.180354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:53:24.181332] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:24.225213] [DEBUG] [MAG       ] CGTX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:24.279246] [INFO ] [LOCAL     ] CGTX: Saved forecast.
[2025-12-02T20:53:24.279311] [INFO ] [main      ] CGTX: Signal=1 (Conf=80.0%), Magnitude=4.47% (Conf=58.1964%)
[2025-12-02T20:53:24.279690] [INFO ] [main      ] Fetching symbol history for BZUN...
[2025-12-02T20:53:24.279739] [DEBUG] [REMOTE    ] BZUN: Fetching historical data.
[2025-12-02T20:53:24.280648] [INFO ] [main      ] Progress: 545/965 forecasts completed (56.5%). CGTX finished in 0.6s. ETA: 1m 9s. Rate: 363.63 forecasts/min
[2025-12-02T20:53:24.285131] [DEBUG] [MAG       ] IQ: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:24.291178] [DEBUG] [REMOTE    ] BZUN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:24.292339] [DEBUG] [LOCAL     ] Loaded configuration for BZUN: 9 features, N/A% accuracy
[2025-12-02T20:53:24.292388] [INFO ] [LOCAL     ] BZUN: Loaded 9 optimal features with 51.18% confidence from JSON config
[2025-12-02T20:53:24.292419] [DEBUG] [MAG       ] Building data for symbol: BZUN with lookback: 0
[2025-12-02T20:53:24.293202] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:53:24.293264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:24.298012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:24.299826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:24.300289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:24.300689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:24.301391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:24.303638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:53:24.304405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:53:24.305791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:53:24.306976] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:24.330490] [DEBUG] [MAG       ] FLUX: Last date is validated at 2025-12-02
[2025-12-02T20:53:24.342018] [INFO ] [LOCAL     ] IQ: Saved forecast.
[2025-12-02T20:53:24.342082] [INFO ] [main      ] IQ: Signal=1 (Conf=80.0%), Magnitude=-3.01% (Conf=43.4578%)
[2025-12-02T20:53:24.342432] [INFO ] [main      ] Fetching symbol history for META...
[2025-12-02T20:53:24.342480] [DEBUG] [REMOTE    ] META: Fetching historical data.
[2025-12-02T20:53:24.342813] [INFO ] [main      ] Progress: 546/965 forecasts completed (56.6%). IQ finished in 0.6s. ETA: 1m 9s. Rate: 364.05 forecasts/min
[2025-12-02T20:53:24.353479] [DEBUG] [REMOTE    ] META: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:24.354502] [DEBUG] [LOCAL     ] Loaded configuration for META: 6 features, N/A% accuracy
[2025-12-02T20:53:24.354551] [INFO ] [LOCAL     ] META: Loaded 6 optimal features with 56.50% confidence from JSON config
[2025-12-02T20:53:24.354604] [DEBUG] [MAG       ] Building data for symbol: META with lookback: 0
[2025-12-02T20:53:24.355385] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:24.355444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:24.357084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:24.357590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:24.357974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:24.360360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:53:24.362317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:53:24.366196] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:24.505709] [DEBUG] [MAG       ] FLUX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:24.514331] [DEBUG] [MAG       ] IOVA: Last date is validated at 2025-12-02
[2025-12-02T20:53:24.570537] [INFO ] [LOCAL     ] FLUX: Saved forecast.
[2025-12-02T20:53:24.570619] [INFO ] [main      ] FLUX: Signal=1 (Conf=80.0%), Magnitude=16.91% (Conf=52.8219%)
[2025-12-02T20:53:24.570800] [INFO ] [main      ] Fetching symbol history for NBN...
[2025-12-02T20:53:24.570843] [DEBUG] [REMOTE    ] NBN: Fetching historical data.
[2025-12-02T20:53:24.571874] [INFO ] [main      ] Progress: 547/965 forecasts completed (56.7%). FLUX finished in 0.8s. ETA: 1m 9s. Rate: 363.79 forecasts/min
[2025-12-02T20:53:24.581204] [DEBUG] [REMOTE    ] NBN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:24.582081] [DEBUG] [LOCAL     ] Loaded configuration for NBN: 3 features, N/A% accuracy
[2025-12-02T20:53:24.582130] [INFO ] [LOCAL     ] NBN: Loaded 3 optimal features with 54.37% confidence from JSON config
[2025-12-02T20:53:24.582161] [DEBUG] [MAG       ] Building data for symbol: NBN with lookback: 0
[2025-12-02T20:53:24.582935] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:53:24.582992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:24.587652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:24.588633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:53:24.589741] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:24.644928] [DEBUG] [MAG       ] BZUN: Last date is validated at 2025-12-02
[2025-12-02T20:53:24.680511] [DEBUG] [MAG       ] IOVA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:24.700175] [DEBUG] [MAG       ] META: Last date is validated at 2025-12-02
[2025-12-02T20:53:24.747813] [INFO ] [LOCAL     ] IOVA: Saved forecast.
[2025-12-02T20:53:24.747879] [INFO ] [main      ] IOVA: Signal=1 (Conf=80.0%), Magnitude=-10.02% (Conf=46.0697%)
[2025-12-02T20:53:24.748229] [INFO ] [main      ] Fetching symbol history for CBSH...
[2025-12-02T20:53:24.748278] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-12-02T20:53:24.748691] [INFO ] [main      ] Progress: 548/965 forecasts completed (56.8%). IOVA finished in 0.6s. ETA: 1m 9s. Rate: 363.74 forecasts/min
[2025-12-02T20:53:24.760187] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:24.761367] [DEBUG] [LOCAL     ] Loaded configuration for CBSH: 7 features, N/A% accuracy
[2025-12-02T20:53:24.761424] [INFO ] [LOCAL     ] CBSH: Loaded 7 optimal features with 59.87% confidence from JSON config
[2025-12-02T20:53:24.761455] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 0
[2025-12-02T20:53:24.762242] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:53:24.762303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:24.766973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:24.768762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:24.769235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:24.769684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:24.814010] [DEBUG] [MAG       ] BZUN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:24.867776] [DEBUG] [MAG       ] META: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:24.879154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:24.918260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:53:24.918920] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:24.943295] [DEBUG] [MAG       ] NBN: Last date is validated at 2025-12-02
[2025-12-02T20:53:24.949984] [INFO ] [LOCAL     ] BZUN: Saved forecast.
[2025-12-02T20:53:24.950054] [INFO ] [main      ] BZUN: Signal=1 (Conf=80.0%), Magnitude=0.49% (Conf=51.1801%)
[2025-12-02T20:53:24.950483] [INFO ] [main      ] Fetching symbol history for FMB...
[2025-12-02T20:53:24.950533] [DEBUG] [REMOTE    ] FMB: Fetching historical data.
[2025-12-02T20:53:24.950652] [INFO ] [main      ] Progress: 549/965 forecasts completed (56.9%). BZUN finished in 0.7s. ETA: 1m 9s. Rate: 363.59 forecasts/min
[2025-12-02T20:53:24.962904] [DEBUG] [REMOTE    ] FMB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:24.964025] [DEBUG] [LOCAL     ] Loaded configuration for FMB: 10 features, N/A% accuracy
[2025-12-02T20:53:24.964075] [INFO ] [LOCAL     ] FMB: Loaded 10 optimal features with 49.40% confidence from JSON config
[2025-12-02T20:53:24.964105] [DEBUG] [MAG       ] Building data for symbol: FMB with lookback: 0
[2025-12-02T20:53:24.964916] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-02T20:53:24.964979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:24.969779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:24.972190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:53:24.974146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:53:24.976120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:53:24.980029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:24.981706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:24.982191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:53:24.983203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:53:24.985136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:53:24.988850] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:25.033888] [INFO ] [LOCAL     ] META: Saved forecast.
[2025-12-02T20:53:25.033955] [INFO ] [main      ] META: Signal=1 (Conf=80.0%), Magnitude=-0.44% (Conf=56.4978%)
[2025-12-02T20:53:25.034265] [INFO ] [main      ] Fetching symbol history for BPRN...
[2025-12-02T20:53:25.034315] [DEBUG] [REMOTE    ] BPRN: Fetching historical data.
[2025-12-02T20:53:25.035135] [INFO ] [main      ] Progress: 550/965 forecasts completed (57.0%). META finished in 0.7s. ETA: 1m 8s. Rate: 363.92 forecasts/min
[2025-12-02T20:53:25.044508] [DEBUG] [REMOTE    ] BPRN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:25.045424] [DEBUG] [LOCAL     ] Loaded configuration for BPRN: 5 features, N/A% accuracy
[2025-12-02T20:53:25.045474] [INFO ] [LOCAL     ] BPRN: Loaded 5 optimal features with 63.14% confidence from JSON config
[2025-12-02T20:53:25.045504] [DEBUG] [MAG       ] Building data for symbol: BPRN with lookback: 0
[2025-12-02T20:53:25.046404] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:25.046463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:25.047179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:25.049608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:25.094339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:53:25.097454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:53:25.098887] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:25.110058] [DEBUG] [MAG       ] NBN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:25.206390] [INFO ] [LOCAL     ] NBN: Saved forecast.
[2025-12-02T20:53:25.206462] [INFO ] [main      ] NBN: Signal=1 (Conf=80.0%), Magnitude=3.53% (Conf=54.3713%)
[2025-12-02T20:53:25.206803] [INFO ] [main      ] Fetching symbol history for USTB...
[2025-12-02T20:53:25.206860] [DEBUG] [REMOTE    ] USTB: Fetching historical data.
[2025-12-02T20:53:25.207662] [INFO ] [main      ] Progress: 551/965 forecasts completed (57.1%). NBN finished in 0.6s. ETA: 1m 8s. Rate: 363.89 forecasts/min
[2025-12-02T20:53:25.217356] [DEBUG] [REMOTE    ] USTB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:25.218439] [DEBUG] [LOCAL     ] Loaded configuration for USTB: 9 features, N/A% accuracy
[2025-12-02T20:53:25.218489] [INFO ] [LOCAL     ] USTB: Loaded 9 optimal features with 21.22% confidence from JSON config
[2025-12-02T20:53:25.218520] [DEBUG] [MAG       ] Building data for symbol: USTB with lookback: 0
[2025-12-02T20:53:25.219294] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:53:25.219355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:25.224123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:25.225867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:25.226319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:25.226761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:25.227139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:25.227894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:53:25.228507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:53:25.229180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:53:25.230265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:25.249317] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-12-02
[2025-12-02T20:53:25.325206] [DEBUG] [MAG       ] FMB: Last date is validated at 2025-12-02
[2025-12-02T20:53:25.417017] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:25.430926] [DEBUG] [MAG       ] BPRN: Last date is validated at 2025-12-02
[2025-12-02T20:53:25.492129] [DEBUG] [MAG       ] FMB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:25.513822] [INFO ] [LOCAL     ] CBSH: Saved forecast.
[2025-12-02T20:53:25.513891] [INFO ] [main      ] CBSH: Signal=1 (Conf=80.0%), Magnitude=-1.87% (Conf=59.8714%)
[2025-12-02T20:53:25.514058] [INFO ] [main      ] Fetching symbol history for RLMD...
[2025-12-02T20:53:25.514103] [DEBUG] [REMOTE    ] RLMD: Fetching historical data.
[2025-12-02T20:53:25.514955] [INFO ] [main      ] Progress: 552/965 forecasts completed (57.2%). CBSH finished in 0.8s. ETA: 1m 8s. Rate: 363.32 forecasts/min
[2025-12-02T20:53:25.526687] [DEBUG] [REMOTE    ] RLMD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:25.527837] [DEBUG] [LOCAL     ] Loaded configuration for RLMD: 8 features, N/A% accuracy
[2025-12-02T20:53:25.527892] [INFO ] [LOCAL     ] RLMD: Loaded 8 optimal features with 48.01% confidence from JSON config
[2025-12-02T20:53:25.527924] [DEBUG] [MAG       ] Building data for symbol: RLMD with lookback: 0
[2025-12-02T20:53:25.528852] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:53:25.528914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:25.530659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:25.531188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:25.566166] [DEBUG] [MAG       ] USTB: Last date is validated at 2025-12-02
[2025-12-02T20:53:25.570066] [INFO ] [LOCAL     ] FMB: Saved forecast.
[2025-12-02T20:53:25.570138] [INFO ] [main      ] FMB: Signal=1 (Conf=80.0%), Magnitude=-0.10% (Conf=49.4034%)
[2025-12-02T20:53:25.570474] [INFO ] [main      ] Fetching symbol history for BILL...
[2025-12-02T20:53:25.570522] [DEBUG] [REMOTE    ] BILL: Fetching historical data.
[2025-12-02T20:53:25.570675] [INFO ] [main      ] Progress: 553/965 forecasts completed (57.3%). FMB finished in 0.6s. ETA: 1m 8s. Rate: 363.75 forecasts/min
[2025-12-02T20:53:25.582723] [DEBUG] [REMOTE    ] BILL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:25.583633] [DEBUG] [LOCAL     ] Loaded configuration for BILL: 3 features, N/A% accuracy
[2025-12-02T20:53:25.583694] [INFO ] [LOCAL     ] BILL: Loaded 3 optimal features with 57.35% confidence from JSON config
[2025-12-02T20:53:25.583731] [DEBUG] [MAG       ] Building data for symbol: BILL with lookback: 0
[2025-12-02T20:53:25.584484] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:53:25.584542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:25.589248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:53:25.590570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:53:25.592889] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:25.618816] [DEBUG] [MAG       ] BPRN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:25.649913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:25.691924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:25.693087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:53:25.695286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:53:25.697781] [INFO ] [LOCAL     ] BPRN: Saved forecast.
[2025-12-02T20:53:25.697867] [INFO ] [main      ] BPRN: Signal=1 (Conf=80.0%), Magnitude=3.08% (Conf=63.1374%)
[2025-12-02T20:53:25.698184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:53:25.698263] [INFO ] [main      ] Fetching symbol history for BIRK...
[2025-12-02T20:53:25.698313] [DEBUG] [REMOTE    ] BIRK: Fetching historical data.
[2025-12-02T20:53:25.699054] [INFO ] [main      ] Progress: 554/965 forecasts completed (57.4%). BPRN finished in 0.7s. ETA: 1m 8s. Rate: 363.90 forecasts/min
[2025-12-02T20:53:25.698965] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:25.709256] [DEBUG] [REMOTE    ] BIRK: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:25.710441] [DEBUG] [LOCAL     ] Loaded configuration for BIRK: 8 features, N/A% accuracy
[2025-12-02T20:53:25.710497] [INFO ] [LOCAL     ] BIRK: Loaded 8 optimal features with 46.93% confidence from JSON config
[2025-12-02T20:53:25.710529] [DEBUG] [MAG       ] Building data for symbol: BIRK with lookback: 0
[2025-12-02T20:53:25.711341] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:53:25.711402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:25.713110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:25.713652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:25.714126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:25.714526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:25.733755] [DEBUG] [MAG       ] USTB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:25.792594] [INFO ] [LOCAL     ] USTB: Saved forecast.
[2025-12-02T20:53:25.792660] [INFO ] [main      ] USTB: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=21.2196%)
[2025-12-02T20:53:25.792822] [INFO ] [main      ] Fetching symbol history for BHK...
[2025-12-02T20:53:25.792864] [DEBUG] [REMOTE    ] BHK: Fetching historical data.
[2025-12-02T20:53:25.793883] [INFO ] [main      ] Progress: 555/965 forecasts completed (57.5%). USTB finished in 0.6s. ETA: 1m 8s. Rate: 364.18 forecasts/min
[2025-12-02T20:53:25.803215] [DEBUG] [REMOTE    ] BHK: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:25.804078] [DEBUG] [LOCAL     ] Loaded configuration for BHK: 5 features, N/A% accuracy
[2025-12-02T20:53:25.804128] [INFO ] [LOCAL     ] BHK: Loaded 5 optimal features with 43.11% confidence from JSON config
[2025-12-02T20:53:25.804161] [DEBUG] [MAG       ] Building data for symbol: BHK with lookback: 0
[2025-12-02T20:53:25.804931] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:25.804988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:25.806997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:25.807479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:25.807951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:53:25.808663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:53:25.809790] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:25.822505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:25.860843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:53:25.861624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:53:25.862292] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:25.934265] [DEBUG] [MAG       ] BILL: Last date is validated at 2025-12-02
[2025-12-02T20:53:26.052060] [DEBUG] [MAG       ] RLMD: Last date is validated at 2025-12-02
[2025-12-02T20:53:26.099547] [DEBUG] [MAG       ] BILL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:26.142647] [DEBUG] [MAG       ] BHK: Last date is validated at 2025-12-02
[2025-12-02T20:53:26.196838] [DEBUG] [MAG       ] BIRK: Last date is validated at 2025-12-02
[2025-12-02T20:53:26.221068] [INFO ] [LOCAL     ] BILL: Saved forecast.
[2025-12-02T20:53:26.221131] [INFO ] [main      ] BILL: Signal=1 (Conf=80.0%), Magnitude=0.52% (Conf=57.352%)
[2025-12-02T20:53:26.221466] [INFO ] [main      ] Fetching symbol history for SIMO...
[2025-12-02T20:53:26.221514] [DEBUG] [REMOTE    ] SIMO: Fetching historical data.
[2025-12-02T20:53:26.221651] [INFO ] [main      ] Progress: 556/965 forecasts completed (57.6%). BILL finished in 0.7s. ETA: 1m 8s. Rate: 363.14 forecasts/min
[2025-12-02T20:53:26.224680] [DEBUG] [MAG       ] RLMD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:26.233348] [DEBUG] [REMOTE    ] SIMO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:26.234451] [DEBUG] [LOCAL     ] Loaded configuration for SIMO: 2 features, N/A% accuracy
[2025-12-02T20:53:26.234502] [INFO ] [LOCAL     ] SIMO: Loaded 2 optimal features with 58.45% confidence from JSON config
[2025-12-02T20:53:26.234532] [DEBUG] [MAG       ] Building data for symbol: SIMO with lookback: 0
[2025-12-02T20:53:26.235385] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:53:26.235442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:26.240205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:26.241993] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:26.292666] [INFO ] [LOCAL     ] RLMD: Saved forecast.
[2025-12-02T20:53:26.292755] [INFO ] [main      ] RLMD: Signal=1 (Conf=80.0%), Magnitude=0.28% (Conf=48.0112%)
[2025-12-02T20:53:26.292926] [INFO ] [main      ] Fetching symbol history for NTES...
[2025-12-02T20:53:26.292969] [DEBUG] [REMOTE    ] NTES: Fetching historical data.
[2025-12-02T20:53:26.294764] [INFO ] [main      ] Progress: 557/965 forecasts completed (57.7%). RLMD finished in 0.8s. ETA: 1m 7s. Rate: 363.50 forecasts/min
[2025-12-02T20:53:26.305770] [DEBUG] [REMOTE    ] NTES: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:26.306952] [DEBUG] [LOCAL     ] Loaded configuration for NTES: 5 features, N/A% accuracy
[2025-12-02T20:53:26.307008] [INFO ] [LOCAL     ] NTES: Loaded 5 optimal features with 57.18% confidence from JSON config
[2025-12-02T20:53:26.307038] [DEBUG] [MAG       ] Building data for symbol: NTES with lookback: 0
[2025-12-02T20:53:26.307849] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:26.307908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:26.309449] [DEBUG] [MAG       ] BHK: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:26.313191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:26.315044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:26.315535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:26.315948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:53:26.364184] [INFO ] [LOCAL     ] BHK: Saved forecast.
[2025-12-02T20:53:26.364246] [INFO ] [main      ] BHK: Signal=1 (Conf=80.0%), Magnitude=-0.45% (Conf=43.1062%)
[2025-12-02T20:53:26.364403] [INFO ] [main      ] Fetching symbol history for NMIH...
[2025-12-02T20:53:26.364444] [DEBUG] [REMOTE    ] NMIH: Fetching historical data.
[2025-12-02T20:53:26.365122] [DEBUG] [MAG       ] BIRK: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:26.365186] [INFO ] [main      ] Progress: 558/965 forecasts completed (57.8%). BHK finished in 0.6s. ETA: 1m 7s. Rate: 363.87 forecasts/min
[2025-12-02T20:53:26.375613] [DEBUG] [REMOTE    ] NMIH: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:26.376428] [DEBUG] [LOCAL     ] Loaded configuration for NMIH: 4 features, N/A% accuracy
[2025-12-02T20:53:26.376476] [INFO ] [LOCAL     ] NMIH: Loaded 4 optimal features with 56.66% confidence from JSON config
[2025-12-02T20:53:26.376506] [DEBUG] [MAG       ] Building data for symbol: NMIH with lookback: 0
[2025-12-02T20:53:26.377265] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:26.377323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:26.378995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:26.379474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:26.380417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:53:26.381503] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:26.398163] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:26.456043] [INFO ] [LOCAL     ] BIRK: Saved forecast.
[2025-12-02T20:53:26.456110] [INFO ] [main      ] BIRK: Signal=1 (Conf=80.0%), Magnitude=-0.04% (Conf=46.9259%)
[2025-12-02T20:53:26.456447] [INFO ] [main      ] Fetching symbol history for MIND...
[2025-12-02T20:53:26.456495] [DEBUG] [REMOTE    ] MIND: Fetching historical data.
[2025-12-02T20:53:26.456656] [INFO ] [main      ] Progress: 559/965 forecasts completed (57.9%). BIRK finished in 0.8s. ETA: 1m 7s. Rate: 364.16 forecasts/min
[2025-12-02T20:53:26.467155] [DEBUG] [REMOTE    ] MIND: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:26.468309] [DEBUG] [LOCAL     ] Loaded configuration for MIND: 6 features, N/A% accuracy
[2025-12-02T20:53:26.468368] [INFO ] [LOCAL     ] MIND: Loaded 6 optimal features with 45.43% confidence from JSON config
[2025-12-02T20:53:26.468400] [DEBUG] [MAG       ] Building data for symbol: MIND with lookback: 0
[2025-12-02T20:53:26.469297] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:26.469362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:26.471142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:26.471693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:26.472091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:53:26.475201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:53:26.475916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:53:26.476697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:26.584337] [DEBUG] [MAG       ] SIMO: Last date is validated at 2025-12-02
[2025-12-02T20:53:26.714839] [DEBUG] [MAG       ] NMIH: Last date is validated at 2025-12-02
[2025-12-02T20:53:26.749933] [DEBUG] [MAG       ] NTES: Last date is validated at 2025-12-02
[2025-12-02T20:53:26.762298] [DEBUG] [MAG       ] SIMO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:26.814488] [DEBUG] [MAG       ] MIND: Last date is validated at 2025-12-02
[2025-12-02T20:53:26.868173] [INFO ] [LOCAL     ] SIMO: Saved forecast.
[2025-12-02T20:53:26.868241] [INFO ] [main      ] SIMO: Signal=1 (Conf=80.0%), Magnitude=-2.02% (Conf=58.4542%)
[2025-12-02T20:53:26.868711] [INFO ] [main      ] Fetching symbol history for RING...
[2025-12-02T20:53:26.868762] [DEBUG] [REMOTE    ] RING: Fetching historical data.
[2025-12-02T20:53:26.869654] [INFO ] [main      ] Progress: 560/965 forecasts completed (58.0%). SIMO finished in 0.6s. ETA: 1m 7s. Rate: 363.19 forecasts/min
[2025-12-02T20:53:26.879767] [DEBUG] [MAG       ] NMIH: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:26.880458] [DEBUG] [REMOTE    ] RING: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:26.881343] [DEBUG] [LOCAL     ] Loaded configuration for RING: 0 features, N/A% accuracy
[2025-12-02T20:53:26.881395] [INFO ] [LOCAL     ] RING: Loaded 0 optimal features with 58.79% confidence from JSON config
[2025-12-02T20:53:26.881425] [DEBUG] [MAG       ] Building data for symbol: RING with lookback: 0
[2025-12-02T20:53:26.882240] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-02T20:53:26.915407] [DEBUG] [MAG       ] NTES: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:26.952306] [INFO ] [LOCAL     ] NMIH: Saved forecast.
[2025-12-02T20:53:26.952370] [INFO ] [main      ] NMIH: Signal=1 (Conf=80.0%), Magnitude=0.42% (Conf=56.6574%)
[2025-12-02T20:53:26.952692] [INFO ] [main      ] Fetching symbol history for USOY...
[2025-12-02T20:53:26.952744] [DEBUG] [REMOTE    ] USOY: Fetching historical data.
[2025-12-02T20:53:26.953533] [INFO ] [main      ] Progress: 561/965 forecasts completed (58.1%). NMIH finished in 0.6s. ETA: 1m 7s. Rate: 363.51 forecasts/min
[2025-12-02T20:53:26.963445] [DEBUG] [REMOTE    ] USOY: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:26.964253] [DEBUG] [LOCAL     ] Loaded configuration for USOY: 3 features, N/A% accuracy
[2025-12-02T20:53:26.964303] [INFO ] [LOCAL     ] USOY: Loaded 3 optimal features with 61.15% confidence from JSON config
[2025-12-02T20:53:26.964333] [DEBUG] [MAG       ] Building data for symbol: USOY with lookback: 0
[2025-12-02T20:53:26.965086] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:53:26.965153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:26.965856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:26.968161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:53:26.970166] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:26.987395] [DEBUG] [MAG       ] MIND: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:27.027672] [INFO ] [LOCAL     ] NTES: Saved forecast.
[2025-12-02T20:53:27.027739] [INFO ] [main      ] NTES: Signal=1 (Conf=80.0%), Magnitude=-1.26% (Conf=57.1828%)
[2025-12-02T20:53:27.028099] [INFO ] [main      ] Fetching symbol history for FPXI...
[2025-12-02T20:53:27.028148] [DEBUG] [REMOTE    ] FPXI: Fetching historical data.
[2025-12-02T20:53:27.028650] [INFO ] [main      ] Progress: 562/965 forecasts completed (58.2%). NTES finished in 0.7s. ETA: 1m 6s. Rate: 363.86 forecasts/min
[2025-12-02T20:53:27.038724] [DEBUG] [REMOTE    ] FPXI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:27.039618] [DEBUG] [LOCAL     ] Loaded configuration for FPXI: 7 features, N/A% accuracy
[2025-12-02T20:53:27.039670] [INFO ] [LOCAL     ] FPXI: Loaded 7 optimal features with 55.66% confidence from JSON config
[2025-12-02T20:53:27.039702] [DEBUG] [MAG       ] Building data for symbol: FPXI with lookback: 0
[2025-12-02T20:53:27.040454] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:53:27.040524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:27.042243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:27.042783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:27.043540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:27.064025] [INFO ] [LOCAL     ] MIND: Saved forecast.
[2025-12-02T20:53:27.064090] [INFO ] [main      ] MIND: Signal=1 (Conf=80.0%), Magnitude=2.17% (Conf=45.4262%)
[2025-12-02T20:53:27.064466] [INFO ] [main      ] Progress: 563/965 forecasts completed (58.3%). MIND finished in 0.6s. ETA: 1m 6s. Rate: 364.36 forecasts/min
[2025-12-02T20:53:27.064605] [INFO ] [main      ] Fetching symbol history for CDL...
[2025-12-02T20:53:27.064649] [DEBUG] [REMOTE    ] CDL: Fetching historical data.
[2025-12-02T20:53:27.075461] [DEBUG] [REMOTE    ] CDL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:27.076330] [DEBUG] [LOCAL     ] Loaded configuration for CDL: 1 features, N/A% accuracy
[2025-12-02T20:53:27.076381] [INFO ] [LOCAL     ] CDL: Loaded 1 optimal features with 55.90% confidence from JSON config
[2025-12-02T20:53:27.076414] [DEBUG] [MAG       ] Building data for symbol: CDL with lookback: 0
[2025-12-02T20:53:27.077270] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:53:27.077328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:27.079050] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:27.151509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:53:27.152874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:53:27.153963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:53:27.155888] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:27.262025] [DEBUG] [MAG       ] RING: Last date is validated at 2025-12-02
[2025-12-02T20:53:27.308822] [DEBUG] [MAG       ] USOY: Last date is validated at 2025-12-02
[2025-12-02T20:53:27.430271] [DEBUG] [MAG       ] CDL: Last date is validated at 2025-12-02
[2025-12-02T20:53:27.437256] [DEBUG] [MAG       ] RING: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:27.477737] [DEBUG] [MAG       ] USOY: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:27.491469] [DEBUG] [MAG       ] FPXI: Last date is validated at 2025-12-02
[2025-12-02T20:53:27.529369] [INFO ] [LOCAL     ] RING: Saved forecast.
[2025-12-02T20:53:27.529447] [INFO ] [main      ] RING: Signal=1 (Conf=80.0%), Magnitude=2.85% (Conf=58.7901%)
[2025-12-02T20:53:27.529907] [INFO ] [main      ] Fetching symbol history for NTAP...
[2025-12-02T20:53:27.529960] [DEBUG] [REMOTE    ] NTAP: Fetching historical data.
[2025-12-02T20:53:27.530657] [INFO ] [main      ] Progress: 564/965 forecasts completed (58.4%). RING finished in 0.7s. ETA: 1m 6s. Rate: 363.19 forecasts/min
[2025-12-02T20:53:27.538879] [INFO ] [LOCAL     ] USOY: Saved forecast.
[2025-12-02T20:53:27.538948] [INFO ] [main      ] USOY: Signal=1 (Conf=80.0%), Magnitude=0.48% (Conf=61.1474%)
[2025-12-02T20:53:27.539109] [INFO ] [main      ] Fetching symbol history for ASGI...
[2025-12-02T20:53:27.539149] [DEBUG] [REMOTE    ] ASGI: Fetching historical data.
[2025-12-02T20:53:27.541649] [INFO ] [main      ] Progress: 565/965 forecasts completed (58.5%). USOY finished in 0.6s. ETA: 1m 6s. Rate: 363.79 forecasts/min
[2025-12-02T20:53:27.543436] [DEBUG] [REMOTE    ] NTAP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:27.544436] [DEBUG] [LOCAL     ] Loaded configuration for NTAP: 5 features, N/A% accuracy
[2025-12-02T20:53:27.544489] [INFO ] [LOCAL     ] NTAP: Loaded 5 optimal features with 65.80% confidence from JSON config
[2025-12-02T20:53:27.544519] [DEBUG] [MAG       ] Building data for symbol: NTAP with lookback: 0
[2025-12-02T20:53:27.545294] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:27.545363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:27.550121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:27.551810] [DEBUG] [REMOTE    ] ASGI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:27.552648] [DEBUG] [LOCAL     ] Loaded configuration for ASGI: 6 features, N/A% accuracy
[2025-12-02T20:53:27.552698] [INFO ] [LOCAL     ] ASGI: Loaded 6 optimal features with 55.43% confidence from JSON config
[2025-12-02T20:53:27.552728] [DEBUG] [MAG       ] Building data for symbol: ASGI with lookback: 0
[2025-12-02T20:53:27.553467] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:27.553526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:27.558654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:27.559588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:27.561991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:53:27.563923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:53:27.564538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:53:27.568333] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:27.609019] [DEBUG] [MAG       ] CDL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:27.660898] [DEBUG] [MAG       ] FPXI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:27.664484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:27.665903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:53:27.666540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:53:27.668591] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:27.680722] [INFO ] [LOCAL     ] CDL: Saved forecast.
[2025-12-02T20:53:27.680797] [INFO ] [main      ] CDL: Signal=1 (Conf=80.0%), Magnitude=0.61% (Conf=55.8982%)
[2025-12-02T20:53:27.681124] [INFO ] [main      ] Fetching symbol history for TARK...
[2025-12-02T20:53:27.681174] [DEBUG] [REMOTE    ] TARK: Fetching historical data.
[2025-12-02T20:53:27.682103] [INFO ] [main      ] Progress: 566/965 forecasts completed (58.7%). CDL finished in 0.6s. ETA: 1m 6s. Rate: 363.88 forecasts/min
[2025-12-02T20:53:27.692479] [DEBUG] [REMOTE    ] TARK: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:27.693482] [DEBUG] [LOCAL     ] Loaded configuration for TARK: 2 features, N/A% accuracy
[2025-12-02T20:53:27.693532] [INFO ] [LOCAL     ] TARK: Loaded 2 optimal features with 58.33% confidence from JSON config
[2025-12-02T20:53:27.693565] [DEBUG] [MAG       ] Building data for symbol: TARK with lookback: 0
[2025-12-02T20:53:27.694451] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:53:27.694511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:27.699431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:53:27.703838] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:27.739397] [INFO ] [LOCAL     ] FPXI: Saved forecast.
[2025-12-02T20:53:27.739462] [INFO ] [main      ] FPXI: Signal=1 (Conf=80.0%), Magnitude=-0.29% (Conf=55.6561%)
[2025-12-02T20:53:27.739636] [INFO ] [main      ] Fetching symbol history for ONL...
[2025-12-02T20:53:27.739679] [DEBUG] [REMOTE    ] ONL: Fetching historical data.
[2025-12-02T20:53:27.739869] [INFO ] [main      ] Progress: 567/965 forecasts completed (58.8%). FPXI finished in 0.7s. ETA: 1m 6s. Rate: 364.30 forecasts/min
[2025-12-02T20:53:27.751011] [DEBUG] [REMOTE    ] ONL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:27.751768] [DEBUG] [LOCAL     ] Loaded configuration for ONL: 8 features, N/A% accuracy
[2025-12-02T20:53:27.751823] [INFO ] [LOCAL     ] ONL: Loaded 8 optimal features with 56.95% confidence from JSON config
[2025-12-02T20:53:27.751854] [DEBUG] [MAG       ] Building data for symbol: ONL with lookback: 0
[2025-12-02T20:53:27.752629] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:53:27.752691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:27.757379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:27.759184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:27.759672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:27.760081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:27.760916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:53:27.762093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:53:27.763960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:53:27.767784] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:27.904468] [DEBUG] [MAG       ] ASGI: Last date is validated at 2025-12-02
[2025-12-02T20:53:28.018932] [DEBUG] [MAG       ] NTAP: Last date is validated at 2025-12-02
[2025-12-02T20:53:28.052481] [DEBUG] [MAG       ] TARK: Last date is validated at 2025-12-02
[2025-12-02T20:53:28.070286] [DEBUG] [MAG       ] ASGI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:28.103262] [DEBUG] [MAG       ] ONL: Last date is validated at 2025-12-02
[2025-12-02T20:53:28.138526] [INFO ] [LOCAL     ] ASGI: Saved forecast.
[2025-12-02T20:53:28.138607] [INFO ] [main      ] ASGI: Signal=1 (Conf=80.0%), Magnitude=0.62% (Conf=55.4339%)
[2025-12-02T20:53:28.138952] [INFO ] [main      ] Fetching symbol history for UFO...
[2025-12-02T20:53:28.138999] [DEBUG] [REMOTE    ] UFO: Fetching historical data.
[2025-12-02T20:53:28.139665] [INFO ] [main      ] Progress: 568/965 forecasts completed (58.9%). ASGI finished in 0.6s. ETA: 1m 6s. Rate: 363.39 forecasts/min
[2025-12-02T20:53:28.151100] [DEBUG] [REMOTE    ] UFO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:28.151887] [DEBUG] [LOCAL     ] Loaded configuration for UFO: 6 features, N/A% accuracy
[2025-12-02T20:53:28.151941] [INFO ] [LOCAL     ] UFO: Loaded 6 optimal features with 46.40% confidence from JSON config
[2025-12-02T20:53:28.151972] [DEBUG] [MAG       ] Building data for symbol: UFO with lookback: 0
[2025-12-02T20:53:28.152740] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:28.152798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:28.154424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:28.154926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:28.155341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:28.155732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:53:28.156935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:53:28.159641] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:28.193793] [DEBUG] [MAG       ] NTAP: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:28.224222] [DEBUG] [MAG       ] TARK: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:28.268456] [DEBUG] [MAG       ] ONL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:28.320378] [INFO ] [LOCAL     ] NTAP: Saved forecast.
[2025-12-02T20:53:28.320443] [INFO ] [main      ] NTAP: Signal=1 (Conf=80.0%), Magnitude=1.48% (Conf=65.8018%)
[2025-12-02T20:53:28.320831] [INFO ] [main      ] Fetching symbol history for HIMX...
[2025-12-02T20:53:28.320880] [DEBUG] [REMOTE    ] HIMX: Fetching historical data.
[2025-12-02T20:53:28.321446] [INFO ] [main      ] Progress: 569/965 forecasts completed (59.0%). NTAP finished in 0.8s. ETA: 1m 5s. Rate: 363.32 forecasts/min
[2025-12-02T20:53:28.324363] [INFO ] [LOCAL     ] TARK: Saved forecast.
[2025-12-02T20:53:28.324420] [INFO ] [main      ] TARK: Signal=1 (Conf=80.0%), Magnitude=-6.54% (Conf=58.3332%)
[2025-12-02T20:53:28.324723] [INFO ] [main      ] Fetching symbol history for AVGO...
[2025-12-02T20:53:28.324771] [DEBUG] [REMOTE    ] AVGO: Fetching historical data.
[2025-12-02T20:53:28.325941] [INFO ] [main      ] Progress: 570/965 forecasts completed (59.1%). TARK finished in 0.6s. ETA: 1m 5s. Rate: 363.94 forecasts/min
[2025-12-02T20:53:28.332027] [DEBUG] [REMOTE    ] HIMX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:28.332631] [INFO ] [LOCAL     ] ONL: Saved forecast.
[2025-12-02T20:53:28.332695] [INFO ] [main      ] ONL: Signal=1 (Conf=80.0%), Magnitude=-6.06% (Conf=56.9528%)
[2025-12-02T20:53:28.332854] [INFO ] [main      ] Fetching symbol history for ADSK...
[2025-12-02T20:53:28.332896] [DEBUG] [REMOTE    ] ADSK: Fetching historical data.
[2025-12-02T20:53:28.333142] [DEBUG] [LOCAL     ] Loaded configuration for HIMX: 1 features, N/A% accuracy
[2025-12-02T20:53:28.333197] [INFO ] [LOCAL     ] HIMX: Loaded 1 optimal features with 58.43% confidence from JSON config
[2025-12-02T20:53:28.333228] [DEBUG] [MAG       ] Building data for symbol: HIMX with lookback: 0
[2025-12-02T20:53:28.334026] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:53:28.334082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:53:28.334028] [INFO ] [main      ] Progress: 571/965 forecasts completed (59.2%). ONL finished in 0.6s. ETA: 1m 5s. Rate: 364.55 forecasts/min
[2025-12-02T20:53:28.334759] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:28.336548] [DEBUG] [REMOTE    ] AVGO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:28.337369] [DEBUG] [LOCAL     ] Loaded configuration for AVGO: 2 features, N/A% accuracy
[2025-12-02T20:53:28.337417] [INFO ] [LOCAL     ] AVGO: Loaded 2 optimal features with 51.45% confidence from JSON config
[2025-12-02T20:53:28.337446] [DEBUG] [MAG       ] Building data for symbol: AVGO with lookback: 0
[2025-12-02T20:53:28.338258] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:53:28.338316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:28.339996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:28.340507] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:28.343978] [DEBUG] [REMOTE    ] ADSK: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:28.344904] [DEBUG] [LOCAL     ] Loaded configuration for ADSK: 8 features, N/A% accuracy
[2025-12-02T20:53:28.344956] [INFO ] [LOCAL     ] ADSK: Loaded 8 optimal features with 57.90% confidence from JSON config
[2025-12-02T20:53:28.344987] [DEBUG] [MAG       ] Building data for symbol: ADSK with lookback: 0
[2025-12-02T20:53:28.345761] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:53:28.345822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:28.350469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:28.352204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:28.352696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:28.353089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:28.353811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:28.356004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:53:28.358602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:53:28.360133] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:28.492248] [DEBUG] [MAG       ] UFO: Last date is validated at 2025-12-02
[2025-12-02T20:53:28.669960] [DEBUG] [MAG       ] UFO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:28.681043] [DEBUG] [MAG       ] HIMX: Last date is validated at 2025-12-02
[2025-12-02T20:53:28.685719] [DEBUG] [MAG       ] AVGO: Last date is validated at 2025-12-02
[2025-12-02T20:53:28.689114] [DEBUG] [MAG       ] ADSK: Last date is validated at 2025-12-02
[2025-12-02T20:53:28.747236] [INFO ] [LOCAL     ] UFO: Saved forecast.
[2025-12-02T20:53:28.747299] [INFO ] [main      ] UFO: Signal=1 (Conf=80.0%), Magnitude=-2.51% (Conf=46.3983%)
[2025-12-02T20:53:28.747459] [INFO ] [main      ] Fetching symbol history for ARKO...
[2025-12-02T20:53:28.747501] [DEBUG] [REMOTE    ] ARKO: Fetching historical data.
[2025-12-02T20:53:28.748663] [INFO ] [main      ] Progress: 572/965 forecasts completed (59.3%). UFO finished in 0.6s. ETA: 1m 5s. Rate: 363.58 forecasts/min
[2025-12-02T20:53:28.760949] [DEBUG] [REMOTE    ] ARKO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:28.761866] [DEBUG] [LOCAL     ] Loaded configuration for ARKO: 5 features, N/A% accuracy
[2025-12-02T20:53:28.761921] [INFO ] [LOCAL     ] ARKO: Loaded 5 optimal features with 60.72% confidence from JSON config
[2025-12-02T20:53:28.761952] [DEBUG] [MAG       ] Building data for symbol: ARKO with lookback: 0
[2025-12-02T20:53:28.762734] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:28.762792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:28.767448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:28.769203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:28.769692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:28.770139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:28.770512] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:28.852206] [DEBUG] [MAG       ] ADSK: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:28.855536] [DEBUG] [MAG       ] AVGO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:28.857122] [DEBUG] [MAG       ] HIMX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:28.937901] [INFO ] [LOCAL     ] HIMX: Saved forecast.
[2025-12-02T20:53:28.937966] [INFO ] [main      ] HIMX: Signal=1 (Conf=80.0%), Magnitude=0.74% (Conf=58.4323%)
[2025-12-02T20:53:28.938149] [INFO ] [main      ] Fetching symbol history for NSP...
[2025-12-02T20:53:28.938191] [DEBUG] [REMOTE    ] NSP: Fetching historical data.
[2025-12-02T20:53:28.940411] [INFO ] [main      ] Progress: 573/965 forecasts completed (59.4%). HIMX finished in 0.6s. ETA: 1m 5s. Rate: 363.48 forecasts/min
[2025-12-02T20:53:28.951550] [DEBUG] [REMOTE    ] NSP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:28.952745] [DEBUG] [LOCAL     ] Loaded configuration for NSP: 9 features, N/A% accuracy
[2025-12-02T20:53:28.952797] [INFO ] [LOCAL     ] NSP: Loaded 9 optimal features with 52.85% confidence from JSON config
[2025-12-02T20:53:28.952828] [DEBUG] [MAG       ] Building data for symbol: NSP with lookback: 0
[2025-12-02T20:53:28.953620] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:53:28.953680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:28.958311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:28.960034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:28.960499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:28.960895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:28.961613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:28.988972] [INFO ] [LOCAL     ] ADSK: Saved forecast.
[2025-12-02T20:53:28.989042] [INFO ] [main      ] ADSK: Signal=1 (Conf=80.0%), Magnitude=0.44% (Conf=57.9042%)
[2025-12-02T20:53:28.989216] [INFO ] [main      ] Fetching symbol history for CHY...
[2025-12-02T20:53:28.989260] [DEBUG] [REMOTE    ] CHY: Fetching historical data.
[2025-12-02T20:53:28.989888] [INFO ] [main      ] Progress: 574/965 forecasts completed (59.5%). ADSK finished in 0.7s. ETA: 1m 4s. Rate: 363.93 forecasts/min
[2025-12-02T20:53:28.999709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:53:29.000554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:53:29.001666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:53:29.002213] [DEBUG] [REMOTE    ] CHY: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:29.003374] [DEBUG] [LOCAL     ] Loaded configuration for CHY: 7 features, N/A% accuracy
[2025-12-02T20:53:29.003425] [INFO ] [LOCAL     ] CHY: Loaded 7 optimal features with 42.27% confidence from JSON config
[2025-12-02T20:53:29.003456] [DEBUG] [MAG       ] Building data for symbol: CHY with lookback: 0
[2025-12-02T20:53:29.004266] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:53:29.004329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:29.006109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:29.006661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:53:29.007812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:53:29.008267] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:29.009567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:53:29.010501] [INFO ] [LOCAL     ] AVGO: Saved forecast.
[2025-12-02T20:53:29.010584] [INFO ] [main      ] AVGO: Signal=1 (Conf=80.0%), Magnitude=-0.68% (Conf=51.4502%)
[2025-12-02T20:53:29.010772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:53:29.010928] [INFO ] [main      ] Progress: 575/965 forecasts completed (59.6%). AVGO finished in 0.7s. ETA: 1m 4s. Rate: 364.48 forecasts/min
[2025-12-02T20:53:29.011046] [INFO ] [main      ] Fetching symbol history for UEIC...
[2025-12-02T20:53:29.011405] [DEBUG] [REMOTE    ] UEIC: Fetching historical data.
[2025-12-02T20:53:29.011442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:53:29.012872] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:29.025756] [DEBUG] [REMOTE    ] UEIC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:29.026608] [DEBUG] [LOCAL     ] Loaded configuration for UEIC: 2 features, N/A% accuracy
[2025-12-02T20:53:29.026666] [INFO ] [LOCAL     ] UEIC: Loaded 2 optimal features with 50.96% confidence from JSON config
[2025-12-02T20:53:29.026699] [DEBUG] [MAG       ] Building data for symbol: UEIC with lookback: 0
[2025-12-02T20:53:29.027490] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:53:29.027548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:29.032454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:53:29.033693] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:29.103843] [DEBUG] [MAG       ] ARKO: Last date is validated at 2025-12-02
[2025-12-02T20:53:29.272805] [DEBUG] [MAG       ] ARKO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:29.336913] [INFO ] [LOCAL     ] ARKO: Saved forecast.
[2025-12-02T20:53:29.336983] [INFO ] [main      ] ARKO: Signal=1 (Conf=80.0%), Magnitude=0.92% (Conf=60.7242%)
[2025-12-02T20:53:29.337349] [INFO ] [main      ] Fetching symbol history for INCY...
[2025-12-02T20:53:29.337397] [DEBUG] [REMOTE    ] INCY: Fetching historical data.
[2025-12-02T20:53:29.338191] [INFO ] [main      ] Progress: 576/965 forecasts completed (59.7%). ARKO finished in 0.6s. ETA: 1m 4s. Rate: 363.85 forecasts/min
[2025-12-02T20:53:29.347784] [DEBUG] [REMOTE    ] INCY: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:29.348691] [DEBUG] [LOCAL     ] Loaded configuration for INCY: 7 features, N/A% accuracy
[2025-12-02T20:53:29.348752] [INFO ] [LOCAL     ] INCY: Loaded 7 optimal features with 54.26% confidence from JSON config
[2025-12-02T20:53:29.348784] [DEBUG] [MAG       ] Building data for symbol: INCY with lookback: 0
[2025-12-02T20:53:29.349526] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:53:29.349603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:29.351230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:29.351732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:29.352301] [DEBUG] [MAG       ] NSP: Last date is validated at 2025-12-02
[2025-12-02T20:53:29.373795] [DEBUG] [MAG       ] CHY: Last date is validated at 2025-12-02
[2025-12-02T20:53:29.383977] [DEBUG] [MAG       ] UEIC: Last date is validated at 2025-12-02
[2025-12-02T20:53:29.399925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:53:29.472902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:53:29.476742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:53:29.477826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:53:29.479854] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:29.528332] [DEBUG] [MAG       ] NSP: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:29.553482] [DEBUG] [MAG       ] UEIC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:29.572404] [DEBUG] [MAG       ] CHY: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:29.620371] [INFO ] [LOCAL     ] UEIC: Saved forecast.
[2025-12-02T20:53:29.620440] [INFO ] [main      ] UEIC: Signal=1 (Conf=80.0%), Magnitude=-6.23% (Conf=50.9558%)
[2025-12-02T20:53:29.620825] [INFO ] [main      ] Fetching symbol history for M...
[2025-12-02T20:53:29.620875] [DEBUG] [REMOTE    ] M: Fetching historical data.
[2025-12-02T20:53:29.622052] [INFO ] [main      ] Progress: 577/965 forecasts completed (59.8%). UEIC finished in 0.6s. ETA: 1m 4s. Rate: 363.40 forecasts/min
[2025-12-02T20:53:29.632006] [DEBUG] [REMOTE    ] M: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:29.632954] [DEBUG] [LOCAL     ] Loaded configuration for M: 2 features, N/A% accuracy
[2025-12-02T20:53:29.633009] [INFO ] [LOCAL     ] M: Loaded 2 optimal features with 57.10% confidence from JSON config
[2025-12-02T20:53:29.633040] [DEBUG] [MAG       ] Building data for symbol: M with lookback: 0
[2025-12-02T20:53:29.633807] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:53:29.633864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:29.636153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:53:29.638358] [INFO ] [LOCAL     ] CHY: Saved forecast.
[2025-12-02T20:53:29.638440] [INFO ] [main      ] CHY: Signal=1 (Conf=80.0%), Magnitude=-0.95% (Conf=42.2717%)
[2025-12-02T20:53:29.638874] [INFO ] [main      ] Fetching symbol history for TREE...
[2025-12-02T20:53:29.638936] [DEBUG] [REMOTE    ] TREE: Fetching historical data.
[2025-12-02T20:53:29.638985] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:29.639625] [INFO ] [main      ] Progress: 578/965 forecasts completed (59.9%). CHY finished in 0.6s. ETA: 1m 4s. Rate: 363.96 forecasts/min
[2025-12-02T20:53:29.643826] [INFO ] [LOCAL     ] NSP: Saved forecast.
[2025-12-02T20:53:29.643894] [INFO ] [main      ] NSP: Signal=1 (Conf=80.0%), Magnitude=5.21% (Conf=52.8518%)
[2025-12-02T20:53:29.644260] [INFO ] [main      ] Fetching symbol history for EAF...
[2025-12-02T20:53:29.644309] [DEBUG] [REMOTE    ] EAF: Fetching historical data.
[2025-12-02T20:53:29.644621] [INFO ] [main      ] Progress: 579/965 forecasts completed (60.0%). NSP finished in 0.7s. ETA: 1m 4s. Rate: 364.57 forecasts/min
[2025-12-02T20:53:29.652468] [DEBUG] [REMOTE    ] TREE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:29.653528] [DEBUG] [LOCAL     ] Loaded configuration for TREE: 9 features, N/A% accuracy
[2025-12-02T20:53:29.653603] [INFO ] [LOCAL     ] TREE: Loaded 9 optimal features with 60.01% confidence from JSON config
[2025-12-02T20:53:29.653643] [DEBUG] [MAG       ] Building data for symbol: TREE with lookback: 0
[2025-12-02T20:53:29.654507] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:53:29.654570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:29.655932] [DEBUG] [REMOTE    ] EAF: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:29.657796] [DEBUG] [LOCAL     ] Loaded configuration for EAF: 5 features, N/A% accuracy
[2025-12-02T20:53:29.657851] [INFO ] [LOCAL     ] EAF: Loaded 5 optimal features with 49.83% confidence from JSON config
[2025-12-02T20:53:29.657882] [DEBUG] [MAG       ] Building data for symbol: EAF with lookback: 0
[2025-12-02T20:53:29.658703] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:29.658761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:29.659987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:29.660402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:29.660863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:29.660935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:29.661830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:53:29.663826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:29.664129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:53:29.665699] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:29.666049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:29.666630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:53:29.668189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:53:29.670218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:53:29.671406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:53:29.672296] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:29.813432] [DEBUG] [MAG       ] INCY: Last date is validated at 2025-12-02
[2025-12-02T20:53:29.978465] [DEBUG] [MAG       ] INCY: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:29.982141] [DEBUG] [MAG       ] M: Last date is validated at 2025-12-02
[2025-12-02T20:53:30.001235] [DEBUG] [MAG       ] EAF: Last date is validated at 2025-12-02
[2025-12-02T20:53:30.010922] [DEBUG] [MAG       ] TREE: Last date is validated at 2025-12-02
[2025-12-02T20:53:30.071319] [INFO ] [LOCAL     ] INCY: Saved forecast.
[2025-12-02T20:53:30.071384] [INFO ] [main      ] INCY: Signal=1 (Conf=80.0%), Magnitude=-0.16% (Conf=54.2637%)
[2025-12-02T20:53:30.071752] [INFO ] [main      ] Progress: 580/965 forecasts completed (60.1%). INCY finished in 0.7s. ETA: 1m 4s. Rate: 363.57 forecasts/min
[2025-12-02T20:53:30.071876] [INFO ] [main      ] Fetching symbol history for CELC...
[2025-12-02T20:53:30.071917] [DEBUG] [REMOTE    ] CELC: Fetching historical data.
[2025-12-02T20:53:30.082421] [DEBUG] [REMOTE    ] CELC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:30.083408] [DEBUG] [LOCAL     ] Loaded configuration for CELC: 6 features, N/A% accuracy
[2025-12-02T20:53:30.083459] [INFO ] [LOCAL     ] CELC: Loaded 6 optimal features with 54.12% confidence from JSON config
[2025-12-02T20:53:30.083489] [DEBUG] [MAG       ] Building data for symbol: CELC with lookback: 0
[2025-12-02T20:53:30.084267] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:30.084326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:30.088985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:30.090728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:30.091185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:30.091623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:30.091994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:53:30.093147] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:30.155165] [DEBUG] [MAG       ] M: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:30.165156] [DEBUG] [MAG       ] EAF: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:30.175422] [DEBUG] [MAG       ] TREE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:30.229591] [INFO ] [LOCAL     ] M: Saved forecast.
[2025-12-02T20:53:30.229665] [INFO ] [main      ] M: Signal=1 (Conf=80.0%), Magnitude=-0.80% (Conf=57.1024%)
[2025-12-02T20:53:30.230038] [INFO ] [main      ] Fetching symbol history for OBIO...
[2025-12-02T20:53:30.230087] [DEBUG] [REMOTE    ] OBIO: Fetching historical data.
[2025-12-02T20:53:30.230650] [INFO ] [main      ] Progress: 581/965 forecasts completed (60.2%). M finished in 0.6s. ETA: 1m 3s. Rate: 363.60 forecasts/min
[2025-12-02T20:53:30.240980] [DEBUG] [REMOTE    ] OBIO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:30.241968] [DEBUG] [LOCAL     ] Loaded configuration for OBIO: 9 features, N/A% accuracy
[2025-12-02T20:53:30.242019] [INFO ] [LOCAL     ] OBIO: Loaded 9 optimal features with 46.89% confidence from JSON config
[2025-12-02T20:53:30.242050] [DEBUG] [MAG       ] Building data for symbol: OBIO with lookback: 0
[2025-12-02T20:53:30.242860] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:53:30.242923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:30.244563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:30.245101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:30.245504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:30.246254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:30.247080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:30.248716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:53:30.249916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:53:30.251397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:53:30.254022] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:30.255260] [INFO ] [LOCAL     ] EAF: Saved forecast.
[2025-12-02T20:53:30.255329] [INFO ] [main      ] EAF: Signal=1 (Conf=80.0%), Magnitude=4.50% (Conf=49.8336%)
[2025-12-02T20:53:30.255486] [INFO ] [main      ] Fetching symbol history for AGYS...
[2025-12-02T20:53:30.255528] [DEBUG] [REMOTE    ] AGYS: Fetching historical data.
[2025-12-02T20:53:30.256524] [INFO ] [main      ] Progress: 582/965 forecasts completed (60.3%). EAF finished in 0.6s. ETA: 1m 3s. Rate: 364.12 forecasts/min
[2025-12-02T20:53:30.267185] [DEBUG] [REMOTE    ] AGYS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:30.268118] [DEBUG] [LOCAL     ] Loaded configuration for AGYS: 5 features, N/A% accuracy
[2025-12-02T20:53:30.268169] [INFO ] [LOCAL     ] AGYS: Loaded 5 optimal features with 54.74% confidence from JSON config
[2025-12-02T20:53:30.268199] [DEBUG] [MAG       ] Building data for symbol: AGYS with lookback: 0
[2025-12-02T20:53:30.268990] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:30.269059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:30.271367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:30.286721] [INFO ] [LOCAL     ] TREE: Saved forecast.
[2025-12-02T20:53:30.286787] [INFO ] [main      ] TREE: Signal=1 (Conf=80.0%), Magnitude=1.77% (Conf=60.0095%)
[2025-12-02T20:53:30.286942] [INFO ] [main      ] Fetching symbol history for AMTX...
[2025-12-02T20:53:30.286985] [DEBUG] [REMOTE    ] AMTX: Fetching historical data.
[2025-12-02T20:53:30.288668] [INFO ] [main      ] Progress: 583/965 forecasts completed (60.4%). TREE finished in 0.6s. ETA: 1m 3s. Rate: 364.63 forecasts/min
[2025-12-02T20:53:30.299303] [DEBUG] [REMOTE    ] AMTX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:30.300141] [DEBUG] [LOCAL     ] Loaded configuration for AMTX: 6 features, N/A% accuracy
[2025-12-02T20:53:30.300191] [INFO ] [LOCAL     ] AMTX: Loaded 6 optimal features with 54.23% confidence from JSON config
[2025-12-02T20:53:30.300222] [DEBUG] [MAG       ] Building data for symbol: AMTX with lookback: 0
[2025-12-02T20:53:30.301004] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:30.301065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:30.302740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:30.303239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:30.303653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:53:30.304261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:53:30.305281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:53:30.309457] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:30.380796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:53:30.384042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:53:30.385975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:53:30.388592] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:30.424768] [DEBUG] [MAG       ] CELC: Last date is validated at 2025-12-02
[2025-12-02T20:53:30.590663] [DEBUG] [MAG       ] CELC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:30.592858] [DEBUG] [MAG       ] OBIO: Last date is validated at 2025-12-02
[2025-12-02T20:53:30.640209] [DEBUG] [MAG       ] AMTX: Last date is validated at 2025-12-02
[2025-12-02T20:53:30.714812] [INFO ] [LOCAL     ] CELC: Saved forecast.
[2025-12-02T20:53:30.714876] [INFO ] [main      ] CELC: Signal=1 (Conf=80.0%), Magnitude=-0.46% (Conf=54.1218%)
[2025-12-02T20:53:30.715209] [INFO ] [main      ] Fetching symbol history for CEVA...
[2025-12-02T20:53:30.715258] [DEBUG] [REMOTE    ] CEVA: Fetching historical data.
[2025-12-02T20:53:30.715285] [INFO ] [main      ] Progress: 584/965 forecasts completed (60.5%). CELC finished in 0.6s. ETA: 1m 3s. Rate: 363.64 forecasts/min
[2025-12-02T20:53:30.726272] [DEBUG] [REMOTE    ] CEVA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:30.727144] [DEBUG] [LOCAL     ] Loaded configuration for CEVA: 4 features, N/A% accuracy
[2025-12-02T20:53:30.727193] [INFO ] [LOCAL     ] CEVA: Loaded 4 optimal features with 49.26% confidence from JSON config
[2025-12-02T20:53:30.727223] [DEBUG] [MAG       ] Building data for symbol: CEVA with lookback: 0
[2025-12-02T20:53:30.728028] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:30.728086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:30.729231] [DEBUG] [MAG       ] AGYS: Last date is validated at 2025-12-02
[2025-12-02T20:53:30.732744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:30.735134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:53:30.736176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:53:30.739964] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:30.760843] [DEBUG] [MAG       ] OBIO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:30.807147] [DEBUG] [MAG       ] AMTX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:30.826459] [INFO ] [LOCAL     ] OBIO: Saved forecast.
[2025-12-02T20:53:30.826524] [INFO ] [main      ] OBIO: Signal=1 (Conf=80.0%), Magnitude=-2.29% (Conf=46.8859%)
[2025-12-02T20:53:30.826884] [INFO ] [main      ] Fetching symbol history for IBCP...
[2025-12-02T20:53:30.826932] [DEBUG] [REMOTE    ] IBCP: Fetching historical data.
[2025-12-02T20:53:30.828641] [INFO ] [main      ] Progress: 585/965 forecasts completed (60.6%). OBIO finished in 0.6s. ETA: 1m 3s. Rate: 363.83 forecasts/min
[2025-12-02T20:53:30.838422] [DEBUG] [REMOTE    ] IBCP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:30.839367] [DEBUG] [LOCAL     ] Loaded configuration for IBCP: 6 features, N/A% accuracy
[2025-12-02T20:53:30.839420] [INFO ] [LOCAL     ] IBCP: Loaded 6 optimal features with 55.81% confidence from JSON config
[2025-12-02T20:53:30.839452] [DEBUG] [MAG       ] Building data for symbol: IBCP with lookback: 0
[2025-12-02T20:53:30.840267] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:30.840325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:30.845223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:30.866084] [INFO ] [LOCAL     ] AMTX: Saved forecast.
[2025-12-02T20:53:30.866150] [INFO ] [main      ] AMTX: Signal=1 (Conf=80.0%), Magnitude=9.87% (Conf=54.2279%)
[2025-12-02T20:53:30.866482] [INFO ] [main      ] Progress: 586/965 forecasts completed (60.7%). AMTX finished in 0.6s. ETA: 1m 2s. Rate: 364.31 forecasts/min
[2025-12-02T20:53:30.866632] [INFO ] [main      ] Fetching symbol history for IMRX...
[2025-12-02T20:53:30.866674] [DEBUG] [REMOTE    ] IMRX: Fetching historical data.
[2025-12-02T20:53:30.878215] [DEBUG] [REMOTE    ] IMRX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:30.879085] [DEBUG] [LOCAL     ] Loaded configuration for IMRX: 2 features, N/A% accuracy
[2025-12-02T20:53:30.879134] [INFO ] [LOCAL     ] IMRX: Loaded 2 optimal features with 50.60% confidence from JSON config
[2025-12-02T20:53:30.879164] [DEBUG] [MAG       ] Building data for symbol: IMRX with lookback: 0
[2025-12-02T20:53:30.879969] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:53:30.880024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:30.882364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:30.893750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:53:30.895097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:53:30.895735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:53:30.896709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:53:30.898283] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:30.899467] [DEBUG] [MAG       ] AGYS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:30.990253] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:31.032734] [INFO ] [LOCAL     ] AGYS: Saved forecast.
[2025-12-02T20:53:31.032806] [INFO ] [main      ] AGYS: Signal=1 (Conf=80.0%), Magnitude=6.68% (Conf=54.7374%)
[2025-12-02T20:53:31.033173] [INFO ] [main      ] Fetching symbol history for PKG...
[2025-12-02T20:53:31.033225] [DEBUG] [REMOTE    ] PKG: Fetching historical data.
[2025-12-02T20:53:31.033644] [INFO ] [main      ] Progress: 587/965 forecasts completed (60.8%). AGYS finished in 0.8s. ETA: 1m 2s. Rate: 364.30 forecasts/min
[2025-12-02T20:53:31.044894] [DEBUG] [REMOTE    ] PKG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:31.045896] [DEBUG] [LOCAL     ] Loaded configuration for PKG: 7 features, N/A% accuracy
[2025-12-02T20:53:31.045952] [INFO ] [LOCAL     ] PKG: Loaded 7 optimal features with 53.08% confidence from JSON config
[2025-12-02T20:53:31.045983] [DEBUG] [MAG       ] Building data for symbol: PKG with lookback: 0
[2025-12-02T20:53:31.046788] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:53:31.046849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:31.051718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:31.053515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:31.054016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:31.054406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:31.055272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:53:31.056480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:53:31.071508] [DEBUG] [MAG       ] CEVA: Last date is validated at 2025-12-02
[2025-12-02T20:53:31.132416] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:31.228222] [DEBUG] [MAG       ] IBCP: Last date is validated at 2025-12-02
[2025-12-02T20:53:31.235058] [DEBUG] [MAG       ] CEVA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:31.320077] [DEBUG] [MAG       ] IMRX: Last date is validated at 2025-12-02
[2025-12-02T20:53:31.324624] [INFO ] [LOCAL     ] CEVA: Saved forecast.
[2025-12-02T20:53:31.324689] [INFO ] [main      ] CEVA: Signal=1 (Conf=80.0%), Magnitude=-5.09% (Conf=49.259%)
[2025-12-02T20:53:31.324853] [INFO ] [main      ] Fetching symbol history for FTHM...
[2025-12-02T20:53:31.324894] [DEBUG] [REMOTE    ] FTHM: Fetching historical data.
[2025-12-02T20:53:31.326653] [INFO ] [main      ] Progress: 588/965 forecasts completed (60.9%). CEVA finished in 0.6s. ETA: 1m 2s. Rate: 363.82 forecasts/min
[2025-12-02T20:53:31.335433] [DEBUG] [REMOTE    ] FTHM: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:31.336450] [DEBUG] [LOCAL     ] Loaded configuration for FTHM: 1 features, N/A% accuracy
[2025-12-02T20:53:31.336500] [INFO ] [LOCAL     ] FTHM: Loaded 1 optimal features with 40.80% confidence from JSON config
[2025-12-02T20:53:31.336530] [DEBUG] [MAG       ] Building data for symbol: FTHM with lookback: 0
[2025-12-02T20:53:31.337302] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:53:31.337358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:31.338209] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:31.393509] [DEBUG] [MAG       ] IBCP: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:31.469354] [DEBUG] [MAG       ] PKG: Last date is validated at 2025-12-02
[2025-12-02T20:53:31.472908] [INFO ] [LOCAL     ] IBCP: Saved forecast.
[2025-12-02T20:53:31.472981] [INFO ] [main      ] IBCP: Signal=1 (Conf=80.0%), Magnitude=1.07% (Conf=55.8111%)
[2025-12-02T20:53:31.473319] [INFO ] [main      ] Fetching symbol history for DSGN...
[2025-12-02T20:53:31.473367] [DEBUG] [REMOTE    ] DSGN: Fetching historical data.
[2025-12-02T20:53:31.473660] [INFO ] [main      ] Progress: 589/965 forecasts completed (61.0%). IBCP finished in 0.6s. ETA: 1m 2s. Rate: 363.89 forecasts/min
[2025-12-02T20:53:31.483867] [DEBUG] [REMOTE    ] DSGN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:31.484825] [DEBUG] [LOCAL     ] Loaded configuration for DSGN: 6 features, N/A% accuracy
[2025-12-02T20:53:31.484882] [INFO ] [LOCAL     ] DSGN: Loaded 6 optimal features with 51.57% confidence from JSON config
[2025-12-02T20:53:31.484913] [DEBUG] [MAG       ] Building data for symbol: DSGN with lookback: 0
[2025-12-02T20:53:31.485721] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:31.485783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:31.487676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:31.488197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:31.488824] [DEBUG] [MAG       ] IMRX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:31.488711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:53:31.490716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:53:31.492934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:53:31.493983] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:31.552728] [INFO ] [LOCAL     ] IMRX: Saved forecast.
[2025-12-02T20:53:31.552793] [INFO ] [main      ] IMRX: Signal=1 (Conf=80.0%), Magnitude=-13.40% (Conf=50.597%)
[2025-12-02T20:53:31.552950] [INFO ] [main      ] Fetching symbol history for PRO...
[2025-12-02T20:53:31.552992] [DEBUG] [REMOTE    ] PRO: Fetching historical data.
[2025-12-02T20:53:31.554394] [INFO ] [main      ] Progress: 590/965 forecasts completed (61.1%). IMRX finished in 0.7s. ETA: 1m 2s. Rate: 364.20 forecasts/min
[2025-12-02T20:53:31.564519] [DEBUG] [REMOTE    ] PRO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:31.565659] [DEBUG] [LOCAL     ] Loaded configuration for PRO: 6 features, N/A% accuracy
[2025-12-02T20:53:31.565709] [INFO ] [LOCAL     ] PRO: Loaded 6 optimal features with 22.13% confidence from JSON config
[2025-12-02T20:53:31.565740] [DEBUG] [MAG       ] Building data for symbol: PRO with lookback: 0
[2025-12-02T20:53:31.566502] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:31.566562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:31.568294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:31.568846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:31.569259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:31.570001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:31.641307] [DEBUG] [MAG       ] PKG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:31.678606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:53:31.680000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:31.686472] [DEBUG] [MAG       ] FTHM: Last date is validated at 2025-12-02
[2025-12-02T20:53:31.774797] [INFO ] [LOCAL     ] PKG: Saved forecast.
[2025-12-02T20:53:31.774864] [INFO ] [main      ] PKG: Signal=1 (Conf=80.0%), Magnitude=-2.66% (Conf=53.0828%)
[2025-12-02T20:53:31.775196] [INFO ] [main      ] Fetching symbol history for RYN...
[2025-12-02T20:53:31.775244] [DEBUG] [REMOTE    ] RYN: Fetching historical data.
[2025-12-02T20:53:31.775645] [INFO ] [main      ] Progress: 591/965 forecasts completed (61.2%). PKG finished in 0.7s. ETA: 1m 2s. Rate: 363.99 forecasts/min
[2025-12-02T20:53:31.786562] [DEBUG] [REMOTE    ] RYN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:31.787545] [DEBUG] [LOCAL     ] Loaded configuration for RYN: 3 features, N/A% accuracy
[2025-12-02T20:53:31.787615] [INFO ] [LOCAL     ] RYN: Loaded 3 optimal features with 52.33% confidence from JSON config
[2025-12-02T20:53:31.787646] [DEBUG] [MAG       ] Building data for symbol: RYN with lookback: 0
[2025-12-02T20:53:31.788805] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:53:31.788863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:31.793600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:31.795249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:53:31.799074] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:31.837687] [DEBUG] [MAG       ] DSGN: Last date is validated at 2025-12-02
[2025-12-02T20:53:31.854161] [DEBUG] [MAG       ] FTHM: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:31.904892] [INFO ] [LOCAL     ] FTHM: Saved forecast.
[2025-12-02T20:53:31.904957] [INFO ] [main      ] FTHM: Signal=1 (Conf=80.0%), Magnitude=-1.70% (Conf=40.8049%)
[2025-12-02T20:53:31.905403] [INFO ] [main      ] Fetching symbol history for ASLE...
[2025-12-02T20:53:31.905453] [DEBUG] [REMOTE    ] ASLE: Fetching historical data.
[2025-12-02T20:53:31.905631] [INFO ] [main      ] Progress: 592/965 forecasts completed (61.3%). FTHM finished in 0.6s. ETA: 1m 1s. Rate: 364.12 forecasts/min
[2025-12-02T20:53:31.916480] [DEBUG] [REMOTE    ] ASLE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:31.917455] [DEBUG] [LOCAL     ] Loaded configuration for ASLE: 2 features, N/A% accuracy
[2025-12-02T20:53:31.917505] [INFO ] [LOCAL     ] ASLE: Loaded 2 optimal features with 50.70% confidence from JSON config
[2025-12-02T20:53:31.917535] [DEBUG] [MAG       ] Building data for symbol: ASLE with lookback: 0
[2025-12-02T20:53:31.918401] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:53:31.918458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:31.920835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:53:31.934983] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:32.006493] [DEBUG] [MAG       ] DSGN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:32.013687] [DEBUG] [MAG       ] PRO: Last date is validated at 2025-12-02
[2025-12-02T20:53:32.076133] [INFO ] [LOCAL     ] DSGN: Saved forecast.
[2025-12-02T20:53:32.076200] [INFO ] [main      ] DSGN: Signal=1 (Conf=80.0%), Magnitude=2.02% (Conf=51.5702%)
[2025-12-02T20:53:32.076556] [INFO ] [main      ] Fetching symbol history for SKM...
[2025-12-02T20:53:32.076623] [DEBUG] [REMOTE    ] SKM: Fetching historical data.
[2025-12-02T20:53:32.076636] [INFO ] [main      ] Progress: 593/965 forecasts completed (61.5%). DSGN finished in 0.6s. ETA: 1m 1s. Rate: 364.10 forecasts/min
[2025-12-02T20:53:32.087429] [DEBUG] [REMOTE    ] SKM: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:32.088399] [DEBUG] [LOCAL     ] Loaded configuration for SKM: 3 features, N/A% accuracy
[2025-12-02T20:53:32.088453] [INFO ] [LOCAL     ] SKM: Loaded 3 optimal features with 56.35% confidence from JSON config
[2025-12-02T20:53:32.088486] [DEBUG] [MAG       ] Building data for symbol: SKM with lookback: 0
[2025-12-02T20:53:32.089342] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:53:32.089404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:32.090381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:53:32.092442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:53:32.093810] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:32.136721] [DEBUG] [MAG       ] RYN: Last date is validated at 2025-12-02
[2025-12-02T20:53:32.177515] [DEBUG] [MAG       ] PRO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:32.257613] [INFO ] [LOCAL     ] PRO: Saved forecast.
[2025-12-02T20:53:32.257678] [INFO ] [main      ] PRO: Signal=1 (Conf=80.0%), Magnitude=0.84% (Conf=22.1277%)
[2025-12-02T20:53:32.258053] [INFO ] [main      ] Progress: 594/965 forecasts completed (61.6%). PRO finished in 0.7s. ETA: 1m 1s. Rate: 364.03 forecasts/min
[2025-12-02T20:53:32.258171] [INFO ] [main      ] Fetching symbol history for CVRX...
[2025-12-02T20:53:32.258213] [DEBUG] [REMOTE    ] CVRX: Fetching historical data.
[2025-12-02T20:53:32.268627] [DEBUG] [MAG       ] ASLE: Last date is validated at 2025-12-02
[2025-12-02T20:53:32.272183] [DEBUG] [REMOTE    ] CVRX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:32.273277] [DEBUG] [LOCAL     ] Loaded configuration for CVRX: 9 features, N/A% accuracy
[2025-12-02T20:53:32.273328] [INFO ] [LOCAL     ] CVRX: Loaded 9 optimal features with 52.01% confidence from JSON config
[2025-12-02T20:53:32.273359] [DEBUG] [MAG       ] Building data for symbol: CVRX with lookback: 0
[2025-12-02T20:53:32.274174] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:53:32.274236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:32.278931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:53:32.280975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:53:32.282515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:32.284192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:32.284660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:53:32.285633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:53:32.287194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:53:32.288251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:53:32.288925] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:32.305133] [DEBUG] [MAG       ] RYN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:32.374816] [INFO ] [LOCAL     ] RYN: Saved forecast.
[2025-12-02T20:53:32.374885] [INFO ] [main      ] RYN: Signal=1 (Conf=80.0%), Magnitude=0.71% (Conf=52.3309%)
[2025-12-02T20:53:32.375240] [INFO ] [main      ] Fetching symbol history for ASPN...
[2025-12-02T20:53:32.375290] [DEBUG] [REMOTE    ] ASPN: Fetching historical data.
[2025-12-02T20:53:32.376677] [INFO ] [main      ] Progress: 595/965 forecasts completed (61.7%). RYN finished in 0.6s. ETA: 1m 1s. Rate: 364.21 forecasts/min
[2025-12-02T20:53:32.387619] [DEBUG] [REMOTE    ] ASPN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:32.388701] [DEBUG] [LOCAL     ] Loaded configuration for ASPN: 10 features, N/A% accuracy
[2025-12-02T20:53:32.388754] [INFO ] [LOCAL     ] ASPN: Loaded 10 optimal features with 55.95% confidence from JSON config
[2025-12-02T20:53:32.388790] [DEBUG] [MAG       ] Building data for symbol: ASPN with lookback: 0
[2025-12-02T20:53:32.389622] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-02T20:53:32.389685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:32.394554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:32.396361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:32.396868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:32.397312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:32.397728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:32.398538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:32.399385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:32.401783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:53:32.402489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:53:32.404073] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:32.438614] [DEBUG] [MAG       ] SKM: Last date is validated at 2025-12-02
[2025-12-02T20:53:32.451204] [DEBUG] [MAG       ] ASLE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:32.514747] [INFO ] [LOCAL     ] ASLE: Saved forecast.
[2025-12-02T20:53:32.514813] [INFO ] [main      ] ASLE: Signal=1 (Conf=80.0%), Magnitude=2.11% (Conf=50.7013%)
[2025-12-02T20:53:32.514986] [INFO ] [main      ] Fetching symbol history for BHVN...
[2025-12-02T20:53:32.515028] [DEBUG] [REMOTE    ] BHVN: Fetching historical data.
[2025-12-02T20:53:32.515834] [INFO ] [main      ] Progress: 596/965 forecasts completed (61.8%). ASLE finished in 0.6s. ETA: 1m 1s. Rate: 364.30 forecasts/min
[2025-12-02T20:53:32.526533] [DEBUG] [REMOTE    ] BHVN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:32.527357] [DEBUG] [LOCAL     ] Loaded configuration for BHVN: 5 features, N/A% accuracy
[2025-12-02T20:53:32.527412] [INFO ] [LOCAL     ] BHVN: Loaded 5 optimal features with 56.14% confidence from JSON config
[2025-12-02T20:53:32.527443] [DEBUG] [MAG       ] Building data for symbol: BHVN with lookback: 0
[2025-12-02T20:53:32.528269] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:32.528328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:32.532991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:32.533786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:32.534592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:32.536989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:53:32.538472] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:32.616175] [DEBUG] [MAG       ] SKM: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:32.622887] [DEBUG] [MAG       ] CVRX: Last date is validated at 2025-12-02
[2025-12-02T20:53:32.684159] [INFO ] [LOCAL     ] SKM: Saved forecast.
[2025-12-02T20:53:32.684227] [INFO ] [main      ] SKM: Signal=1 (Conf=80.0%), Magnitude=-2.24% (Conf=56.3521%)
[2025-12-02T20:53:32.684567] [INFO ] [main      ] Fetching symbol history for PHI...
[2025-12-02T20:53:32.684632] [DEBUG] [REMOTE    ] PHI: Fetching historical data.
[2025-12-02T20:53:32.684670] [INFO ] [main      ] Progress: 597/965 forecasts completed (61.9%). SKM finished in 0.6s. ETA: 1m 1s. Rate: 364.29 forecasts/min
[2025-12-02T20:53:32.695374] [DEBUG] [REMOTE    ] PHI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:32.696354] [DEBUG] [LOCAL     ] Loaded configuration for PHI: 6 features, N/A% accuracy
[2025-12-02T20:53:32.696413] [INFO ] [LOCAL     ] PHI: Loaded 6 optimal features with 43.42% confidence from JSON config
[2025-12-02T20:53:32.696445] [DEBUG] [MAG       ] Building data for symbol: PHI with lookback: 0
[2025-12-02T20:53:32.697292] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:32.697354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:32.699142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:32.699673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:32.700174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:32.700600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:32.702293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:53:32.703083] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:32.752472] [DEBUG] [MAG       ] ASPN: Last date is validated at 2025-12-02
[2025-12-02T20:53:32.787160] [DEBUG] [MAG       ] CVRX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:32.873628] [INFO ] [LOCAL     ] CVRX: Saved forecast.
[2025-12-02T20:53:32.873701] [INFO ] [main      ] CVRX: Signal=1 (Conf=80.0%), Magnitude=-5.77% (Conf=52.009%)
[2025-12-02T20:53:32.873864] [INFO ] [main      ] Fetching symbol history for ESAB...
[2025-12-02T20:53:32.873915] [DEBUG] [REMOTE    ] ESAB: Fetching historical data.
[2025-12-02T20:53:32.874332] [DEBUG] [MAG       ] BHVN: Last date is validated at 2025-12-02
[2025-12-02T20:53:32.875672] [INFO ] [main      ] Progress: 598/965 forecasts completed (62.0%). CVRX finished in 0.6s. ETA: 1m 0s. Rate: 364.19 forecasts/min
[2025-12-02T20:53:32.885344] [DEBUG] [REMOTE    ] ESAB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:32.886390] [DEBUG] [LOCAL     ] Loaded configuration for ESAB: 7 features, N/A% accuracy
[2025-12-02T20:53:32.886440] [INFO ] [LOCAL     ] ESAB: Loaded 7 optimal features with 36.72% confidence from JSON config
[2025-12-02T20:53:32.886470] [DEBUG] [MAG       ] Building data for symbol: ESAB with lookback: 0
[2025-12-02T20:53:32.887245] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:53:32.887305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:32.889029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:32.889517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:32.890001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:32.890378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:53:32.892179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:53:32.896342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:53:32.897919] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:32.926443] [DEBUG] [MAG       ] ASPN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:33.017703] [INFO ] [LOCAL     ] ASPN: Saved forecast.
[2025-12-02T20:53:33.017769] [INFO ] [main      ] ASPN: Signal=1 (Conf=80.0%), Magnitude=-0.04% (Conf=55.9453%)
[2025-12-02T20:53:33.018101] [INFO ] [main      ] Fetching symbol history for OPTX...
[2025-12-02T20:53:33.018152] [DEBUG] [REMOTE    ] OPTX: Fetching historical data.
[2025-12-02T20:53:33.019031] [INFO ] [main      ] Progress: 599/965 forecasts completed (62.1%). ASPN finished in 0.6s. ETA: 1m 0s. Rate: 364.27 forecasts/min
[2025-12-02T20:53:33.030171] [DEBUG] [REMOTE    ] OPTX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:33.031101] [DEBUG] [LOCAL     ] Loaded configuration for OPTX: 3 features, N/A% accuracy
[2025-12-02T20:53:33.031151] [INFO ] [LOCAL     ] OPTX: Loaded 3 optimal features with 62.98% confidence from JSON config
[2025-12-02T20:53:33.031182] [DEBUG] [MAG       ] Building data for symbol: OPTX with lookback: 0
[2025-12-02T20:53:33.031985] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:53:33.032043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:33.034440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:33.035465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:53:33.038258] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:33.040519] [DEBUG] [MAG       ] BHVN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:33.046473] [DEBUG] [MAG       ] PHI: Last date is validated at 2025-12-02
[2025-12-02T20:53:33.133000] [INFO ] [LOCAL     ] BHVN: Saved forecast.
[2025-12-02T20:53:33.133070] [INFO ] [main      ] BHVN: Signal=1 (Conf=80.0%), Magnitude=9.46% (Conf=56.1358%)
[2025-12-02T20:53:33.133401] [INFO ] [main      ] Fetching symbol history for STN...
[2025-12-02T20:53:33.133449] [DEBUG] [REMOTE    ] STN: Fetching historical data.
[2025-12-02T20:53:33.133658] [INFO ] [main      ] Progress: 600/965 forecasts completed (62.2%). BHVN finished in 0.6s. ETA: 1m 0s. Rate: 364.45 forecasts/min
[2025-12-02T20:53:33.144390] [DEBUG] [REMOTE    ] STN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:33.145445] [DEBUG] [LOCAL     ] Loaded configuration for STN: 8 features, N/A% accuracy
[2025-12-02T20:53:33.145507] [INFO ] [LOCAL     ] STN: Loaded 8 optimal features with 61.44% confidence from JSON config
[2025-12-02T20:53:33.145539] [DEBUG] [MAG       ] Building data for symbol: STN with lookback: 0
[2025-12-02T20:53:33.146343] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:53:33.146403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:33.148105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:33.148621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:33.149003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:33.149877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:33.199071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:53:33.199915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:53:33.201102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:53:33.202693] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:33.216525] [DEBUG] [MAG       ] PHI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:33.227637] [DEBUG] [MAG       ] ESAB: Last date is validated at 2025-12-02
[2025-12-02T20:53:33.283133] [INFO ] [LOCAL     ] PHI: Saved forecast.
[2025-12-02T20:53:33.283399] [INFO ] [main      ] PHI: Signal=1 (Conf=80.0%), Magnitude=-0.28% (Conf=43.416%)
[2025-12-02T20:53:33.283889] [INFO ] [main      ] Fetching symbol history for IQI...
[2025-12-02T20:53:33.283940] [DEBUG] [REMOTE    ] IQI: Fetching historical data.
[2025-12-02T20:53:33.284657] [INFO ] [main      ] Progress: 601/965 forecasts completed (62.3%). PHI finished in 0.6s. ETA: 59.9s. Rate: 364.50 forecasts/min
[2025-12-02T20:53:33.296458] [DEBUG] [REMOTE    ] IQI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:33.297488] [DEBUG] [LOCAL     ] Loaded configuration for IQI: 8 features, N/A% accuracy
[2025-12-02T20:53:33.297538] [INFO ] [LOCAL     ] IQI: Loaded 8 optimal features with 41.13% confidence from JSON config
[2025-12-02T20:53:33.297568] [DEBUG] [MAG       ] Building data for symbol: IQI with lookback: 0
[2025-12-02T20:53:33.298383] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:53:33.298444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:33.299303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:33.301710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:53:33.302915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:53:33.378810] [DEBUG] [MAG       ] OPTX: Last date is validated at 2025-12-02
[2025-12-02T20:53:33.379370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:53:33.380101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:53:33.381858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:53:33.384745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:53:33.386304] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:33.396457] [DEBUG] [MAG       ] ESAB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:33.509027] [INFO ] [LOCAL     ] ESAB: Saved forecast.
[2025-12-02T20:53:33.509093] [INFO ] [main      ] ESAB: Signal=1 (Conf=80.0%), Magnitude=2.18% (Conf=36.7208%)
[2025-12-02T20:53:33.509442] [INFO ] [main      ] Fetching symbol history for DNLI...
[2025-12-02T20:53:33.509491] [DEBUG] [REMOTE    ] DNLI: Fetching historical data.
[2025-12-02T20:53:33.509647] [INFO ] [main      ] Progress: 602/965 forecasts completed (62.4%). ESAB finished in 0.6s. ETA: 59.8s. Rate: 364.28 forecasts/min
[2025-12-02T20:53:33.521666] [DEBUG] [REMOTE    ] DNLI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:33.522662] [DEBUG] [LOCAL     ] Loaded configuration for DNLI: 9 features, N/A% accuracy
[2025-12-02T20:53:33.522712] [INFO ] [LOCAL     ] DNLI: Loaded 9 optimal features with 56.15% confidence from JSON config
[2025-12-02T20:53:33.522743] [DEBUG] [MAG       ] Building data for symbol: DNLI with lookback: 0
[2025-12-02T20:53:33.523505] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:53:33.523607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:33.528440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:33.530247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:33.530742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:33.531170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:33.531543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:33.532332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:33.541698] [DEBUG] [MAG       ] STN: Last date is validated at 2025-12-02
[2025-12-02T20:53:33.551949] [DEBUG] [MAG       ] OPTX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:33.583135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:53:33.601019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:53:33.602517] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:33.615993] [INFO ] [LOCAL     ] OPTX: Saved forecast.
[2025-12-02T20:53:33.616057] [INFO ] [main      ] OPTX: Signal=1 (Conf=80.0%), Magnitude=-5.60% (Conf=62.9776%)
[2025-12-02T20:53:33.616372] [INFO ] [main      ] Fetching symbol history for NC...
[2025-12-02T20:53:33.616420] [DEBUG] [REMOTE    ] NC: Fetching historical data.
[2025-12-02T20:53:33.617296] [INFO ] [main      ] Progress: 603/965 forecasts completed (62.5%). OPTX finished in 0.6s. ETA: 59.6s. Rate: 364.49 forecasts/min
[2025-12-02T20:53:33.627284] [DEBUG] [REMOTE    ] NC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:33.628395] [DEBUG] [LOCAL     ] Loaded configuration for NC: 8 features, N/A% accuracy
[2025-12-02T20:53:33.628447] [INFO ] [LOCAL     ] NC: Loaded 8 optimal features with 57.52% confidence from JSON config
[2025-12-02T20:53:33.628478] [DEBUG] [MAG       ] Building data for symbol: NC with lookback: 0
[2025-12-02T20:53:33.629286] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:53:33.629346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:33.636161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:33.637949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:33.638445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:33.638848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:33.639615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:33.641161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:53:33.643186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:53:33.647439] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:33.712982] [DEBUG] [MAG       ] STN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:33.727903] [DEBUG] [MAG       ] IQI: Last date is validated at 2025-12-02
[2025-12-02T20:53:33.816778] [INFO ] [LOCAL     ] STN: Saved forecast.
[2025-12-02T20:53:33.816845] [INFO ] [main      ] STN: Signal=1 (Conf=80.0%), Magnitude=-0.97% (Conf=61.4414%)
[2025-12-02T20:53:33.817009] [INFO ] [main      ] Fetching symbol history for ALKS...
[2025-12-02T20:53:33.817050] [DEBUG] [REMOTE    ] ALKS: Fetching historical data.
[2025-12-02T20:53:33.819345] [INFO ] [main      ] Progress: 604/965 forecasts completed (62.6%). STN finished in 0.7s. ETA: 59.4s. Rate: 364.35 forecasts/min
[2025-12-02T20:53:33.828038] [DEBUG] [REMOTE    ] ALKS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:33.828861] [DEBUG] [LOCAL     ] Loaded configuration for ALKS: 1 features, N/A% accuracy
[2025-12-02T20:53:33.828912] [INFO ] [LOCAL     ] ALKS: Loaded 1 optimal features with 42.08% confidence from JSON config
[2025-12-02T20:53:33.828953] [DEBUG] [MAG       ] Building data for symbol: ALKS with lookback: 0
[2025-12-02T20:53:33.829742] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:53:33.829800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:53:33.830468] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:33.895299] [DEBUG] [MAG       ] IQI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:33.942039] [DEBUG] [MAG       ] DNLI: Last date is validated at 2025-12-02
[2025-12-02T20:53:33.958610] [INFO ] [LOCAL     ] IQI: Saved forecast.
[2025-12-02T20:53:33.958674] [INFO ] [main      ] IQI: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=41.1333%)
[2025-12-02T20:53:33.959020] [INFO ] [main      ] Fetching symbol history for TME...
[2025-12-02T20:53:33.959068] [DEBUG] [REMOTE    ] TME: Fetching historical data.
[2025-12-02T20:53:33.959654] [INFO ] [main      ] Progress: 605/965 forecasts completed (62.7%). IQI finished in 0.7s. ETA: 59.3s. Rate: 364.44 forecasts/min
[2025-12-02T20:53:33.971158] [DEBUG] [REMOTE    ] TME: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:33.971903] [DEBUG] [LOCAL     ] Loaded configuration for TME: 6 features, N/A% accuracy
[2025-12-02T20:53:33.971969] [INFO ] [LOCAL     ] TME: Loaded 6 optimal features with 51.16% confidence from JSON config
[2025-12-02T20:53:33.972007] [DEBUG] [MAG       ] Building data for symbol: TME with lookback: 0
[2025-12-02T20:53:33.972772] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:33.972830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:33.977556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:33.979325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:33.979802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:33.980207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:33.980922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:33.983178] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:33.997114] [DEBUG] [MAG       ] NC: Last date is validated at 2025-12-02
[2025-12-02T20:53:34.109319] [DEBUG] [MAG       ] DNLI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:34.166861] [DEBUG] [MAG       ] NC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:34.169224] [DEBUG] [MAG       ] ALKS: Last date is validated at 2025-12-02
[2025-12-02T20:53:34.255900] [INFO ] [LOCAL     ] NC: Saved forecast.
[2025-12-02T20:53:34.255965] [INFO ] [main      ] NC: Signal=1 (Conf=80.0%), Magnitude=-0.44% (Conf=57.5236%)
[2025-12-02T20:53:34.256309] [INFO ] [main      ] Fetching symbol history for PLYM...
[2025-12-02T20:53:34.256356] [DEBUG] [REMOTE    ] PLYM: Fetching historical data.
[2025-12-02T20:53:34.256647] [INFO ] [main      ] Progress: 606/965 forecasts completed (62.8%). NC finished in 0.6s. ETA: 59.2s. Rate: 363.96 forecasts/min
[2025-12-02T20:53:34.267563] [DEBUG] [REMOTE    ] PLYM: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:34.268653] [DEBUG] [LOCAL     ] Loaded configuration for PLYM: 5 features, N/A% accuracy
[2025-12-02T20:53:34.268704] [INFO ] [LOCAL     ] PLYM: Loaded 5 optimal features with 50.72% confidence from JSON config
[2025-12-02T20:53:34.268735] [DEBUG] [MAG       ] Building data for symbol: PLYM with lookback: 0
[2025-12-02T20:53:34.269542] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:34.269635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:34.274612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:34.276415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:34.276912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:34.277300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:53:34.279250] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:34.288187] [INFO ] [LOCAL     ] DNLI: Saved forecast.
[2025-12-02T20:53:34.288252] [INFO ] [main      ] DNLI: Signal=1 (Conf=80.0%), Magnitude=-7.25% (Conf=56.1543%)
[2025-12-02T20:53:34.288626] [INFO ] [main      ] Fetching symbol history for ESCA...
[2025-12-02T20:53:34.288619] [INFO ] [main      ] Progress: 607/965 forecasts completed (62.9%). DNLI finished in 0.8s. ETA: 58.9s. Rate: 364.44 forecasts/min
[2025-12-02T20:53:34.288675] [DEBUG] [REMOTE    ] ESCA: Fetching historical data.
[2025-12-02T20:53:34.300364] [DEBUG] [REMOTE    ] ESCA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:34.301091] [DEBUG] [LOCAL     ] Loaded configuration for ESCA: 7 features, N/A% accuracy
[2025-12-02T20:53:34.301139] [INFO ] [LOCAL     ] ESCA: Loaded 7 optimal features with 59.21% confidence from JSON config
[2025-12-02T20:53:34.301171] [DEBUG] [MAG       ] Building data for symbol: ESCA with lookback: 0
[2025-12-02T20:53:34.301975] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:53:34.302060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:53:34.303102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:53:34.304589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:53:34.305390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:34.307173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:34.307654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:53:34.308776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:53:34.310779] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:34.317130] [DEBUG] [MAG       ] TME: Last date is validated at 2025-12-02
[2025-12-02T20:53:34.339918] [DEBUG] [MAG       ] ALKS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:34.416203] [INFO ] [LOCAL     ] ALKS: Saved forecast.
[2025-12-02T20:53:34.416269] [INFO ] [main      ] ALKS: Signal=1 (Conf=80.0%), Magnitude=0.31% (Conf=42.0788%)
[2025-12-02T20:53:34.416607] [INFO ] [main      ] Fetching symbol history for MTH...
[2025-12-02T20:53:34.416658] [DEBUG] [REMOTE    ] MTH: Fetching historical data.
[2025-12-02T20:53:34.417468] [INFO ] [main      ] Progress: 608/965 forecasts completed (63.0%). ALKS finished in 0.6s. ETA: 58.8s. Rate: 364.57 forecasts/min
[2025-12-02T20:53:34.427512] [DEBUG] [REMOTE    ] MTH: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:34.428659] [DEBUG] [LOCAL     ] Loaded configuration for MTH: 6 features, N/A% accuracy
[2025-12-02T20:53:34.428712] [INFO ] [LOCAL     ] MTH: Loaded 6 optimal features with 40.32% confidence from JSON config
[2025-12-02T20:53:34.428744] [DEBUG] [MAG       ] Building data for symbol: MTH with lookback: 0
[2025-12-02T20:53:34.429542] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:34.429623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:34.434466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:34.436268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:34.437120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:34.439589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:34.441266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:53:34.441959] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:34.485033] [DEBUG] [MAG       ] TME: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:34.570071] [INFO ] [LOCAL     ] TME: Saved forecast.
[2025-12-02T20:53:34.570138] [INFO ] [main      ] TME: Signal=1 (Conf=80.0%), Magnitude=-2.58% (Conf=51.1596%)
[2025-12-02T20:53:34.570650] [INFO ] [main      ] Fetching symbol history for YELP...
[2025-12-02T20:53:34.570695] [DEBUG] [REMOTE    ] YELP: Fetching historical data.
[2025-12-02T20:53:34.572644] [INFO ] [main      ] Progress: 609/965 forecasts completed (63.1%). TME finished in 0.6s. ETA: 58.6s. Rate: 364.61 forecasts/min
[2025-12-02T20:53:34.582911] [DEBUG] [REMOTE    ] YELP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:34.584032] [DEBUG] [LOCAL     ] Loaded configuration for YELP: 4 features, N/A% accuracy
[2025-12-02T20:53:34.584085] [INFO ] [LOCAL     ] YELP: Loaded 4 optimal features with 66.79% confidence from JSON config
[2025-12-02T20:53:34.584116] [DEBUG] [MAG       ] Building data for symbol: YELP with lookback: 0
[2025-12-02T20:53:34.584957] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:34.585018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:34.586762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:34.587308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:34.587715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:53:34.589754] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:34.622141] [DEBUG] [MAG       ] PLYM: Last date is validated at 2025-12-02
[2025-12-02T20:53:34.650266] [DEBUG] [MAG       ] ESCA: Last date is validated at 2025-12-02
[2025-12-02T20:53:34.777010] [DEBUG] [MAG       ] MTH: Last date is validated at 2025-12-02
[2025-12-02T20:53:34.793129] [DEBUG] [MAG       ] PLYM: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:34.816447] [DEBUG] [MAG       ] ESCA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:34.870396] [INFO ] [LOCAL     ] PLYM: Saved forecast.
[2025-12-02T20:53:34.870464] [INFO ] [main      ] PLYM: Signal=1 (Conf=80.0%), Magnitude=1.01% (Conf=50.7247%)
[2025-12-02T20:53:34.870816] [INFO ] [main      ] Fetching symbol history for HBAN...
[2025-12-02T20:53:34.870865] [DEBUG] [REMOTE    ] HBAN: Fetching historical data.
[2025-12-02T20:53:34.871661] [INFO ] [main      ] Progress: 610/965 forecasts completed (63.2%). PLYM finished in 0.6s. ETA: 58.5s. Rate: 364.12 forecasts/min
[2025-12-02T20:53:34.882437] [DEBUG] [REMOTE    ] HBAN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:34.883552] [DEBUG] [LOCAL     ] Loaded configuration for HBAN: 6 features, N/A% accuracy
[2025-12-02T20:53:34.883623] [INFO ] [LOCAL     ] HBAN: Loaded 6 optimal features with 52.92% confidence from JSON config
[2025-12-02T20:53:34.883655] [DEBUG] [MAG       ] Building data for symbol: HBAN with lookback: 0
[2025-12-02T20:53:34.884427] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:34.884489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:34.886219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:34.886749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:34.928104] [DEBUG] [MAG       ] YELP: Last date is validated at 2025-12-02
[2025-12-02T20:53:34.944272] [DEBUG] [MAG       ] MTH: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:34.944459] [INFO ] [LOCAL     ] ESCA: Saved forecast.
[2025-12-02T20:53:34.944528] [INFO ] [main      ] ESCA: Signal=1 (Conf=80.0%), Magnitude=-1.19% (Conf=59.2127%)
[2025-12-02T20:53:34.945632] [INFO ] [main      ] Fetching symbol history for CNX...
[2025-12-02T20:53:34.945686] [DEBUG] [REMOTE    ] CNX: Fetching historical data.
[2025-12-02T20:53:34.945659] [INFO ] [main      ] Progress: 611/965 forecasts completed (63.3%). ESCA finished in 0.7s. ETA: 58.3s. Rate: 364.45 forecasts/min
[2025-12-02T20:53:34.959592] [DEBUG] [REMOTE    ] CNX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:34.960763] [DEBUG] [LOCAL     ] Loaded configuration for CNX: 3 features, N/A% accuracy
[2025-12-02T20:53:34.960815] [INFO ] [LOCAL     ] CNX: Loaded 3 optimal features with 46.28% confidence from JSON config
[2025-12-02T20:53:34.960855] [DEBUG] [MAG       ] Building data for symbol: CNX with lookback: 0
[2025-12-02T20:53:34.961651] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:53:34.961708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:34.966500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:34.967443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:53:34.968652] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:34.997423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:53:35.000735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:53:35.001356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:53:35.019030] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:35.049315] [INFO ] [LOCAL     ] MTH: Saved forecast.
[2025-12-02T20:53:35.049382] [INFO ] [main      ] MTH: Signal=1 (Conf=80.0%), Magnitude=0.91% (Conf=40.316%)
[2025-12-02T20:53:35.049537] [INFO ] [main      ] Fetching symbol history for RILYN...
[2025-12-02T20:53:35.049597] [DEBUG] [REMOTE    ] RILYN: Fetching historical data.
[2025-12-02T20:53:35.050270] [INFO ] [main      ] Progress: 612/965 forecasts completed (63.4%). MTH finished in 0.6s. ETA: 58.1s. Rate: 364.66 forecasts/min
[2025-12-02T20:53:35.060601] [DEBUG] [REMOTE    ] RILYN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:35.061612] [DEBUG] [LOCAL     ] Loaded configuration for RILYN: 3 features, N/A% accuracy
[2025-12-02T20:53:35.061663] [INFO ] [LOCAL     ] RILYN: Loaded 3 optimal features with 53.04% confidence from JSON config
[2025-12-02T20:53:35.061694] [DEBUG] [MAG       ] Building data for symbol: RILYN with lookback: 0
[2025-12-02T20:53:35.062441] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:53:35.062498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:35.067200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:35.068176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:53:35.071059] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:35.093858] [DEBUG] [MAG       ] YELP: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:35.177428] [INFO ] [LOCAL     ] YELP: Saved forecast.
[2025-12-02T20:53:35.177493] [INFO ] [main      ] YELP: Signal=1 (Conf=80.0%), Magnitude=0.91% (Conf=66.7862%)
[2025-12-02T20:53:35.177855] [INFO ] [main      ] Fetching symbol history for MVO...
[2025-12-02T20:53:35.177904] [DEBUG] [REMOTE    ] MVO: Fetching historical data.
[2025-12-02T20:53:35.178645] [INFO ] [main      ] Progress: 613/965 forecasts completed (63.5%). YELP finished in 0.6s. ETA: 57.9s. Rate: 364.80 forecasts/min
[2025-12-02T20:53:35.189340] [DEBUG] [REMOTE    ] MVO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:35.190321] [DEBUG] [LOCAL     ] Loaded configuration for MVO: 4 features, N/A% accuracy
[2025-12-02T20:53:35.190376] [INFO ] [LOCAL     ] MVO: Loaded 4 optimal features with 59.95% confidence from JSON config
[2025-12-02T20:53:35.190406] [DEBUG] [MAG       ] Building data for symbol: MVO with lookback: 0
[2025-12-02T20:53:35.191175] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:35.191232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:35.192141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:53:35.193153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:53:35.195981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:53:35.199778] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:35.308790] [DEBUG] [MAG       ] CNX: Last date is validated at 2025-12-02
[2025-12-02T20:53:35.355980] [DEBUG] [MAG       ] HBAN: Last date is validated at 2025-12-02
[2025-12-02T20:53:35.406206] [DEBUG] [MAG       ] RILYN: Last date is validated at 2025-12-02
[2025-12-02T20:53:35.475276] [DEBUG] [MAG       ] CNX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:35.523887] [DEBUG] [MAG       ] HBAN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:35.534420] [DEBUG] [MAG       ] MVO: Last date is validated at 2025-12-02
[2025-12-02T20:53:35.561309] [INFO ] [LOCAL     ] CNX: Saved forecast.
[2025-12-02T20:53:35.561380] [INFO ] [main      ] CNX: Signal=1 (Conf=80.0%), Magnitude=-0.51% (Conf=46.2777%)
[2025-12-02T20:53:35.561538] [INFO ] [main      ] Fetching symbol history for WAB...
[2025-12-02T20:53:35.561775] [DEBUG] [REMOTE    ] WAB: Fetching historical data.
[2025-12-02T20:53:35.562661] [INFO ] [main      ] Progress: 614/965 forecasts completed (63.6%). CNX finished in 0.6s. ETA: 57.9s. Rate: 364.00 forecasts/min
[2025-12-02T20:53:35.572051] [DEBUG] [MAG       ] RILYN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:35.574013] [DEBUG] [REMOTE    ] WAB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:35.574987] [DEBUG] [LOCAL     ] Loaded configuration for WAB: 9 features, N/A% accuracy
[2025-12-02T20:53:35.575037] [INFO ] [LOCAL     ] WAB: Loaded 9 optimal features with 45.43% confidence from JSON config
[2025-12-02T20:53:35.575068] [DEBUG] [MAG       ] Building data for symbol: WAB with lookback: 0
[2025-12-02T20:53:35.575845] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:53:35.575918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:35.580660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:35.595510] [INFO ] [LOCAL     ] HBAN: Saved forecast.
[2025-12-02T20:53:35.595591] [INFO ] [main      ] HBAN: Signal=1 (Conf=80.0%), Magnitude=2.63% (Conf=52.9184%)
[2025-12-02T20:53:35.595955] [INFO ] [main      ] Progress: 615/965 forecasts completed (63.7%). HBAN finished in 0.7s. ETA: 57.6s. Rate: 364.48 forecasts/min
[2025-12-02T20:53:35.596102] [INFO ] [main      ] Fetching symbol history for PHG...
[2025-12-02T20:53:35.596142] [DEBUG] [REMOTE    ] PHG: Fetching historical data.
[2025-12-02T20:53:35.607741] [DEBUG] [REMOTE    ] PHG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:35.608686] [DEBUG] [LOCAL     ] Loaded configuration for PHG: 5 features, N/A% accuracy
[2025-12-02T20:53:35.608740] [INFO ] [LOCAL     ] PHG: Loaded 5 optimal features with 50.21% confidence from JSON config
[2025-12-02T20:53:35.608771] [DEBUG] [MAG       ] Building data for symbol: PHG with lookback: 0
[2025-12-02T20:53:35.609549] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:35.609627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:35.611178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:35.618856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:53:35.620132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:35.621826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:35.622267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:53:35.623293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:53:35.624893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:53:35.625885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:53:35.626532] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:35.644926] [INFO ] [LOCAL     ] RILYN: Saved forecast.
[2025-12-02T20:53:35.644990] [INFO ] [main      ] RILYN: Signal=1 (Conf=80.0%), Magnitude=-0.51% (Conf=53.0429%)
[2025-12-02T20:53:35.645152] [INFO ] [main      ] Fetching symbol history for HAS...
[2025-12-02T20:53:35.645195] [DEBUG] [REMOTE    ] HAS: Fetching historical data.
[2025-12-02T20:53:35.645845] [INFO ] [main      ] Progress: 616/965 forecasts completed (63.8%). RILYN finished in 0.6s. ETA: 57.4s. Rate: 364.89 forecasts/min
[2025-12-02T20:53:35.650472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:53:35.651295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:53:35.653875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:53:35.655395] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:35.656495] [DEBUG] [REMOTE    ] HAS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:35.657378] [DEBUG] [LOCAL     ] Loaded configuration for HAS: 7 features, N/A% accuracy
[2025-12-02T20:53:35.657427] [INFO ] [LOCAL     ] HAS: Loaded 7 optimal features with 58.12% confidence from JSON config
[2025-12-02T20:53:35.657458] [DEBUG] [MAG       ] Building data for symbol: HAS with lookback: 0
[2025-12-02T20:53:35.658237] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:53:35.658296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:35.660034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:35.660516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:35.660960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:35.661334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:35.662079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:35.662899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:53:35.663520] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:35.701309] [DEBUG] [MAG       ] MVO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:35.769994] [INFO ] [LOCAL     ] MVO: Saved forecast.
[2025-12-02T20:53:35.770060] [INFO ] [main      ] MVO: Signal=1 (Conf=80.0%), Magnitude=-8.58% (Conf=59.952%)
[2025-12-02T20:53:35.770410] [INFO ] [main      ] Fetching symbol history for WALD...
[2025-12-02T20:53:35.770457] [DEBUG] [REMOTE    ] WALD: Fetching historical data.
[2025-12-02T20:53:35.770650] [INFO ] [main      ] Progress: 617/965 forecasts completed (63.9%). MVO finished in 0.6s. ETA: 57.2s. Rate: 365.03 forecasts/min
[2025-12-02T20:53:35.781096] [DEBUG] [REMOTE    ] WALD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:35.782082] [DEBUG] [LOCAL     ] Loaded configuration for WALD: 11 features, N/A% accuracy
[2025-12-02T20:53:35.782132] [INFO ] [LOCAL     ] WALD: Loaded 11 optimal features with 50.52% confidence from JSON config
[2025-12-02T20:53:35.782163] [DEBUG] [MAG       ] Building data for symbol: WALD with lookback: 0
[2025-12-02T20:53:35.782942] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-12-02T20:53:35.783005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:35.784669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:35.785163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:35.785536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:53:35.786292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:53:35.861721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:53:35.862567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:53:35.864560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:53:35.865271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:53:35.865973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-02T20:53:35.866667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:53:35.869366] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:35.962832] [DEBUG] [MAG       ] WAB: Last date is validated at 2025-12-02
[2025-12-02T20:53:35.993227] [DEBUG] [MAG       ] PHG: Last date is validated at 2025-12-02
[2025-12-02T20:53:35.998178] [DEBUG] [MAG       ] HAS: Last date is validated at 2025-12-02
[2025-12-02T20:53:36.128099] [DEBUG] [MAG       ] WAB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:36.159316] [DEBUG] [MAG       ] PHG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:36.163686] [DEBUG] [MAG       ] HAS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:36.199380] [DEBUG] [MAG       ] WALD: Last date is validated at 2025-12-02
[2025-12-02T20:53:36.242611] [INFO ] [LOCAL     ] PHG: Saved forecast.
[2025-12-02T20:53:36.242678] [INFO ] [main      ] PHG: Signal=1 (Conf=80.0%), Magnitude=-1.03% (Conf=50.2086%)
[2025-12-02T20:53:36.243119] [INFO ] [main      ] Fetching symbol history for INN...
[2025-12-02T20:53:36.243161] [DEBUG] [REMOTE    ] INN: Fetching historical data.
[2025-12-02T20:53:36.243030] [INFO ] [main      ] Progress: 618/965 forecasts completed (64.0%). PHG finished in 0.6s. ETA: 57.2s. Rate: 363.93 forecasts/min
[2025-12-02T20:53:36.252979] [INFO ] [LOCAL     ] WAB: Saved forecast.
[2025-12-02T20:53:36.253046] [INFO ] [main      ] WAB: Signal=1 (Conf=80.0%), Magnitude=-0.12% (Conf=45.4341%)
[2025-12-02T20:53:36.253375] [INFO ] [main      ] Progress: 619/965 forecasts completed (64.1%). WAB finished in 0.7s. ETA: 57.0s. Rate: 364.48 forecasts/min
[2025-12-02T20:53:36.253540] [INFO ] [main      ] Fetching symbol history for CCCC...
[2025-12-02T20:53:36.253601] [DEBUG] [REMOTE    ] CCCC: Fetching historical data.
[2025-12-02T20:53:36.254301] [DEBUG] [REMOTE    ] INN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:36.255277] [DEBUG] [LOCAL     ] Loaded configuration for INN: 4 features, N/A% accuracy
[2025-12-02T20:53:36.255368] [INFO ] [LOCAL     ] INN: Loaded 4 optimal features with 62.16% confidence from JSON config
[2025-12-02T20:53:36.255403] [DEBUG] [MAG       ] Building data for symbol: INN with lookback: 0
[2025-12-02T20:53:36.256239] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:36.256297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:36.265318] [DEBUG] [REMOTE    ] CCCC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:36.265715] [INFO ] [LOCAL     ] HAS: Saved forecast.
[2025-12-02T20:53:36.265784] [INFO ] [main      ] HAS: Signal=1 (Conf=80.0%), Magnitude=-0.80% (Conf=58.1184%)
[2025-12-02T20:53:36.265947] [INFO ] [main      ] Fetching symbol history for ACGLO...
[2025-12-02T20:53:36.265997] [DEBUG] [REMOTE    ] ACGLO: Fetching historical data.
[2025-12-02T20:53:36.266316] [INFO ] [main      ] Progress: 620/965 forecasts completed (64.2%). HAS finished in 0.6s. ETA: 56.7s. Rate: 365.02 forecasts/min
[2025-12-02T20:53:36.266684] [DEBUG] [LOCAL     ] Loaded configuration for CCCC: 7 features, N/A% accuracy
[2025-12-02T20:53:36.267110] [INFO ] [LOCAL     ] CCCC: Loaded 7 optimal features with 48.92% confidence from JSON config
[2025-12-02T20:53:36.267205] [DEBUG] [MAG       ] Building data for symbol: CCCC with lookback: 0
[2025-12-02T20:53:36.268087] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:53:36.268149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:36.272866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:36.275248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:36.276874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:53:36.277099] [DEBUG] [REMOTE    ] ACGLO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:36.278103] [DEBUG] [LOCAL     ] Loaded configuration for ACGLO: 5 features, N/A% accuracy
[2025-12-02T20:53:36.278161] [INFO ] [LOCAL     ] ACGLO: Loaded 5 optimal features with 48.00% confidence from JSON config
[2025-12-02T20:53:36.278193] [DEBUG] [MAG       ] Building data for symbol: ACGLO with lookback: 0
[2025-12-02T20:53:36.279054] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:36.279089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:53:36.279118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:36.280565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:53:36.283284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:53:36.283962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:36.284285] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:36.285776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:36.286258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:36.286667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:36.324410] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:36.363726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:36.364854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:53:36.366018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:53:36.366654] [DEBUG] [MAG       ] WALD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:36.371835] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:36.433434] [INFO ] [LOCAL     ] WALD: Saved forecast.
[2025-12-02T20:53:36.433500] [INFO ] [main      ] WALD: Signal=1 (Conf=80.0%), Magnitude=-3.30% (Conf=50.5246%)
[2025-12-02T20:53:36.433836] [INFO ] [main      ] Fetching symbol history for PCRX...
[2025-12-02T20:53:36.433890] [DEBUG] [REMOTE    ] PCRX: Fetching historical data.
[2025-12-02T20:53:36.435048] [INFO ] [main      ] Progress: 621/965 forecasts completed (64.4%). WALD finished in 0.7s. ETA: 56.5s. Rate: 365.01 forecasts/min
[2025-12-02T20:53:36.445656] [DEBUG] [REMOTE    ] PCRX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:36.446416] [DEBUG] [LOCAL     ] Loaded configuration for PCRX: 3 features, N/A% accuracy
[2025-12-02T20:53:36.446471] [INFO ] [LOCAL     ] PCRX: Loaded 3 optimal features with 47.17% confidence from JSON config
[2025-12-02T20:53:36.446502] [DEBUG] [MAG       ] Building data for symbol: PCRX with lookback: 0
[2025-12-02T20:53:36.447266] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:53:36.447323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:36.448214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:53:36.522366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:53:36.523590] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:36.616111] [DEBUG] [MAG       ] CCCC: Last date is validated at 2025-12-02
[2025-12-02T20:53:36.656819] [DEBUG] [MAG       ] ACGLO: Last date is validated at 2025-12-02
[2025-12-02T20:53:36.706883] [DEBUG] [MAG       ] INN: Last date is validated at 2025-12-02
[2025-12-02T20:53:36.781988] [DEBUG] [MAG       ] CCCC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:36.820168] [DEBUG] [MAG       ] ACGLO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:36.849410] [INFO ] [LOCAL     ] CCCC: Saved forecast.
[2025-12-02T20:53:36.849476] [INFO ] [main      ] CCCC: Signal=1 (Conf=80.0%), Magnitude=0.69% (Conf=48.923%)
[2025-12-02T20:53:36.849654] [INFO ] [main      ] Fetching symbol history for CLRO...
[2025-12-02T20:53:36.849703] [DEBUG] [REMOTE    ] CLRO: Fetching historical data.
[2025-12-02T20:53:36.851122] [INFO ] [main      ] Progress: 622/965 forecasts completed (64.5%). CCCC finished in 0.6s. ETA: 56.5s. Rate: 364.11 forecasts/min
[2025-12-02T20:53:36.856335] [DEBUG] [MAG       ] PCRX: Last date is validated at 2025-12-02
[2025-12-02T20:53:36.861320] [DEBUG] [REMOTE    ] CLRO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:36.862542] [DEBUG] [LOCAL     ] Loaded configuration for CLRO: 7 features, N/A% accuracy
[2025-12-02T20:53:36.862627] [INFO ] [LOCAL     ] CLRO: Loaded 7 optimal features with 41.56% confidence from JSON config
[2025-12-02T20:53:36.862659] [DEBUG] [MAG       ] Building data for symbol: CLRO with lookback: 0
[2025-12-02T20:53:36.863464] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:53:36.863524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:36.868345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:36.870874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:36.871879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:53:36.872271] [DEBUG] [MAG       ] INN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:36.872634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:53:36.873634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:53:36.874767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:53:36.877516] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:36.879610] [INFO ] [LOCAL     ] ACGLO: Saved forecast.
[2025-12-02T20:53:36.879695] [INFO ] [main      ] ACGLO: Signal=1 (Conf=80.0%), Magnitude=0.56% (Conf=47.997%)
[2025-12-02T20:53:36.879849] [INFO ] [main      ] Fetching symbol history for ELC...
[2025-12-02T20:53:36.879890] [DEBUG] [REMOTE    ] ELC: Fetching historical data.
[2025-12-02T20:53:36.880943] [INFO ] [main      ] Progress: 623/965 forecasts completed (64.6%). ACGLO finished in 0.6s. ETA: 56.3s. Rate: 364.59 forecasts/min
[2025-12-02T20:53:36.890735] [DEBUG] [REMOTE    ] ELC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:36.891638] [DEBUG] [LOCAL     ] Loaded configuration for ELC: 7 features, N/A% accuracy
[2025-12-02T20:53:36.891688] [INFO ] [LOCAL     ] ELC: Loaded 7 optimal features with 48.27% confidence from JSON config
[2025-12-02T20:53:36.891719] [DEBUG] [MAG       ] Building data for symbol: ELC with lookback: 0
[2025-12-02T20:53:36.892455] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:53:36.892513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:36.897189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:36.898004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:36.900290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:36.901892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:36.928846] [INFO ] [LOCAL     ] INN: Saved forecast.
[2025-12-02T20:53:36.928920] [INFO ] [main      ] INN: Signal=1 (Conf=80.0%), Magnitude=-3.21% (Conf=62.1579%)
[2025-12-02T20:53:36.929260] [INFO ] [main      ] Progress: 624/965 forecasts completed (64.7%). INN finished in 0.7s. ETA: 56.1s. Rate: 365.00 forecasts/min
[2025-12-02T20:53:36.929377] [INFO ] [main      ] Fetching symbol history for DXPE...
[2025-12-02T20:53:36.929419] [DEBUG] [REMOTE    ] DXPE: Fetching historical data.
[2025-12-02T20:53:36.940457] [DEBUG] [REMOTE    ] DXPE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:36.941362] [DEBUG] [LOCAL     ] Loaded configuration for DXPE: 8 features, N/A% accuracy
[2025-12-02T20:53:36.941411] [INFO ] [LOCAL     ] DXPE: Loaded 8 optimal features with 51.76% confidence from JSON config
[2025-12-02T20:53:36.941451] [DEBUG] [MAG       ] Building data for symbol: DXPE with lookback: 0
[2025-12-02T20:53:36.942225] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:53:36.942286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:36.943948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:36.944441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:36.944842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:36.947119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:53:36.948724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:53:36.950480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:53:36.951487] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:37.020612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:53:37.021934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:53:37.022603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:53:37.023074] [DEBUG] [MAG       ] PCRX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:37.024904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:37.100685] [INFO ] [LOCAL     ] PCRX: Saved forecast.
[2025-12-02T20:53:37.100750] [INFO ] [main      ] PCRX: Signal=1 (Conf=80.0%), Magnitude=2.55% (Conf=47.1699%)
[2025-12-02T20:53:37.101100] [INFO ] [main      ] Fetching symbol history for BVN...
[2025-12-02T20:53:37.101149] [DEBUG] [REMOTE    ] BVN: Fetching historical data.
[2025-12-02T20:53:37.101651] [INFO ] [main      ] Progress: 625/965 forecasts completed (64.8%). PCRX finished in 0.7s. ETA: 55.9s. Rate: 364.98 forecasts/min
[2025-12-02T20:53:37.112539] [DEBUG] [REMOTE    ] BVN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:37.113603] [DEBUG] [LOCAL     ] Loaded configuration for BVN: 5 features, N/A% accuracy
[2025-12-02T20:53:37.113655] [INFO ] [LOCAL     ] BVN: Loaded 5 optimal features with 54.17% confidence from JSON config
[2025-12-02T20:53:37.113686] [DEBUG] [MAG       ] Building data for symbol: BVN with lookback: 0
[2025-12-02T20:53:37.114428] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:37.114488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:37.119639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:37.121408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:37.121883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:53:37.124744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:53:37.125845] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:37.247393] [DEBUG] [MAG       ] CLRO: Last date is validated at 2025-12-02
[2025-12-02T20:53:37.309925] [DEBUG] [MAG       ] ELC: Last date is validated at 2025-12-02
[2025-12-02T20:53:37.367418] [DEBUG] [MAG       ] DXPE: Last date is validated at 2025-12-02
[2025-12-02T20:53:37.417772] [DEBUG] [MAG       ] CLRO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:37.460882] [DEBUG] [MAG       ] BVN: Last date is validated at 2025-12-02
[2025-12-02T20:53:37.480348] [DEBUG] [MAG       ] ELC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:37.521022] [INFO ] [LOCAL     ] CLRO: Saved forecast.
[2025-12-02T20:53:37.521089] [INFO ] [main      ] CLRO: Signal=1 (Conf=80.0%), Magnitude=10.93% (Conf=41.5576%)
[2025-12-02T20:53:37.521513] [INFO ] [main      ] Fetching symbol history for BGB...
[2025-12-02T20:53:37.521563] [DEBUG] [REMOTE    ] BGB: Fetching historical data.
[2025-12-02T20:53:37.521661] [INFO ] [main      ] Progress: 626/965 forecasts completed (64.9%). CLRO finished in 0.7s. ETA: 55.9s. Rate: 364.07 forecasts/min
[2025-12-02T20:53:37.533631] [DEBUG] [REMOTE    ] BGB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:37.536037] [DEBUG] [LOCAL     ] Loaded configuration for BGB: 8 features, N/A% accuracy
[2025-12-02T20:53:37.536091] [INFO ] [LOCAL     ] BGB: Loaded 8 optimal features with 49.03% confidence from JSON config
[2025-12-02T20:53:37.536122] [DEBUG] [MAG       ] Building data for symbol: BGB with lookback: 0
[2025-12-02T20:53:37.536903] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:53:37.536973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:37.541460] [INFO ] [LOCAL     ] ELC: Saved forecast.
[2025-12-02T20:53:37.541882] [INFO ] [main      ] ELC: Signal=1 (Conf=80.0%), Magnitude=0.50% (Conf=48.2696%)
[2025-12-02T20:53:37.542039] [INFO ] [main      ] Fetching symbol history for PID...
[2025-12-02T20:53:37.542081] [DEBUG] [REMOTE    ] PID: Fetching historical data.
[2025-12-02T20:53:37.543423] [DEBUG] [MAG       ] DXPE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:37.544641] [INFO ] [main      ] Progress: 627/965 forecasts completed (65.0%). ELC finished in 0.7s. ETA: 55.6s. Rate: 364.57 forecasts/min
[2025-12-02T20:53:37.545900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:37.547811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:37.548342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:37.548758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:37.553861] [DEBUG] [REMOTE    ] PID: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:37.554646] [DEBUG] [LOCAL     ] Loaded configuration for PID: 2 features, N/A% accuracy
[2025-12-02T20:53:37.554695] [INFO ] [LOCAL     ] PID: Loaded 2 optimal features with 53.03% confidence from JSON config
[2025-12-02T20:53:37.554726] [DEBUG] [MAG       ] Building data for symbol: PID with lookback: 0
[2025-12-02T20:53:37.555473] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:53:37.555531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:37.560508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:53:37.561218] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:37.588727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:53:37.589983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:53:37.590629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:53:37.591290] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:37.628458] [DEBUG] [MAG       ] BVN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:37.666831] [INFO ] [LOCAL     ] DXPE: Saved forecast.
[2025-12-02T20:53:37.666895] [INFO ] [main      ] DXPE: Signal=1 (Conf=80.0%), Magnitude=4.82% (Conf=51.7609%)
[2025-12-02T20:53:37.667235] [INFO ] [main      ] Progress: 628/965 forecasts completed (65.1%). DXPE finished in 0.7s. ETA: 55.4s. Rate: 364.72 forecasts/min
[2025-12-02T20:53:37.667355] [INFO ] [main      ] Fetching symbol history for GERN...
[2025-12-02T20:53:37.667395] [DEBUG] [REMOTE    ] GERN: Fetching historical data.
[2025-12-02T20:53:37.678999] [DEBUG] [REMOTE    ] GERN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:37.679897] [DEBUG] [LOCAL     ] Loaded configuration for GERN: 8 features, N/A% accuracy
[2025-12-02T20:53:37.679961] [INFO ] [LOCAL     ] GERN: Loaded 8 optimal features with 40.23% confidence from JSON config
[2025-12-02T20:53:37.679998] [DEBUG] [MAG       ] Building data for symbol: GERN with lookback: 0
[2025-12-02T20:53:37.680784] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:53:37.680842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:37.685654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:37.687398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:37.687882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:37.688338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:37.688741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:37.691072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:37.692673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:37.693626] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:37.702733] [INFO ] [LOCAL     ] BVN: Saved forecast.
[2025-12-02T20:53:37.702798] [INFO ] [main      ] BVN: Signal=1 (Conf=80.0%), Magnitude=-0.22% (Conf=54.1743%)
[2025-12-02T20:53:37.703159] [INFO ] [main      ] Fetching symbol history for PRTH...
[2025-12-02T20:53:37.703207] [DEBUG] [REMOTE    ] PRTH: Fetching historical data.
[2025-12-02T20:53:37.704644] [INFO ] [main      ] Progress: 629/965 forecasts completed (65.2%). BVN finished in 0.6s. ETA: 55.2s. Rate: 365.17 forecasts/min
[2025-12-02T20:53:37.713564] [DEBUG] [REMOTE    ] PRTH: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:37.714438] [DEBUG] [LOCAL     ] Loaded configuration for PRTH: 4 features, N/A% accuracy
[2025-12-02T20:53:37.714493] [INFO ] [LOCAL     ] PRTH: Loaded 4 optimal features with 51.82% confidence from JSON config
[2025-12-02T20:53:37.714524] [DEBUG] [MAG       ] Building data for symbol: PRTH with lookback: 0
[2025-12-02T20:53:37.715468] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:37.715527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:53:37.716111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:53:37.718823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:53:37.720109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:53:37.721855] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:37.910155] [DEBUG] [MAG       ] PID: Last date is validated at 2025-12-02
[2025-12-02T20:53:37.932397] [DEBUG] [MAG       ] BGB: Last date is validated at 2025-12-02
[2025-12-02T20:53:38.027289] [DEBUG] [MAG       ] GERN: Last date is validated at 2025-12-02
[2025-12-02T20:53:38.059896] [DEBUG] [MAG       ] PRTH: Last date is validated at 2025-12-02
[2025-12-02T20:53:38.077628] [DEBUG] [MAG       ] PID: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:38.103183] [DEBUG] [MAG       ] BGB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:38.135188] [INFO ] [LOCAL     ] PID: Saved forecast.
[2025-12-02T20:53:38.135255] [INFO ] [main      ] PID: Signal=1 (Conf=80.0%), Magnitude=0.05% (Conf=53.03%)
[2025-12-02T20:53:38.135412] [INFO ] [main      ] Fetching symbol history for INDY...
[2025-12-02T20:53:38.135455] [DEBUG] [REMOTE    ] INDY: Fetching historical data.
[2025-12-02T20:53:38.136652] [INFO ] [main      ] Progress: 630/965 forecasts completed (65.3%). PID finished in 0.6s. ETA: 55.2s. Rate: 364.23 forecasts/min
[2025-12-02T20:53:38.146599] [DEBUG] [REMOTE    ] INDY: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:38.147304] [DEBUG] [LOCAL     ] Loaded configuration for INDY: 3 features, N/A% accuracy
[2025-12-02T20:53:38.147354] [INFO ] [LOCAL     ] INDY: Loaded 3 optimal features with 63.45% confidence from JSON config
[2025-12-02T20:53:38.147386] [DEBUG] [MAG       ] Building data for symbol: INDY with lookback: 0
[2025-12-02T20:53:38.148175] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:53:38.148397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:38.153152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:53:38.155846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:53:38.158603] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:38.165329] [INFO ] [LOCAL     ] BGB: Saved forecast.
[2025-12-02T20:53:38.165395] [INFO ] [main      ] BGB: Signal=1 (Conf=80.0%), Magnitude=-0.20% (Conf=49.0296%)
[2025-12-02T20:53:38.165720] [INFO ] [main      ] Fetching symbol history for ICLN...
[2025-12-02T20:53:38.165767] [DEBUG] [REMOTE    ] ICLN: Fetching historical data.
[2025-12-02T20:53:38.166585] [INFO ] [main      ] Progress: 631/965 forecasts completed (65.4%). BGB finished in 0.6s. ETA: 54.9s. Rate: 364.70 forecasts/min
[2025-12-02T20:53:38.177693] [DEBUG] [REMOTE    ] ICLN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:38.178498] [DEBUG] [LOCAL     ] Loaded configuration for ICLN: 5 features, N/A% accuracy
[2025-12-02T20:53:38.178547] [INFO ] [LOCAL     ] ICLN: Loaded 5 optimal features with 53.10% confidence from JSON config
[2025-12-02T20:53:38.178595] [DEBUG] [MAG       ] Building data for symbol: ICLN with lookback: 0
[2025-12-02T20:53:38.179374] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:38.179432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:38.181122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:38.181626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:38.182051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:38.182425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:53:38.183800] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:38.195018] [DEBUG] [MAG       ] GERN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:38.227959] [DEBUG] [MAG       ] PRTH: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:38.254761] [INFO ] [LOCAL     ] GERN: Saved forecast.
[2025-12-02T20:53:38.254825] [INFO ] [main      ] GERN: Signal=1 (Conf=80.0%), Magnitude=3.45% (Conf=40.2312%)
[2025-12-02T20:53:38.255157] [INFO ] [main      ] Fetching symbol history for BLRX...
[2025-12-02T20:53:38.255204] [DEBUG] [REMOTE    ] BLRX: Fetching historical data.
[2025-12-02T20:53:38.255651] [INFO ] [main      ] Progress: 632/965 forecasts completed (65.5%). GERN finished in 0.6s. ETA: 54.7s. Rate: 364.96 forecasts/min
[2025-12-02T20:53:38.267068] [DEBUG] [REMOTE    ] BLRX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:38.268207] [DEBUG] [LOCAL     ] Loaded configuration for BLRX: 10 features, N/A% accuracy
[2025-12-02T20:53:38.268263] [INFO ] [LOCAL     ] BLRX: Loaded 10 optimal features with 47.40% confidence from JSON config
[2025-12-02T20:53:38.268293] [DEBUG] [MAG       ] Building data for symbol: BLRX with lookback: 0
[2025-12-02T20:53:38.269105] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-02T20:53:38.269170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:38.273893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:38.275658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:38.276157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:38.276600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:38.276985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:38.298641] [INFO ] [LOCAL     ] PRTH: Saved forecast.
[2025-12-02T20:53:38.298705] [INFO ] [main      ] PRTH: Signal=1 (Conf=80.0%), Magnitude=-2.49% (Conf=51.8244%)
[2025-12-02T20:53:38.298859] [INFO ] [main      ] Fetching symbol history for AGEN...
[2025-12-02T20:53:38.298901] [DEBUG] [REMOTE    ] AGEN: Fetching historical data.
[2025-12-02T20:53:38.300744] [INFO ] [main      ] Progress: 633/965 forecasts completed (65.6%). PRTH finished in 0.6s. ETA: 54.5s. Rate: 365.38 forecasts/min
[2025-12-02T20:53:38.309385] [DEBUG] [REMOTE    ] AGEN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:38.310382] [DEBUG] [LOCAL     ] Loaded configuration for AGEN: 2 features, N/A% accuracy
[2025-12-02T20:53:38.310432] [INFO ] [LOCAL     ] AGEN: Loaded 2 optimal features with 50.89% confidence from JSON config
[2025-12-02T20:53:38.310463] [DEBUG] [MAG       ] Building data for symbol: AGEN with lookback: 0
[2025-12-02T20:53:38.311224] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:53:38.311279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:38.316006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:53:38.318051] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:38.386361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:53:38.461190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:53:38.461891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:53:38.464603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:53:38.465300] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:38.494614] [DEBUG] [MAG       ] INDY: Last date is validated at 2025-12-02
[2025-12-02T20:53:38.527762] [DEBUG] [MAG       ] ICLN: Last date is validated at 2025-12-02
[2025-12-02T20:53:38.653143] [DEBUG] [MAG       ] AGEN: Last date is validated at 2025-12-02
[2025-12-02T20:53:38.663881] [DEBUG] [MAG       ] INDY: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:38.696816] [DEBUG] [MAG       ] ICLN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:38.738248] [INFO ] [LOCAL     ] INDY: Saved forecast.
[2025-12-02T20:53:38.738320] [INFO ] [main      ] INDY: Signal=1 (Conf=80.0%), Magnitude=-0.77% (Conf=63.4522%)
[2025-12-02T20:53:38.738479] [INFO ] [main      ] Fetching symbol history for MPX...
[2025-12-02T20:53:38.738521] [DEBUG] [REMOTE    ] MPX: Fetching historical data.
[2025-12-02T20:53:38.738897] [INFO ] [main      ] Progress: 634/965 forecasts completed (65.7%). INDY finished in 0.6s. ETA: 54.5s. Rate: 364.42 forecasts/min
[2025-12-02T20:53:38.749486] [DEBUG] [REMOTE    ] MPX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:38.750426] [DEBUG] [LOCAL     ] Loaded configuration for MPX: 7 features, N/A% accuracy
[2025-12-02T20:53:38.750475] [INFO ] [LOCAL     ] MPX: Loaded 7 optimal features with 46.85% confidence from JSON config
[2025-12-02T20:53:38.750505] [DEBUG] [MAG       ] Building data for symbol: MPX with lookback: 0
[2025-12-02T20:53:38.751280] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:53:38.751340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:38.756092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:38.759121] [INFO ] [LOCAL     ] ICLN: Saved forecast.
[2025-12-02T20:53:38.759181] [INFO ] [main      ] ICLN: Signal=1 (Conf=80.0%), Magnitude=2.46% (Conf=53.0998%)
[2025-12-02T20:53:38.759499] [INFO ] [main      ] Progress: 635/965 forecasts completed (65.8%). ICLN finished in 0.6s. ETA: 54.3s. Rate: 364.93 forecasts/min
[2025-12-02T20:53:38.759628] [INFO ] [main      ] Fetching symbol history for HD...
[2025-12-02T20:53:38.759670] [DEBUG] [REMOTE    ] HD: Fetching historical data.
[2025-12-02T20:53:38.770893] [DEBUG] [REMOTE    ] HD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:38.771670] [DEBUG] [LOCAL     ] Loaded configuration for HD: 6 features, N/A% accuracy
[2025-12-02T20:53:38.771724] [INFO ] [LOCAL     ] HD: Loaded 6 optimal features with 62.38% confidence from JSON config
[2025-12-02T20:53:38.771756] [DEBUG] [MAG       ] Building data for symbol: HD with lookback: 0
[2025-12-02T20:53:38.772565] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:38.772657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:38.777656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:38.778647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:38.781110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:53:38.782341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:53:38.783000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:53:38.784542] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:38.801086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:53:38.802395] [DEBUG] [MAG       ] BLRX: Last date is validated at 2025-12-02
[2025-12-02T20:53:38.803987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:53:38.805004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:53:38.806930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:53:38.807570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:53:38.808712] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:38.820686] [DEBUG] [MAG       ] AGEN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:38.888332] [INFO ] [LOCAL     ] AGEN: Saved forecast.
[2025-12-02T20:53:38.888396] [INFO ] [main      ] AGEN: Signal=1 (Conf=80.0%), Magnitude=2.42% (Conf=50.8932%)
[2025-12-02T20:53:38.888757] [INFO ] [main      ] Fetching symbol history for OPCH...
[2025-12-02T20:53:38.888805] [DEBUG] [REMOTE    ] OPCH: Fetching historical data.
[2025-12-02T20:53:38.889594] [INFO ] [main      ] Progress: 636/965 forecasts completed (65.9%). AGEN finished in 0.6s. ETA: 54.1s. Rate: 365.05 forecasts/min
[2025-12-02T20:53:38.899437] [DEBUG] [REMOTE    ] OPCH: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:38.900396] [DEBUG] [LOCAL     ] Loaded configuration for OPCH: 2 features, N/A% accuracy
[2025-12-02T20:53:38.900444] [INFO ] [LOCAL     ] OPCH: Loaded 2 optimal features with 50.40% confidence from JSON config
[2025-12-02T20:53:38.900475] [DEBUG] [MAG       ] Building data for symbol: OPCH with lookback: 0
[2025-12-02T20:53:38.901257] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:53:38.901321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:38.902219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:53:38.902925] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:38.971455] [DEBUG] [MAG       ] BLRX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:39.063965] [INFO ] [LOCAL     ] BLRX: Saved forecast.
[2025-12-02T20:53:39.064038] [INFO ] [main      ] BLRX: Signal=1 (Conf=80.0%), Magnitude=-3.26% (Conf=47.4037%)
[2025-12-02T20:53:39.064476] [INFO ] [main      ] Fetching symbol history for REZI...
[2025-12-02T20:53:39.064525] [DEBUG] [REMOTE    ] REZI: Fetching historical data.
[2025-12-02T20:53:39.064666] [INFO ] [main      ] Progress: 637/965 forecasts completed (66.0%). BLRX finished in 0.8s. ETA: 53.9s. Rate: 365.01 forecasts/min
[2025-12-02T20:53:39.075525] [DEBUG] [REMOTE    ] REZI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:39.076623] [DEBUG] [LOCAL     ] Loaded configuration for REZI: 11 features, N/A% accuracy
[2025-12-02T20:53:39.076677] [INFO ] [LOCAL     ] REZI: Loaded 11 optimal features with 41.33% confidence from JSON config
[2025-12-02T20:53:39.076707] [DEBUG] [MAG       ] Building data for symbol: REZI with lookback: 0
[2025-12-02T20:53:39.077469] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-12-02T20:53:39.077531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:39.079298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:39.079810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:39.080230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:39.080980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:39.083221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:39.138736] [DEBUG] [MAG       ] HD: Last date is validated at 2025-12-02
[2025-12-02T20:53:39.151337] [DEBUG] [MAG       ] MPX: Last date is validated at 2025-12-02
[2025-12-02T20:53:39.191616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:39.240737] [DEBUG] [MAG       ] OPCH: Last date is validated at 2025-12-02
[2025-12-02T20:53:39.241659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:53:39.243097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:53:39.243809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:53:39.244414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:53:39.261793] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:39.310147] [DEBUG] [MAG       ] HD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:39.318732] [DEBUG] [MAG       ] MPX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:39.383148] [INFO ] [LOCAL     ] MPX: Saved forecast.
[2025-12-02T20:53:39.383213] [INFO ] [main      ] MPX: Signal=1 (Conf=80.0%), Magnitude=0.59% (Conf=46.8459%)
[2025-12-02T20:53:39.383553] [INFO ] [main      ] Fetching symbol history for NVX...
[2025-12-02T20:53:39.383621] [DEBUG] [REMOTE    ] NVX: Fetching historical data.
[2025-12-02T20:53:39.384650] [INFO ] [main      ] Progress: 638/965 forecasts completed (66.1%). MPX finished in 0.6s. ETA: 53.8s. Rate: 364.47 forecasts/min
[2025-12-02T20:53:39.394461] [DEBUG] [REMOTE    ] NVX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:39.395345] [DEBUG] [LOCAL     ] Loaded configuration for NVX: 4 features, N/A% accuracy
[2025-12-02T20:53:39.395394] [INFO ] [LOCAL     ] NVX: Loaded 4 optimal features with 48.78% confidence from JSON config
[2025-12-02T20:53:39.395425] [DEBUG] [MAG       ] Building data for symbol: NVX with lookback: 0
[2025-12-02T20:53:39.396172] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:39.396229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:39.400942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:39.403311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:53:39.405259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:53:39.405753] [DEBUG] [MAG       ] OPCH: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:39.405990] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:39.435503] [INFO ] [LOCAL     ] HD: Saved forecast.
[2025-12-02T20:53:39.435587] [INFO ] [main      ] HD: Signal=1 (Conf=80.0%), Magnitude=-2.00% (Conf=62.3761%)
[2025-12-02T20:53:39.435951] [INFO ] [main      ] Fetching symbol history for JANX...
[2025-12-02T20:53:39.436011] [DEBUG] [REMOTE    ] JANX: Fetching historical data.
[2025-12-02T20:53:39.436022] [INFO ] [main      ] Progress: 639/965 forecasts completed (66.2%). HD finished in 0.7s. ETA: 53.6s. Rate: 364.86 forecasts/min
[2025-12-02T20:53:39.447817] [DEBUG] [REMOTE    ] JANX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:39.448964] [DEBUG] [LOCAL     ] Loaded configuration for JANX: 4 features, N/A% accuracy
[2025-12-02T20:53:39.449028] [INFO ] [LOCAL     ] JANX: Loaded 4 optimal features with 64.91% confidence from JSON config
[2025-12-02T20:53:39.449066] [DEBUG] [MAG       ] Building data for symbol: JANX with lookback: 0
[2025-12-02T20:53:39.449922] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:39.449982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:39.450747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:39.489603] [INFO ] [LOCAL     ] OPCH: Saved forecast.
[2025-12-02T20:53:39.489669] [INFO ] [main      ] OPCH: Signal=1 (Conf=80.0%), Magnitude=-0.47% (Conf=50.4043%)
[2025-12-02T20:53:39.489823] [INFO ] [main      ] Fetching symbol history for TDY...
[2025-12-02T20:53:39.489865] [DEBUG] [REMOTE    ] TDY: Fetching historical data.
[2025-12-02T20:53:39.490874] [INFO ] [main      ] Progress: 640/965 forecasts completed (66.3%). OPCH finished in 0.6s. ETA: 53.4s. Rate: 365.24 forecasts/min
[2025-12-02T20:53:39.499548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:53:39.500552] [DEBUG] [REMOTE    ] TDY: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:39.501605] [DEBUG] [LOCAL     ] Loaded configuration for TDY: 9 features, N/A% accuracy
[2025-12-02T20:53:39.501654] [INFO ] [LOCAL     ] TDY: Loaded 9 optimal features with 63.42% confidence from JSON config
[2025-12-02T20:53:39.501685] [DEBUG] [MAG       ] Building data for symbol: TDY with lookback: 0
[2025-12-02T20:53:39.502640] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:53:39.502700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:39.502941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:53:39.503948] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:39.504707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:39.505196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:39.505639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:39.506017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:39.506765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:39.507790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:53:39.508840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:53:39.510061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:53:39.513131] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:39.597551] [DEBUG] [MAG       ] REZI: Last date is validated at 2025-12-02
[2025-12-02T20:53:39.739675] [DEBUG] [MAG       ] NVX: Last date is validated at 2025-12-02
[2025-12-02T20:53:39.764350] [DEBUG] [MAG       ] REZI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:39.849387] [DEBUG] [MAG       ] TDY: Last date is validated at 2025-12-02
[2025-12-02T20:53:39.855286] [DEBUG] [MAG       ] JANX: Last date is validated at 2025-12-02
[2025-12-02T20:53:39.864561] [INFO ] [LOCAL     ] REZI: Saved forecast.
[2025-12-02T20:53:39.864644] [INFO ] [main      ] REZI: Signal=1 (Conf=80.0%), Magnitude=0.67% (Conf=41.3326%)
[2025-12-02T20:53:39.864974] [INFO ] [main      ] Fetching symbol history for DARE...
[2025-12-02T20:53:39.865022] [DEBUG] [REMOTE    ] DARE: Fetching historical data.
[2025-12-02T20:53:39.865650] [INFO ] [main      ] Progress: 641/965 forecasts completed (66.4%). REZI finished in 0.8s. ETA: 53.3s. Rate: 364.51 forecasts/min
[2025-12-02T20:53:39.875927] [DEBUG] [REMOTE    ] DARE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:39.876963] [DEBUG] [LOCAL     ] Loaded configuration for DARE: 3 features, N/A% accuracy
[2025-12-02T20:53:39.877032] [INFO ] [LOCAL     ] DARE: Loaded 3 optimal features with 69.44% confidence from JSON config
[2025-12-02T20:53:39.877070] [DEBUG] [MAG       ] Building data for symbol: DARE with lookback: 0
[2025-12-02T20:53:39.877859] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:53:39.877926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:39.878667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:53:39.881336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:53:39.882093] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:39.908936] [DEBUG] [MAG       ] NVX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:39.971057] [INFO ] [LOCAL     ] NVX: Saved forecast.
[2025-12-02T20:53:39.971128] [INFO ] [main      ] NVX: Signal=1 (Conf=80.0%), Magnitude=0.07% (Conf=48.7778%)
[2025-12-02T20:53:39.971489] [INFO ] [main      ] Fetching symbol history for FE...
[2025-12-02T20:53:39.971539] [DEBUG] [REMOTE    ] FE: Fetching historical data.
[2025-12-02T20:53:39.971632] [INFO ] [main      ] Progress: 642/965 forecasts completed (66.5%). NVX finished in 0.6s. ETA: 53.1s. Rate: 364.72 forecasts/min
[2025-12-02T20:53:39.982518] [DEBUG] [REMOTE    ] FE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:39.983484] [DEBUG] [LOCAL     ] Loaded configuration for FE: 6 features, N/A% accuracy
[2025-12-02T20:53:39.983534] [INFO ] [LOCAL     ] FE: Loaded 6 optimal features with 73.37% confidence from JSON config
[2025-12-02T20:53:39.983565] [DEBUG] [MAG       ] Building data for symbol: FE with lookback: 0
[2025-12-02T20:53:39.984329] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:39.984389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:39.986029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:39.986509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:40.017124] [DEBUG] [MAG       ] TDY: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:40.031032] [DEBUG] [MAG       ] JANX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:40.100184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:40.102191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:40.151032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:53:40.151819] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:40.157349] [INFO ] [LOCAL     ] TDY: Saved forecast.
[2025-12-02T20:53:40.157429] [INFO ] [main      ] TDY: Signal=1 (Conf=80.0%), Magnitude=0.08% (Conf=63.4188%)
[2025-12-02T20:53:40.157753] [INFO ] [main      ] Fetching symbol history for SBCF...
[2025-12-02T20:53:40.157801] [DEBUG] [REMOTE    ] SBCF: Fetching historical data.
[2025-12-02T20:53:40.157807] [INFO ] [LOCAL     ] JANX: Saved forecast.
[2025-12-02T20:53:40.157873] [INFO ] [main      ] JANX: Signal=1 (Conf=80.0%), Magnitude=-4.48% (Conf=64.9069%)
[2025-12-02T20:53:40.158060] [INFO ] [main      ] Fetching symbol history for PDEX...
[2025-12-02T20:53:40.158106] [DEBUG] [REMOTE    ] PDEX: Fetching historical data.
[2025-12-02T20:53:40.158724] [INFO ] [main      ] Progress: 643/965 forecasts completed (66.6%). TDY finished in 0.7s. ETA: 53.0s. Rate: 364.64 forecasts/min
[2025-12-02T20:53:40.158806] [INFO ] [main      ] Progress: 644/965 forecasts completed (66.7%). JANX finished in 0.7s. ETA: 52.7s. Rate: 365.20 forecasts/min
[2025-12-02T20:53:40.168450] [DEBUG] [REMOTE    ] SBCF: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:40.169236] [DEBUG] [REMOTE    ] PDEX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:40.169468] [DEBUG] [LOCAL     ] Loaded configuration for SBCF: 6 features, N/A% accuracy
[2025-12-02T20:53:40.170090] [INFO ] [LOCAL     ] SBCF: Loaded 6 optimal features with 68.25% confidence from JSON config
[2025-12-02T20:53:40.170128] [DEBUG] [MAG       ] Building data for symbol: SBCF with lookback: 0
[2025-12-02T20:53:40.170229] [DEBUG] [LOCAL     ] Loaded configuration for PDEX: 7 features, N/A% accuracy
[2025-12-02T20:53:40.170291] [INFO ] [LOCAL     ] PDEX: Loaded 7 optimal features with 55.39% confidence from JSON config
[2025-12-02T20:53:40.170324] [DEBUG] [MAG       ] Building data for symbol: PDEX with lookback: 0
[2025-12-02T20:53:40.170928] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:40.170990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:40.171139] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:53:40.171203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:40.176151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:40.178347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:40.178837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:40.179226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:40.181064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:40.182933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:40.183409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:40.217465] [DEBUG] [MAG       ] DARE: Last date is validated at 2025-12-02
[2025-12-02T20:53:40.292885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:40.293535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:53:40.294813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:53:40.296507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:53:40.297712] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:40.297905] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:40.385894] [DEBUG] [MAG       ] DARE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:40.442151] [INFO ] [LOCAL     ] DARE: Saved forecast.
[2025-12-02T20:53:40.442214] [INFO ] [main      ] DARE: Signal=1 (Conf=80.0%), Magnitude=4.95% (Conf=69.4382%)
[2025-12-02T20:53:40.442894] [INFO ] [main      ] Fetching symbol history for PNTG...
[2025-12-02T20:53:40.442943] [DEBUG] [REMOTE    ] PNTG: Fetching historical data.
[2025-12-02T20:53:40.444635] [INFO ] [main      ] Progress: 645/965 forecasts completed (66.8%). DARE finished in 0.6s. ETA: 52.6s. Rate: 364.79 forecasts/min
[2025-12-02T20:53:40.453992] [DEBUG] [REMOTE    ] PNTG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:40.454941] [DEBUG] [LOCAL     ] Loaded configuration for PNTG: 1 features, N/A% accuracy
[2025-12-02T20:53:40.454997] [INFO ] [LOCAL     ] PNTG: Loaded 1 optimal features with 58.86% confidence from JSON config
[2025-12-02T20:53:40.455028] [DEBUG] [MAG       ] Building data for symbol: PNTG with lookback: 0
[2025-12-02T20:53:40.455800] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:53:40.455862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:40.460706] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:40.498026] [DEBUG] [MAG       ] FE: Last date is validated at 2025-12-02
[2025-12-02T20:53:40.635108] [DEBUG] [MAG       ] SBCF: Last date is validated at 2025-12-02
[2025-12-02T20:53:40.641275] [DEBUG] [MAG       ] PDEX: Last date is validated at 2025-12-02
[2025-12-02T20:53:40.665787] [DEBUG] [MAG       ] FE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:40.739609] [INFO ] [LOCAL     ] FE: Saved forecast.
[2025-12-02T20:53:40.739675] [INFO ] [main      ] FE: Signal=1 (Conf=80.0%), Magnitude=-1.12% (Conf=73.3665%)
[2025-12-02T20:53:40.739830] [INFO ] [main      ] Fetching symbol history for MEOH...
[2025-12-02T20:53:40.739872] [DEBUG] [REMOTE    ] MEOH: Fetching historical data.
[2025-12-02T20:53:40.740848] [INFO ] [main      ] Progress: 646/965 forecasts completed (66.9%). FE finished in 0.8s. ETA: 52.5s. Rate: 364.33 forecasts/min
[2025-12-02T20:53:40.751644] [DEBUG] [REMOTE    ] MEOH: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:40.752521] [DEBUG] [LOCAL     ] Loaded configuration for MEOH: 5 features, N/A% accuracy
[2025-12-02T20:53:40.752604] [INFO ] [LOCAL     ] MEOH: Loaded 5 optimal features with 45.51% confidence from JSON config
[2025-12-02T20:53:40.752640] [DEBUG] [MAG       ] Building data for symbol: MEOH with lookback: 0
[2025-12-02T20:53:40.753413] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:40.753471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:40.755111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:40.755624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:40.755998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:53:40.756649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:53:40.758743] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:40.797218] [DEBUG] [MAG       ] PNTG: Last date is validated at 2025-12-02
[2025-12-02T20:53:40.802164] [DEBUG] [MAG       ] SBCF: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:40.807738] [DEBUG] [MAG       ] PDEX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:40.881838] [INFO ] [LOCAL     ] SBCF: Saved forecast.
[2025-12-02T20:53:40.881902] [INFO ] [main      ] SBCF: Signal=1 (Conf=80.0%), Magnitude=2.12% (Conf=68.2545%)
[2025-12-02T20:53:40.882231] [INFO ] [main      ] Fetching symbol history for SPNS...
[2025-12-02T20:53:40.882279] [DEBUG] [REMOTE    ] SPNS: Fetching historical data.
[2025-12-02T20:53:40.882649] [INFO ] [main      ] Progress: 647/965 forecasts completed (67.0%). SBCF finished in 0.7s. ETA: 52.4s. Rate: 364.41 forecasts/min
[2025-12-02T20:53:40.893618] [DEBUG] [REMOTE    ] SPNS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:40.894391] [DEBUG] [LOCAL     ] Loaded configuration for SPNS: 9 features, N/A% accuracy
[2025-12-02T20:53:40.894439] [INFO ] [LOCAL     ] SPNS: Loaded 9 optimal features with 28.87% confidence from JSON config
[2025-12-02T20:53:40.894469] [DEBUG] [MAG       ] Building data for symbol: SPNS with lookback: 0
[2025-12-02T20:53:40.895237] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:53:40.895303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:40.900020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:40.901747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:40.902203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:40.902597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:40.903426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:53:40.904105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:53:40.904772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:53:40.905819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:53:40.907349] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:40.914088] [INFO ] [LOCAL     ] PDEX: Saved forecast.
[2025-12-02T20:53:40.914151] [INFO ] [main      ] PDEX: Signal=1 (Conf=80.0%), Magnitude=0.79% (Conf=55.3867%)
[2025-12-02T20:53:40.914469] [INFO ] [main      ] Fetching symbol history for DERM...
[2025-12-02T20:53:40.914517] [DEBUG] [REMOTE    ] DERM: Fetching historical data.
[2025-12-02T20:53:40.915473] [INFO ] [main      ] Progress: 648/965 forecasts completed (67.2%). PDEX finished in 0.8s. ETA: 52.1s. Rate: 364.86 forecasts/min
[2025-12-02T20:53:40.925990] [DEBUG] [REMOTE    ] DERM: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:40.927028] [DEBUG] [LOCAL     ] Loaded configuration for DERM: 6 features, N/A% accuracy
[2025-12-02T20:53:40.927079] [INFO ] [LOCAL     ] DERM: Loaded 6 optimal features with 58.97% confidence from JSON config
[2025-12-02T20:53:40.927110] [DEBUG] [MAG       ] Building data for symbol: DERM with lookback: 0
[2025-12-02T20:53:40.927884] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:40.927943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:40.932777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:40.934513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:40.934985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:40.935354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:40.936060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:53:40.936968] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:40.967258] [DEBUG] [MAG       ] PNTG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:41.042342] [INFO ] [LOCAL     ] PNTG: Saved forecast.
[2025-12-02T20:53:41.042415] [INFO ] [main      ] PNTG: Signal=1 (Conf=80.0%), Magnitude=1.61% (Conf=58.8554%)
[2025-12-02T20:53:41.042777] [INFO ] [main      ] Fetching symbol history for VWOB...
[2025-12-02T20:53:41.042827] [DEBUG] [REMOTE    ] VWOB: Fetching historical data.
[2025-12-02T20:53:41.043659] [INFO ] [main      ] Progress: 649/965 forecasts completed (67.3%). PNTG finished in 0.6s. ETA: 51.9s. Rate: 364.99 forecasts/min
[2025-12-02T20:53:41.054201] [DEBUG] [REMOTE    ] VWOB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:41.055210] [DEBUG] [LOCAL     ] Loaded configuration for VWOB: 9 features, N/A% accuracy
[2025-12-02T20:53:41.055263] [INFO ] [LOCAL     ] VWOB: Loaded 9 optimal features with 75.01% confidence from JSON config
[2025-12-02T20:53:41.055292] [DEBUG] [MAG       ] Building data for symbol: VWOB with lookback: 0
[2025-12-02T20:53:41.056084] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:53:41.056148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:41.060922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:41.062743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:41.063220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:41.063616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:41.094905] [DEBUG] [MAG       ] MEOH: Last date is validated at 2025-12-02
[2025-12-02T20:53:41.170909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:53:41.172101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:53:41.173290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:53:41.174566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:53:41.177214] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:41.239312] [DEBUG] [MAG       ] SPNS: Last date is validated at 2025-12-02
[2025-12-02T20:53:41.270723] [DEBUG] [MAG       ] MEOH: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:41.285874] [DEBUG] [MAG       ] DERM: Last date is validated at 2025-12-02
[2025-12-02T20:53:41.360220] [INFO ] [LOCAL     ] MEOH: Saved forecast.
[2025-12-02T20:53:41.360287] [INFO ] [main      ] MEOH: Signal=1 (Conf=80.0%), Magnitude=1.50% (Conf=45.5074%)
[2025-12-02T20:53:41.360445] [INFO ] [main      ] Fetching symbol history for FANG...
[2025-12-02T20:53:41.360486] [DEBUG] [REMOTE    ] FANG: Fetching historical data.
[2025-12-02T20:53:41.362717] [INFO ] [main      ] Progress: 650/965 forecasts completed (67.4%). MEOH finished in 0.6s. ETA: 51.9s. Rate: 364.46 forecasts/min
[2025-12-02T20:53:41.371986] [DEBUG] [REMOTE    ] FANG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:41.372920] [DEBUG] [LOCAL     ] Loaded configuration for FANG: 2 features, N/A% accuracy
[2025-12-02T20:53:41.372970] [INFO ] [LOCAL     ] FANG: Loaded 2 optimal features with 48.69% confidence from JSON config
[2025-12-02T20:53:41.373001] [DEBUG] [MAG       ] Building data for symbol: FANG with lookback: 0
[2025-12-02T20:53:41.373788] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:53:41.373844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:53:41.407686] [DEBUG] [MAG       ] SPNS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:41.450639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:53:41.454643] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:41.461592] [DEBUG] [MAG       ] DERM: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:41.515077] [DEBUG] [MAG       ] VWOB: Last date is validated at 2025-12-02
[2025-12-02T20:53:41.524262] [INFO ] [LOCAL     ] SPNS: Saved forecast.
[2025-12-02T20:53:41.524328] [INFO ] [main      ] SPNS: Signal=1 (Conf=80.0%), Magnitude=-5.99% (Conf=28.8662%)
[2025-12-02T20:53:41.524668] [INFO ] [main      ] Fetching symbol history for UZE...
[2025-12-02T20:53:41.524717] [DEBUG] [REMOTE    ] UZE: Fetching historical data.
[2025-12-02T20:53:41.524698] [INFO ] [main      ] Progress: 651/965 forecasts completed (67.5%). SPNS finished in 0.6s. ETA: 51.7s. Rate: 364.47 forecasts/min
[2025-12-02T20:53:41.534926] [INFO ] [LOCAL     ] DERM: Saved forecast.
[2025-12-02T20:53:41.534990] [INFO ] [main      ] DERM: Signal=1 (Conf=80.0%), Magnitude=-0.62% (Conf=58.9714%)
[2025-12-02T20:53:41.535149] [INFO ] [main      ] Fetching symbol history for TPGXL...
[2025-12-02T20:53:41.535193] [DEBUG] [REMOTE    ] TPGXL: Fetching historical data.
[2025-12-02T20:53:41.535293] [DEBUG] [REMOTE    ] UZE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:41.535799] [INFO ] [main      ] Progress: 652/965 forecasts completed (67.6%). DERM finished in 0.6s. ETA: 51.5s. Rate: 364.99 forecasts/min
[2025-12-02T20:53:41.536615] [DEBUG] [LOCAL     ] Loaded configuration for UZE: 4 features, N/A% accuracy
[2025-12-02T20:53:41.536663] [INFO ] [LOCAL     ] UZE: Loaded 4 optimal features with 60.93% confidence from JSON config
[2025-12-02T20:53:41.536693] [DEBUG] [MAG       ] Building data for symbol: UZE with lookback: 0
[2025-12-02T20:53:41.537469] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:41.537543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:41.542247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:41.544025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:41.544509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:41.544946] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:41.547533] [DEBUG] [REMOTE    ] TPGXL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:41.548684] [DEBUG] [LOCAL     ] Loaded configuration for TPGXL: 8 features, N/A% accuracy
[2025-12-02T20:53:41.548740] [INFO ] [LOCAL     ] TPGXL: Loaded 8 optimal features with 57.50% confidence from JSON config
[2025-12-02T20:53:41.548772] [DEBUG] [MAG       ] Building data for symbol: TPGXL with lookback: 0
[2025-12-02T20:53:41.549611] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:53:41.549685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:41.554905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:41.556748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:41.557237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:41.557705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:41.558135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:41.560669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:41.677439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:53:41.678827] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:41.688550] [DEBUG] [MAG       ] VWOB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:41.757054] [INFO ] [LOCAL     ] VWOB: Saved forecast.
[2025-12-02T20:53:41.757116] [INFO ] [main      ] VWOB: Signal=1 (Conf=80.0%), Magnitude=0.26% (Conf=75.0092%)
[2025-12-02T20:53:41.757450] [INFO ] [main      ] Fetching symbol history for AIZN...
[2025-12-02T20:53:41.757498] [DEBUG] [REMOTE    ] AIZN: Fetching historical data.
[2025-12-02T20:53:41.757662] [INFO ] [main      ] Progress: 653/965 forecasts completed (67.7%). VWOB finished in 0.7s. ETA: 51.3s. Rate: 364.80 forecasts/min
[2025-12-02T20:53:41.768612] [DEBUG] [REMOTE    ] AIZN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:41.769564] [DEBUG] [LOCAL     ] Loaded configuration for AIZN: 6 features, N/A% accuracy
[2025-12-02T20:53:41.769639] [INFO ] [LOCAL     ] AIZN: Loaded 6 optimal features with 54.07% confidence from JSON config
[2025-12-02T20:53:41.769670] [DEBUG] [MAG       ] Building data for symbol: AIZN with lookback: 0
[2025-12-02T20:53:41.770431] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:41.770492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:41.771362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:41.773815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:53:41.775093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:53:41.778240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:53:41.780532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:41.782221] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:41.791459] [DEBUG] [MAG       ] FANG: Last date is validated at 2025-12-02
[2025-12-02T20:53:41.882129] [DEBUG] [MAG       ] UZE: Last date is validated at 2025-12-02
[2025-12-02T20:53:41.960922] [DEBUG] [MAG       ] FANG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:42.042116] [DEBUG] [MAG       ] TPGXL: Last date is validated at 2025-12-02
[2025-12-02T20:53:42.053431] [DEBUG] [MAG       ] UZE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:42.094044] [INFO ] [LOCAL     ] FANG: Saved forecast.
[2025-12-02T20:53:42.094115] [INFO ] [main      ] FANG: Signal=1 (Conf=80.0%), Magnitude=-1.90% (Conf=48.687%)
[2025-12-02T20:53:42.094284] [INFO ] [main      ] Fetching symbol history for PZZA...
[2025-12-02T20:53:42.094329] [DEBUG] [REMOTE    ] PZZA: Fetching historical data.
[2025-12-02T20:53:42.094961] [INFO ] [main      ] Progress: 654/965 forecasts completed (67.8%). FANG finished in 0.7s. ETA: 51.2s. Rate: 364.21 forecasts/min
[2025-12-02T20:53:42.106635] [DEBUG] [REMOTE    ] PZZA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:42.108120] [DEBUG] [LOCAL     ] Loaded configuration for PZZA: 1 features, N/A% accuracy
[2025-12-02T20:53:42.108173] [INFO ] [LOCAL     ] PZZA: Loaded 1 optimal features with 49.76% confidence from JSON config
[2025-12-02T20:53:42.108205] [DEBUG] [MAG       ] Building data for symbol: PZZA with lookback: 0
[2025-12-02T20:53:42.109238] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:53:42.109296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:53:42.112063] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:42.118676] [INFO ] [LOCAL     ] UZE: Saved forecast.
[2025-12-02T20:53:42.118761] [INFO ] [main      ] UZE: Signal=1 (Conf=80.0%), Magnitude=0.27% (Conf=60.9348%)
[2025-12-02T20:53:42.119092] [INFO ] [main      ] Fetching symbol history for BIOX...
[2025-12-02T20:53:42.119142] [DEBUG] [REMOTE    ] BIOX: Fetching historical data.
[2025-12-02T20:53:42.120035] [INFO ] [main      ] Progress: 655/965 forecasts completed (67.9%). UZE finished in 0.6s. ETA: 51.0s. Rate: 364.68 forecasts/min
[2025-12-02T20:53:42.131740] [DEBUG] [REMOTE    ] BIOX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:42.132632] [DEBUG] [LOCAL     ] Loaded configuration for BIOX: 8 features, N/A% accuracy
[2025-12-02T20:53:42.132684] [INFO ] [LOCAL     ] BIOX: Loaded 8 optimal features with 54.51% confidence from JSON config
[2025-12-02T20:53:42.132716] [DEBUG] [MAG       ] Building data for symbol: BIOX with lookback: 0
[2025-12-02T20:53:42.133503] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:53:42.133565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:42.138497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:42.140358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:42.140858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:42.141253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:42.142130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:53:42.142918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:53:42.144125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:53:42.157901] [DEBUG] [MAG       ] AIZN: Last date is validated at 2025-12-02
[2025-12-02T20:53:42.162191] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:42.226898] [DEBUG] [MAG       ] TPGXL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:42.294093] [INFO ] [LOCAL     ] TPGXL: Saved forecast.
[2025-12-02T20:53:42.294165] [INFO ] [main      ] TPGXL: Signal=1 (Conf=80.0%), Magnitude=0.06% (Conf=57.5006%)
[2025-12-02T20:53:42.294532] [INFO ] [main      ] Fetching symbol history for NCTY...
[2025-12-02T20:53:42.294601] [DEBUG] [REMOTE    ] NCTY: Fetching historical data.
[2025-12-02T20:53:42.294668] [INFO ] [main      ] Progress: 656/965 forecasts completed (68.0%). TPGXL finished in 0.8s. ETA: 50.8s. Rate: 364.65 forecasts/min
[2025-12-02T20:53:42.308052] [DEBUG] [REMOTE    ] NCTY: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:42.309106] [DEBUG] [LOCAL     ] Loaded configuration for NCTY: 5 features, N/A% accuracy
[2025-12-02T20:53:42.309160] [INFO ] [LOCAL     ] NCTY: Loaded 5 optimal features with 55.93% confidence from JSON config
[2025-12-02T20:53:42.309191] [DEBUG] [MAG       ] Building data for symbol: NCTY with lookback: 0
[2025-12-02T20:53:42.310016] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:42.310075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:42.310971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:42.312841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:53:42.313677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:53:42.314375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:53:42.315823] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:42.338924] [DEBUG] [MAG       ] AIZN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:42.406181] [INFO ] [LOCAL     ] AIZN: Saved forecast.
[2025-12-02T20:53:42.406253] [INFO ] [main      ] AIZN: Signal=1 (Conf=80.0%), Magnitude=0.30% (Conf=54.0706%)
[2025-12-02T20:53:42.406706] [INFO ] [main      ] Fetching symbol history for VTRS...
[2025-12-02T20:53:42.406769] [DEBUG] [REMOTE    ] VTRS: Fetching historical data.
[2025-12-02T20:53:42.407663] [INFO ] [main      ] Progress: 657/965 forecasts completed (68.1%). AIZN finished in 0.6s. ETA: 50.7s. Rate: 364.82 forecasts/min
[2025-12-02T20:53:42.420438] [DEBUG] [REMOTE    ] VTRS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:42.421451] [DEBUG] [LOCAL     ] Loaded configuration for VTRS: 9 features, N/A% accuracy
[2025-12-02T20:53:42.421511] [INFO ] [LOCAL     ] VTRS: Loaded 9 optimal features with 60.75% confidence from JSON config
[2025-12-02T20:53:42.421543] [DEBUG] [MAG       ] Building data for symbol: VTRS with lookback: 0
[2025-12-02T20:53:42.422366] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:53:42.422431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:42.429215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:42.431938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:42.432644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:42.433192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:42.436676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:53:42.439727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:53:42.446044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:53:42.447776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:53:42.450092] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:42.463225] [DEBUG] [MAG       ] PZZA: Last date is validated at 2025-12-02
[2025-12-02T20:53:42.524694] [DEBUG] [MAG       ] BIOX: Last date is validated at 2025-12-02
[2025-12-02T20:53:42.671699] [DEBUG] [MAG       ] PZZA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:42.679552] [DEBUG] [MAG       ] NCTY: Last date is validated at 2025-12-02
[2025-12-02T20:53:42.718918] [DEBUG] [MAG       ] BIOX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:42.776635] [INFO ] [LOCAL     ] PZZA: Saved forecast.
[2025-12-02T20:53:42.776708] [INFO ] [main      ] PZZA: Signal=1 (Conf=80.0%), Magnitude=1.00% (Conf=49.7611%)
[2025-12-02T20:53:42.776887] [INFO ] [main      ] Fetching symbol history for PKOH...
[2025-12-02T20:53:42.776933] [DEBUG] [REMOTE    ] PKOH: Fetching historical data.
[2025-12-02T20:53:42.777976] [INFO ] [main      ] Progress: 658/965 forecasts completed (68.2%). PZZA finished in 0.7s. ETA: 50.6s. Rate: 364.13 forecasts/min
[2025-12-02T20:53:42.789396] [DEBUG] [REMOTE    ] PKOH: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:42.793392] [DEBUG] [LOCAL     ] Loaded configuration for PKOH: 6 features, N/A% accuracy
[2025-12-02T20:53:42.793477] [INFO ] [LOCAL     ] PKOH: Loaded 6 optimal features with 51.78% confidence from JSON config
[2025-12-02T20:53:42.793512] [DEBUG] [MAG       ] Building data for symbol: PKOH with lookback: 0
[2025-12-02T20:53:42.794518] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:42.794606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:42.797114] [INFO ] [LOCAL     ] BIOX: Saved forecast.
[2025-12-02T20:53:42.797191] [INFO ] [main      ] BIOX: Signal=1 (Conf=80.0%), Magnitude=-13.71% (Conf=54.5143%)
[2025-12-02T20:53:42.797601] [INFO ] [main      ] Fetching symbol history for TDG...
[2025-12-02T20:53:42.797654] [DEBUG] [REMOTE    ] TDG: Fetching historical data.
[2025-12-02T20:53:42.797663] [INFO ] [main      ] Progress: 659/965 forecasts completed (68.3%). BIOX finished in 0.7s. ETA: 50.4s. Rate: 364.62 forecasts/min
[2025-12-02T20:53:42.799895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:42.801839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:42.802366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:42.802786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:42.803718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:53:42.805143] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:42.814995] [DEBUG] [REMOTE    ] TDG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:42.816177] [DEBUG] [LOCAL     ] Loaded configuration for TDG: 4 features, N/A% accuracy
[2025-12-02T20:53:42.816253] [INFO ] [LOCAL     ] TDG: Loaded 4 optimal features with 59.97% confidence from JSON config
[2025-12-02T20:53:42.816303] [DEBUG] [MAG       ] Building data for symbol: TDG with lookback: 0
[2025-12-02T20:53:42.817491] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:42.822545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:42.830351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:42.832013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:42.834449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:53:42.835410] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:42.898632] [DEBUG] [MAG       ] NCTY: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:42.922711] [DEBUG] [MAG       ] VTRS: Last date is validated at 2025-12-02
[2025-12-02T20:53:43.011619] [INFO ] [LOCAL     ] NCTY: Saved forecast.
[2025-12-02T20:53:43.011716] [INFO ] [main      ] NCTY: Signal=1 (Conf=80.0%), Magnitude=-1.08% (Conf=55.9296%)
[2025-12-02T20:53:43.012302] [INFO ] [main      ] Fetching symbol history for JIVE...
[2025-12-02T20:53:43.012372] [DEBUG] [REMOTE    ] JIVE: Fetching historical data.
[2025-12-02T20:53:43.012668] [INFO ] [main      ] Progress: 660/965 forecasts completed (68.4%). NCTY finished in 0.7s. ETA: 50.2s. Rate: 364.45 forecasts/min
[2025-12-02T20:53:43.028909] [DEBUG] [REMOTE    ] JIVE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:43.030219] [DEBUG] [LOCAL     ] Loaded configuration for JIVE: 6 features, N/A% accuracy
[2025-12-02T20:53:43.030297] [INFO ] [LOCAL     ] JIVE: Loaded 6 optimal features with 68.97% confidence from JSON config
[2025-12-02T20:53:43.030348] [DEBUG] [MAG       ] Building data for symbol: JIVE with lookback: 0
[2025-12-02T20:53:43.031802] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:43.031884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:43.038974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:43.040442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:43.127783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:53:43.131066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:53:43.132804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:43.134750] [DEBUG] [MAG       ] VTRS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:43.135892] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:43.178678] [DEBUG] [MAG       ] PKOH: Last date is validated at 2025-12-02
[2025-12-02T20:53:43.220893] [INFO ] [LOCAL     ] VTRS: Saved forecast.
[2025-12-02T20:53:43.220961] [INFO ] [main      ] VTRS: Signal=1 (Conf=80.0%), Magnitude=1.97% (Conf=60.7463%)
[2025-12-02T20:53:43.221326] [INFO ] [main      ] Fetching symbol history for DLNG...
[2025-12-02T20:53:43.221379] [DEBUG] [REMOTE    ] DLNG: Fetching historical data.
[2025-12-02T20:53:43.221674] [INFO ] [main      ] Progress: 661/965 forecasts completed (68.5%). VTRS finished in 0.8s. ETA: 50.1s. Rate: 364.30 forecasts/min
[2025-12-02T20:53:43.232520] [DEBUG] [REMOTE    ] DLNG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:43.233397] [DEBUG] [LOCAL     ] Loaded configuration for DLNG: 3 features, N/A% accuracy
[2025-12-02T20:53:43.233486] [INFO ] [LOCAL     ] DLNG: Loaded 3 optimal features with 53.38% confidence from JSON config
[2025-12-02T20:53:43.233522] [DEBUG] [MAG       ] Building data for symbol: DLNG with lookback: 0
[2025-12-02T20:53:43.234361] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:53:43.234423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:43.235179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:43.237938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:43.239230] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:43.312365] [DEBUG] [MAG       ] TDG: Last date is validated at 2025-12-02
[2025-12-02T20:53:43.370317] [DEBUG] [MAG       ] PKOH: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:43.450467] [INFO ] [LOCAL     ] PKOH: Saved forecast.
[2025-12-02T20:53:43.450539] [INFO ] [main      ] PKOH: Signal=1 (Conf=80.0%), Magnitude=-1.89% (Conf=51.784%)
[2025-12-02T20:53:43.450728] [INFO ] [main      ] Fetching symbol history for CAE...
[2025-12-02T20:53:43.450774] [DEBUG] [REMOTE    ] CAE: Fetching historical data.
[2025-12-02T20:53:43.452159] [INFO ] [main      ] Progress: 662/965 forecasts completed (68.6%). PKOH finished in 0.7s. ETA: 49.9s. Rate: 364.08 forecasts/min
[2025-12-02T20:53:43.463340] [DEBUG] [REMOTE    ] CAE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:43.464360] [DEBUG] [LOCAL     ] Loaded configuration for CAE: 6 features, N/A% accuracy
[2025-12-02T20:53:43.464416] [INFO ] [LOCAL     ] CAE: Loaded 6 optimal features with 55.46% confidence from JSON config
[2025-12-02T20:53:43.464449] [DEBUG] [MAG       ] Building data for symbol: CAE with lookback: 0
[2025-12-02T20:53:43.465283] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:43.465346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:43.470411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:43.471753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:43.472602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:43.506720] [DEBUG] [MAG       ] TDG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:43.547384] [DEBUG] [MAG       ] JIVE: Last date is validated at 2025-12-02
[2025-12-02T20:53:43.587292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:53:43.619417] [DEBUG] [MAG       ] DLNG: Last date is validated at 2025-12-02
[2025-12-02T20:53:43.662494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:53:43.664245] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:43.689563] [INFO ] [LOCAL     ] TDG: Saved forecast.
[2025-12-02T20:53:43.689653] [INFO ] [main      ] TDG: Signal=1 (Conf=80.0%), Magnitude=0.26% (Conf=59.9744%)
[2025-12-02T20:53:43.689819] [INFO ] [main      ] Fetching symbol history for STX...
[2025-12-02T20:53:43.689862] [DEBUG] [REMOTE    ] STX: Fetching historical data.
[2025-12-02T20:53:43.691802] [INFO ] [main      ] Progress: 663/965 forecasts completed (68.7%). TDG finished in 0.9s. ETA: 49.8s. Rate: 363.83 forecasts/min
[2025-12-02T20:53:43.702967] [DEBUG] [REMOTE    ] STX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:43.703822] [DEBUG] [LOCAL     ] Loaded configuration for STX: 6 features, N/A% accuracy
[2025-12-02T20:53:43.703878] [INFO ] [LOCAL     ] STX: Loaded 6 optimal features with 53.41% confidence from JSON config
[2025-12-02T20:53:43.703910] [DEBUG] [MAG       ] Building data for symbol: STX with lookback: 0
[2025-12-02T20:53:43.704975] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:43.705038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:43.707180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:43.707911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:43.708341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:43.709103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:43.747130] [DEBUG] [MAG       ] JIVE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:43.749565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:53:43.750812] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:43.789409] [DEBUG] [MAG       ] DLNG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:43.831886] [INFO ] [LOCAL     ] JIVE: Saved forecast.
[2025-12-02T20:53:43.831951] [INFO ] [main      ] JIVE: Signal=1 (Conf=80.0%), Magnitude=0.17% (Conf=68.9715%)
[2025-12-02T20:53:43.832300] [INFO ] [main      ] Fetching symbol history for SONN...
[2025-12-02T20:53:43.832348] [DEBUG] [REMOTE    ] SONN: Fetching historical data.
[2025-12-02T20:53:43.833628] [INFO ] [main      ] Progress: 664/965 forecasts completed (68.8%). JIVE finished in 0.8s. ETA: 49.6s. Rate: 363.91 forecasts/min
[2025-12-02T20:53:43.843271] [INFO ] [LOCAL     ] DLNG: Saved forecast.
[2025-12-02T20:53:43.843335] [INFO ] [main      ] DLNG: Signal=1 (Conf=80.0%), Magnitude=2.14% (Conf=53.384%)
[2025-12-02T20:53:43.843705] [INFO ] [main      ] Fetching symbol history for SPCB...
[2025-12-02T20:53:43.843754] [DEBUG] [REMOTE    ] SPCB: Fetching historical data.
[2025-12-02T20:53:43.844269] [DEBUG] [REMOTE    ] SONN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:43.844644] [INFO ] [main      ] Progress: 665/965 forecasts completed (68.9%). DLNG finished in 0.6s. ETA: 49.4s. Rate: 364.42 forecasts/min
[2025-12-02T20:53:43.845167] [DEBUG] [LOCAL     ] Loaded configuration for SONN: 4 features, N/A% accuracy
[2025-12-02T20:53:43.845219] [INFO ] [LOCAL     ] SONN: Loaded 4 optimal features with 54.89% confidence from JSON config
[2025-12-02T20:53:43.845249] [DEBUG] [MAG       ] Building data for symbol: SONN with lookback: 0
[2025-12-02T20:53:43.846029] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:43.846097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:43.850901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:43.852829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:43.853287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:53:43.855815] [DEBUG] [REMOTE    ] SPCB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:43.856725] [DEBUG] [LOCAL     ] Loaded configuration for SPCB: 2 features, N/A% accuracy
[2025-12-02T20:53:43.856776] [INFO ] [LOCAL     ] SPCB: Loaded 2 optimal features with 65.42% confidence from JSON config
[2025-12-02T20:53:43.856808] [DEBUG] [MAG       ] Building data for symbol: SPCB with lookback: 0
[2025-12-02T20:53:43.856901] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:43.857813] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:53:43.857870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:43.862611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:43.863536] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:44.013205] [DEBUG] [MAG       ] CAE: Last date is validated at 2025-12-02
[2025-12-02T20:53:44.100023] [DEBUG] [MAG       ] STX: Last date is validated at 2025-12-02
[2025-12-02T20:53:44.182816] [DEBUG] [MAG       ] CAE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:44.203353] [DEBUG] [MAG       ] SPCB: Last date is validated at 2025-12-02
[2025-12-02T20:53:44.212688] [DEBUG] [MAG       ] SONN: Last date is validated at 2025-12-02
[2025-12-02T20:53:44.256233] [INFO ] [LOCAL     ] CAE: Saved forecast.
[2025-12-02T20:53:44.256296] [INFO ] [main      ] CAE: Signal=1 (Conf=80.0%), Magnitude=0.88% (Conf=55.4624%)
[2025-12-02T20:53:44.256449] [INFO ] [main      ] Fetching symbol history for LOPE...
[2025-12-02T20:53:44.256490] [DEBUG] [REMOTE    ] LOPE: Fetching historical data.
[2025-12-02T20:53:44.257270] [INFO ] [main      ] Progress: 666/965 forecasts completed (69.0%). CAE finished in 0.8s. ETA: 49.3s. Rate: 363.60 forecasts/min
[2025-12-02T20:53:44.263302] [DEBUG] [MAG       ] STX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:44.267263] [DEBUG] [REMOTE    ] LOPE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:44.268141] [DEBUG] [LOCAL     ] Loaded configuration for LOPE: 6 features, N/A% accuracy
[2025-12-02T20:53:44.268192] [INFO ] [LOCAL     ] LOPE: Loaded 6 optimal features with 55.08% confidence from JSON config
[2025-12-02T20:53:44.268223] [DEBUG] [MAG       ] Building data for symbol: LOPE with lookback: 0
[2025-12-02T20:53:44.268980] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:44.269040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:44.273714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:44.275431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:44.276032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:44.276537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:53:44.277284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:53:44.277906] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:44.371800] [DEBUG] [MAG       ] SPCB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:44.390290] [DEBUG] [MAG       ] SONN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:44.403703] [INFO ] [LOCAL     ] STX: Saved forecast.
[2025-12-02T20:53:44.403770] [INFO ] [main      ] STX: Signal=1 (Conf=80.0%), Magnitude=3.37% (Conf=53.4063%)
[2025-12-02T20:53:44.404098] [INFO ] [main      ] Fetching symbol history for AEYE...
[2025-12-02T20:53:44.404148] [DEBUG] [REMOTE    ] AEYE: Fetching historical data.
[2025-12-02T20:53:44.404676] [INFO ] [main      ] Progress: 667/965 forecasts completed (69.1%). STX finished in 0.7s. ETA: 49.2s. Rate: 363.65 forecasts/min
[2025-12-02T20:53:44.414807] [DEBUG] [REMOTE    ] AEYE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:44.415694] [DEBUG] [LOCAL     ] Loaded configuration for AEYE: 6 features, N/A% accuracy
[2025-12-02T20:53:44.415745] [INFO ] [LOCAL     ] AEYE: Loaded 6 optimal features with 62.77% confidence from JSON config
[2025-12-02T20:53:44.415775] [DEBUG] [MAG       ] Building data for symbol: AEYE with lookback: 0
[2025-12-02T20:53:44.416516] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:44.416592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:44.418244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:44.418755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:44.419179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:44.419557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:44.420440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:53:44.421119] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:44.450270] [INFO ] [LOCAL     ] SPCB: Saved forecast.
[2025-12-02T20:53:44.450337] [INFO ] [main      ] SPCB: Signal=1 (Conf=80.0%), Magnitude=2.29% (Conf=65.4232%)
[2025-12-02T20:53:44.450766] [INFO ] [main      ] Fetching symbol history for RGTI...
[2025-12-02T20:53:44.450817] [DEBUG] [REMOTE    ] RGTI: Fetching historical data.
[2025-12-02T20:53:44.451647] [INFO ] [main      ] Progress: 668/965 forecasts completed (69.2%). SPCB finished in 0.6s. ETA: 49.0s. Rate: 364.04 forecasts/min
[2025-12-02T20:53:44.462399] [DEBUG] [REMOTE    ] RGTI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:44.463140] [DEBUG] [LOCAL     ] Loaded configuration for RGTI: 3 features, N/A% accuracy
[2025-12-02T20:53:44.463190] [INFO ] [LOCAL     ] RGTI: Loaded 3 optimal features with 58.07% confidence from JSON config
[2025-12-02T20:53:44.463220] [DEBUG] [MAG       ] Building data for symbol: RGTI with lookback: 0
[2025-12-02T20:53:44.463987] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:53:44.464044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:44.468735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:53:44.469925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:53:44.472260] [INFO ] [LOCAL     ] SONN: Saved forecast.
[2025-12-02T20:53:44.472330] [INFO ] [main      ] SONN: Signal=1 (Conf=80.0%), Magnitude=-41.01% (Conf=54.8916%)
[2025-12-02T20:53:44.472609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:44.472734] [INFO ] [main      ] Fetching symbol history for BOLD...
[2025-12-02T20:53:44.472786] [DEBUG] [REMOTE    ] BOLD: Fetching historical data.
[2025-12-02T20:53:44.473617] [INFO ] [main      ] Progress: 669/965 forecasts completed (69.3%). SONN finished in 0.6s. ETA: 48.7s. Rate: 364.52 forecasts/min
[2025-12-02T20:53:44.484920] [DEBUG] [REMOTE    ] BOLD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:44.485906] [DEBUG] [LOCAL     ] Loaded configuration for BOLD: 6 features, N/A% accuracy
[2025-12-02T20:53:44.485961] [INFO ] [LOCAL     ] BOLD: Loaded 6 optimal features with 58.24% confidence from JSON config
[2025-12-02T20:53:44.485993] [DEBUG] [MAG       ] Building data for symbol: BOLD with lookback: 0
[2025-12-02T20:53:44.486895] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:44.486957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:44.492093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:44.494123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:44.494673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:44.495066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:44.535589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:44.536831] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:44.614847] [DEBUG] [MAG       ] LOPE: Last date is validated at 2025-12-02
[2025-12-02T20:53:44.759304] [DEBUG] [MAG       ] AEYE: Last date is validated at 2025-12-02
[2025-12-02T20:53:44.787737] [DEBUG] [MAG       ] LOPE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:44.811432] [DEBUG] [MAG       ] RGTI: Last date is validated at 2025-12-02
[2025-12-02T20:53:44.893357] [DEBUG] [MAG       ] BOLD: Last date is validated at 2025-12-02
[2025-12-02T20:53:44.921427] [INFO ] [LOCAL     ] LOPE: Saved forecast.
[2025-12-02T20:53:44.921507] [INFO ] [main      ] LOPE: Signal=1 (Conf=80.0%), Magnitude=6.04% (Conf=55.083%)
[2025-12-02T20:53:44.921959] [INFO ] [main      ] Progress: 670/965 forecasts completed (69.4%). LOPE finished in 0.7s. ETA: 48.7s. Rate: 363.58 forecasts/min
[2025-12-02T20:53:44.922107] [INFO ] [main      ] Fetching symbol history for OIA...
[2025-12-02T20:53:44.922161] [DEBUG] [REMOTE    ] OIA: Fetching historical data.
[2025-12-02T20:53:44.928241] [DEBUG] [MAG       ] AEYE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:44.933473] [DEBUG] [REMOTE    ] OIA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:44.934317] [DEBUG] [LOCAL     ] Loaded configuration for OIA: 2 features, N/A% accuracy
[2025-12-02T20:53:44.934373] [INFO ] [LOCAL     ] OIA: Loaded 2 optimal features with 46.25% confidence from JSON config
[2025-12-02T20:53:44.934416] [DEBUG] [MAG       ] Building data for symbol: OIA with lookback: 0
[2025-12-02T20:53:44.935211] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:53:44.935270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:44.940260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:53:44.955298] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:44.978651] [DEBUG] [MAG       ] RGTI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:45.014122] [INFO ] [LOCAL     ] AEYE: Saved forecast.
[2025-12-02T20:53:45.014195] [INFO ] [main      ] AEYE: Signal=1 (Conf=80.0%), Magnitude=2.14% (Conf=62.7658%)
[2025-12-02T20:53:45.014554] [INFO ] [main      ] Fetching symbol history for KOSS...
[2025-12-02T20:53:45.014619] [DEBUG] [REMOTE    ] KOSS: Fetching historical data.
[2025-12-02T20:53:45.015669] [INFO ] [main      ] Progress: 671/965 forecasts completed (69.5%). AEYE finished in 0.6s. ETA: 48.5s. Rate: 363.82 forecasts/min
[2025-12-02T20:53:45.025215] [DEBUG] [REMOTE    ] KOSS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:45.025935] [DEBUG] [LOCAL     ] Loaded configuration for KOSS: 6 features, N/A% accuracy
[2025-12-02T20:53:45.025985] [INFO ] [LOCAL     ] KOSS: Loaded 6 optimal features with 53.92% confidence from JSON config
[2025-12-02T20:53:45.026015] [DEBUG] [MAG       ] Building data for symbol: KOSS with lookback: 0
[2025-12-02T20:53:45.026771] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:45.026829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:45.031455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:45.033194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:45.033666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:45.034147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:45.034517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:45.036825] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:45.058377] [DEBUG] [MAG       ] BOLD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:45.081539] [INFO ] [LOCAL     ] RGTI: Saved forecast.
[2025-12-02T20:53:45.081625] [INFO ] [main      ] RGTI: Signal=1 (Conf=80.0%), Magnitude=6.82% (Conf=58.0672%)
[2025-12-02T20:53:45.081779] [INFO ] [main      ] Fetching symbol history for MRAM...
[2025-12-02T20:53:45.081822] [DEBUG] [REMOTE    ] MRAM: Fetching historical data.
[2025-12-02T20:53:45.083647] [INFO ] [main      ] Progress: 672/965 forecasts completed (69.6%). RGTI finished in 0.6s. ETA: 48.3s. Rate: 364.13 forecasts/min
[2025-12-02T20:53:45.093194] [DEBUG] [REMOTE    ] MRAM: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:45.094189] [DEBUG] [LOCAL     ] Loaded configuration for MRAM: 2 features, N/A% accuracy
[2025-12-02T20:53:45.094249] [INFO ] [LOCAL     ] MRAM: Loaded 2 optimal features with 64.81% confidence from JSON config
[2025-12-02T20:53:45.094280] [DEBUG] [MAG       ] Building data for symbol: MRAM with lookback: 0
[2025-12-02T20:53:45.095051] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:53:45.095107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:45.099870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:45.100864] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:45.116555] [INFO ] [LOCAL     ] BOLD: Saved forecast.
[2025-12-02T20:53:45.116637] [INFO ] [main      ] BOLD: Signal=1 (Conf=80.0%), Magnitude=1.31% (Conf=58.2373%)
[2025-12-02T20:53:45.116978] [INFO ] [main      ] Fetching symbol history for HWM...
[2025-12-02T20:53:45.117026] [DEBUG] [REMOTE    ] HWM: Fetching historical data.
[2025-12-02T20:53:45.117615] [INFO ] [main      ] Progress: 673/965 forecasts completed (69.7%). BOLD finished in 0.6s. ETA: 48.1s. Rate: 364.56 forecasts/min
[2025-12-02T20:53:45.130295] [DEBUG] [REMOTE    ] HWM: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:45.131207] [DEBUG] [LOCAL     ] Loaded configuration for HWM: 2 features, N/A% accuracy
[2025-12-02T20:53:45.131256] [INFO ] [LOCAL     ] HWM: Loaded 2 optimal features with 48.20% confidence from JSON config
[2025-12-02T20:53:45.131286] [DEBUG] [MAG       ] Building data for symbol: HWM with lookback: 0
[2025-12-02T20:53:45.132059] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:53:45.132128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:45.132986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:53:45.136011] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:45.303548] [DEBUG] [MAG       ] OIA: Last date is validated at 2025-12-02
[2025-12-02T20:53:45.368570] [DEBUG] [MAG       ] KOSS: Last date is validated at 2025-12-02
[2025-12-02T20:53:45.438554] [DEBUG] [MAG       ] MRAM: Last date is validated at 2025-12-02
[2025-12-02T20:53:45.472522] [DEBUG] [MAG       ] OIA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:45.480643] [DEBUG] [MAG       ] HWM: Last date is validated at 2025-12-02
[2025-12-02T20:53:45.531116] [INFO ] [LOCAL     ] OIA: Saved forecast.
[2025-12-02T20:53:45.531180] [INFO ] [main      ] OIA: Signal=1 (Conf=80.0%), Magnitude=0.32% (Conf=46.2485%)
[2025-12-02T20:53:45.531535] [INFO ] [main      ] Fetching symbol history for BDX...
[2025-12-02T20:53:45.531598] [DEBUG] [REMOTE    ] BDX: Fetching historical data.
[2025-12-02T20:53:45.532651] [INFO ] [main      ] Progress: 674/965 forecasts completed (69.8%). OIA finished in 0.6s. ETA: 48.0s. Rate: 363.74 forecasts/min
[2025-12-02T20:53:45.536486] [DEBUG] [MAG       ] KOSS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:45.544907] [DEBUG] [REMOTE    ] BDX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:45.545776] [DEBUG] [LOCAL     ] Loaded configuration for BDX: 2 features, N/A% accuracy
[2025-12-02T20:53:45.545833] [INFO ] [LOCAL     ] BDX: Loaded 2 optimal features with 60.60% confidence from JSON config
[2025-12-02T20:53:45.545865] [DEBUG] [MAG       ] Building data for symbol: BDX with lookback: 0
[2025-12-02T20:53:45.546647] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:53:45.546705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:45.547624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:45.550587] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:45.602232] [INFO ] [LOCAL     ] KOSS: Saved forecast.
[2025-12-02T20:53:45.602302] [INFO ] [main      ] KOSS: Signal=1 (Conf=80.0%), Magnitude=-2.72% (Conf=53.9175%)
[2025-12-02T20:53:45.602673] [INFO ] [main      ] Fetching symbol history for HBB...
[2025-12-02T20:53:45.602723] [DEBUG] [REMOTE    ] HBB: Fetching historical data.
[2025-12-02T20:53:45.603652] [INFO ] [main      ] Progress: 675/965 forecasts completed (69.9%). KOSS finished in 0.6s. ETA: 47.8s. Rate: 364.05 forecasts/min
[2025-12-02T20:53:45.609924] [DEBUG] [MAG       ] MRAM: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:45.613346] [DEBUG] [REMOTE    ] HBB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:45.614242] [DEBUG] [LOCAL     ] Loaded configuration for HBB: 4 features, N/A% accuracy
[2025-12-02T20:53:45.614299] [INFO ] [LOCAL     ] HBB: Loaded 4 optimal features with 46.67% confidence from JSON config
[2025-12-02T20:53:45.614330] [DEBUG] [MAG       ] Building data for symbol: HBB with lookback: 0
[2025-12-02T20:53:45.615235] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:45.615314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:45.617247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:45.617837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:45.618301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:45.619171] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:45.648353] [DEBUG] [MAG       ] HWM: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:45.672944] [INFO ] [LOCAL     ] MRAM: Saved forecast.
[2025-12-02T20:53:45.673009] [INFO ] [main      ] MRAM: Signal=1 (Conf=80.0%), Magnitude=2.39% (Conf=64.813%)
[2025-12-02T20:53:45.673175] [INFO ] [main      ] Fetching symbol history for WFRD...
[2025-12-02T20:53:45.673216] [DEBUG] [REMOTE    ] WFRD: Fetching historical data.
[2025-12-02T20:53:45.674639] [INFO ] [main      ] Progress: 676/965 forecasts completed (70.1%). MRAM finished in 0.6s. ETA: 47.6s. Rate: 364.36 forecasts/min
[2025-12-02T20:53:45.685677] [DEBUG] [REMOTE    ] WFRD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:45.686629] [DEBUG] [LOCAL     ] Loaded configuration for WFRD: 3 features, N/A% accuracy
[2025-12-02T20:53:45.686679] [INFO ] [LOCAL     ] WFRD: Loaded 3 optimal features with 57.95% confidence from JSON config
[2025-12-02T20:53:45.686709] [DEBUG] [MAG       ] Building data for symbol: WFRD with lookback: 0
[2025-12-02T20:53:45.687456] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:53:45.687513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:45.688445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:53:45.690541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:53:45.691650] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:45.757515] [INFO ] [LOCAL     ] HWM: Saved forecast.
[2025-12-02T20:53:45.757598] [INFO ] [main      ] HWM: Signal=1 (Conf=80.0%), Magnitude=-0.18% (Conf=48.1999%)
[2025-12-02T20:53:45.757939] [INFO ] [main      ] Fetching symbol history for WDC...
[2025-12-02T20:53:45.758006] [DEBUG] [REMOTE    ] WDC: Fetching historical data.
[2025-12-02T20:53:45.758644] [INFO ] [main      ] Progress: 677/965 forecasts completed (70.2%). HWM finished in 0.6s. ETA: 47.4s. Rate: 364.62 forecasts/min
[2025-12-02T20:53:45.769362] [DEBUG] [REMOTE    ] WDC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:45.770320] [DEBUG] [LOCAL     ] Loaded configuration for WDC: 8 features, N/A% accuracy
[2025-12-02T20:53:45.770369] [INFO ] [LOCAL     ] WDC: Loaded 8 optimal features with 47.77% confidence from JSON config
[2025-12-02T20:53:45.770399] [DEBUG] [MAG       ] Building data for symbol: WDC with lookback: 0
[2025-12-02T20:53:45.771183] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:53:45.771248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:45.776012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:45.777759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:45.778243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:45.778644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:45.887104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:45.888308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:53:45.888984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:53:45.890043] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:45.890717] [DEBUG] [MAG       ] BDX: Last date is validated at 2025-12-02
[2025-12-02T20:53:45.964879] [DEBUG] [MAG       ] HBB: Last date is validated at 2025-12-02
[2025-12-02T20:53:46.023936] [DEBUG] [MAG       ] WFRD: Last date is validated at 2025-12-02
[2025-12-02T20:53:46.058465] [DEBUG] [MAG       ] BDX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:46.130263] [DEBUG] [MAG       ] HBB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:46.178965] [INFO ] [LOCAL     ] BDX: Saved forecast.
[2025-12-02T20:53:46.179029] [INFO ] [main      ] BDX: Signal=1 (Conf=80.0%), Magnitude=-1.44% (Conf=60.5975%)
[2025-12-02T20:53:46.179332] [INFO ] [main      ] Fetching symbol history for DKL...
[2025-12-02T20:53:46.179380] [DEBUG] [REMOTE    ] DKL: Fetching historical data.
[2025-12-02T20:53:46.180188] [INFO ] [main      ] Progress: 678/965 forecasts completed (70.3%). BDX finished in 0.6s. ETA: 47.3s. Rate: 363.78 forecasts/min
[2025-12-02T20:53:46.190007] [DEBUG] [REMOTE    ] DKL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:46.191092] [DEBUG] [LOCAL     ] Loaded configuration for DKL: 4 features, N/A% accuracy
[2025-12-02T20:53:46.191144] [INFO ] [LOCAL     ] DKL: Loaded 4 optimal features with 50.10% confidence from JSON config
[2025-12-02T20:53:46.191174] [DEBUG] [MAG       ] Building data for symbol: DKL with lookback: 0
[2025-12-02T20:53:46.191967] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:46.192025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:46.196697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:53:46.198477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:53:46.199461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:53:46.200558] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:46.204849] [INFO ] [LOCAL     ] HBB: Saved forecast.
[2025-12-02T20:53:46.204913] [INFO ] [main      ] HBB: Signal=1 (Conf=80.0%), Magnitude=1.48% (Conf=46.6703%)
[2025-12-02T20:53:46.208729] [INFO ] [main      ] Fetching symbol history for QCLN...
[2025-12-02T20:53:46.208775] [DEBUG] [REMOTE    ] QCLN: Fetching historical data.
[2025-12-02T20:53:46.209843] [INFO ] [main      ] Progress: 679/965 forecasts completed (70.4%). HBB finished in 0.6s. ETA: 47.1s. Rate: 364.22 forecasts/min
[2025-12-02T20:53:46.219564] [DEBUG] [REMOTE    ] QCLN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:46.220419] [DEBUG] [LOCAL     ] Loaded configuration for QCLN: 3 features, N/A% accuracy
[2025-12-02T20:53:46.220467] [INFO ] [LOCAL     ] QCLN: Loaded 3 optimal features with 53.46% confidence from JSON config
[2025-12-02T20:53:46.220498] [DEBUG] [MAG       ] Building data for symbol: QCLN with lookback: 0
[2025-12-02T20:53:46.221260] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:53:46.221317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:46.222022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:53:46.222113] [DEBUG] [MAG       ] WDC: Last date is validated at 2025-12-02
[2025-12-02T20:53:46.223981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:53:46.225202] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:46.245081] [DEBUG] [MAG       ] WFRD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:46.341419] [INFO ] [LOCAL     ] WFRD: Saved forecast.
[2025-12-02T20:53:46.341483] [INFO ] [main      ] WFRD: Signal=1 (Conf=80.0%), Magnitude=-2.82% (Conf=57.9462%)
[2025-12-02T20:53:46.341657] [INFO ] [main      ] Fetching symbol history for TRGP...
[2025-12-02T20:53:46.341700] [DEBUG] [REMOTE    ] TRGP: Fetching historical data.
[2025-12-02T20:53:46.342651] [INFO ] [main      ] Progress: 680/965 forecasts completed (70.5%). WFRD finished in 0.7s. ETA: 46.9s. Rate: 364.33 forecasts/min
[2025-12-02T20:53:46.353336] [DEBUG] [REMOTE    ] TRGP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:46.354464] [DEBUG] [LOCAL     ] Loaded configuration for TRGP: 3 features, N/A% accuracy
[2025-12-02T20:53:46.354524] [INFO ] [LOCAL     ] TRGP: Loaded 3 optimal features with 37.44% confidence from JSON config
[2025-12-02T20:53:46.354555] [DEBUG] [MAG       ] Building data for symbol: TRGP with lookback: 0
[2025-12-02T20:53:46.355330] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:53:46.355718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:53:46.357464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:53:46.359538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:53:46.360203] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:46.389921] [DEBUG] [MAG       ] WDC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:46.506277] [INFO ] [LOCAL     ] WDC: Saved forecast.
[2025-12-02T20:53:46.506346] [INFO ] [main      ] WDC: Signal=1 (Conf=80.0%), Magnitude=3.39% (Conf=47.7748%)
[2025-12-02T20:53:46.506693] [INFO ] [main      ] Fetching symbol history for INFY...
[2025-12-02T20:53:46.506742] [DEBUG] [REMOTE    ] INFY: Fetching historical data.
[2025-12-02T20:53:46.507659] [INFO ] [main      ] Progress: 681/965 forecasts completed (70.6%). WDC finished in 0.7s. ETA: 46.8s. Rate: 364.33 forecasts/min
[2025-12-02T20:53:46.518317] [DEBUG] [REMOTE    ] INFY: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:46.519341] [DEBUG] [LOCAL     ] Loaded configuration for INFY: 12 features, N/A% accuracy
[2025-12-02T20:53:46.519391] [INFO ] [LOCAL     ] INFY: Loaded 12 optimal features with 52.84% confidence from JSON config
[2025-12-02T20:53:46.519770] [DEBUG] [MAG       ] Building data for symbol: INFY with lookback: 0
[2025-12-02T20:53:46.520608] [DEBUG] [FEATURES  ] DataBuilder: Executing 12 feature methods.
[2025-12-02T20:53:46.520675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:46.525407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:46.535134] [DEBUG] [MAG       ] DKL: Last date is validated at 2025-12-02
[2025-12-02T20:53:46.561642] [DEBUG] [MAG       ] QCLN: Last date is validated at 2025-12-02
[2025-12-02T20:53:46.578733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:53:46.579955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:53:46.580564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:53:46.584419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:46.586113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:46.586592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:53:46.587594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:53:46.589176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:53:46.590163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:53:46.590851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:53:46.591525] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:46.694923] [DEBUG] [MAG       ] TRGP: Last date is validated at 2025-12-02
[2025-12-02T20:53:46.700218] [DEBUG] [MAG       ] DKL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:46.734879] [DEBUG] [MAG       ] QCLN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:46.816523] [INFO ] [LOCAL     ] QCLN: Saved forecast.
[2025-12-02T20:53:46.816605] [INFO ] [main      ] QCLN: Signal=1 (Conf=80.0%), Magnitude=-0.32% (Conf=53.4616%)
[2025-12-02T20:53:46.817026] [INFO ] [main      ] Fetching symbol history for PTC...
[2025-12-02T20:53:46.817076] [DEBUG] [REMOTE    ] PTC: Fetching historical data.
[2025-12-02T20:53:46.817653] [INFO ] [main      ] Progress: 682/965 forecasts completed (70.7%). QCLN finished in 0.6s. ETA: 46.7s. Rate: 363.85 forecasts/min
[2025-12-02T20:53:46.828714] [DEBUG] [REMOTE    ] PTC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:46.829811] [DEBUG] [LOCAL     ] Loaded configuration for PTC: 3 features, N/A% accuracy
[2025-12-02T20:53:46.829863] [INFO ] [LOCAL     ] PTC: Loaded 3 optimal features with 60.68% confidence from JSON config
[2025-12-02T20:53:46.829895] [DEBUG] [MAG       ] Building data for symbol: PTC with lookback: 0
[2025-12-02T20:53:46.830700] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:53:46.830759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:46.835422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:53:46.836731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:53:46.837444] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:46.853520] [INFO ] [LOCAL     ] DKL: Saved forecast.
[2025-12-02T20:53:46.853605] [INFO ] [main      ] DKL: Signal=1 (Conf=80.0%), Magnitude=1.17% (Conf=50.0999%)
[2025-12-02T20:53:46.853975] [INFO ] [main      ] Progress: 683/965 forecasts completed (70.8%). DKL finished in 0.7s. ETA: 46.4s. Rate: 364.27 forecasts/min
[2025-12-02T20:53:46.854095] [INFO ] [main      ] Fetching symbol history for AROC...
[2025-12-02T20:53:46.854138] [DEBUG] [REMOTE    ] AROC: Fetching historical data.
[2025-12-02T20:53:46.859671] [DEBUG] [MAG       ] TRGP: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:46.864777] [DEBUG] [REMOTE    ] AROC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:46.865779] [DEBUG] [LOCAL     ] Loaded configuration for AROC: 6 features, N/A% accuracy
[2025-12-02T20:53:46.865838] [INFO ] [LOCAL     ] AROC: Loaded 6 optimal features with 54.08% confidence from JSON config
[2025-12-02T20:53:46.865869] [DEBUG] [MAG       ] Building data for symbol: AROC with lookback: 0
[2025-12-02T20:53:46.866992] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:46.867053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:46.868787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:46.869299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:46.869709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:46.872098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:46.913335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:53:46.914187] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:46.928673] [DEBUG] [MAG       ] INFY: Last date is validated at 2025-12-02
[2025-12-02T20:53:47.003019] [INFO ] [LOCAL     ] TRGP: Saved forecast.
[2025-12-02T20:53:47.003082] [INFO ] [main      ] TRGP: Signal=1 (Conf=80.0%), Magnitude=-4.60% (Conf=37.4428%)
[2025-12-02T20:53:47.003427] [INFO ] [main      ] Fetching symbol history for ABEO...
[2025-12-02T20:53:47.003474] [DEBUG] [REMOTE    ] ABEO: Fetching historical data.
[2025-12-02T20:53:47.003651] [INFO ] [main      ] Progress: 684/965 forecasts completed (70.9%). TRGP finished in 0.7s. ETA: 46.3s. Rate: 364.32 forecasts/min
[2025-12-02T20:53:47.014919] [DEBUG] [REMOTE    ] ABEO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:47.015812] [DEBUG] [LOCAL     ] Loaded configuration for ABEO: 8 features, N/A% accuracy
[2025-12-02T20:53:47.015862] [INFO ] [LOCAL     ] ABEO: Loaded 8 optimal features with 49.80% confidence from JSON config
[2025-12-02T20:53:47.015893] [DEBUG] [MAG       ] Building data for symbol: ABEO with lookback: 0
[2025-12-02T20:53:47.016706] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:53:47.016766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:47.021561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:47.023300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:47.023786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:47.024221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:47.025097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:47.026691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:53:47.027672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:53:47.028978] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:47.093944] [DEBUG] [MAG       ] INFY: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:47.171128] [INFO ] [LOCAL     ] INFY: Saved forecast.
[2025-12-02T20:53:47.171197] [INFO ] [main      ] INFY: Signal=1 (Conf=80.0%), Magnitude=-0.98% (Conf=52.8384%)
[2025-12-02T20:53:47.171551] [INFO ] [main      ] Fetching symbol history for SIFY...
[2025-12-02T20:53:47.171615] [DEBUG] [REMOTE    ] SIFY: Fetching historical data.
[2025-12-02T20:53:47.171656] [INFO ] [main      ] Progress: 685/965 forecasts completed (71.0%). INFY finished in 0.7s. ETA: 46.1s. Rate: 364.31 forecasts/min
[2025-12-02T20:53:47.183630] [DEBUG] [REMOTE    ] SIFY: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:47.184598] [DEBUG] [LOCAL     ] Loaded configuration for SIFY: 3 features, N/A% accuracy
[2025-12-02T20:53:47.184649] [INFO ] [LOCAL     ] SIFY: Loaded 3 optimal features with 57.47% confidence from JSON config
[2025-12-02T20:53:47.184680] [DEBUG] [MAG       ] Building data for symbol: SIFY with lookback: 0
[2025-12-02T20:53:47.185442] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:53:47.185502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:47.186362] [DEBUG] [MAG       ] PTC: Last date is validated at 2025-12-02
[2025-12-02T20:53:47.258237] [DEBUG] [MAG       ] AROC: Last date is validated at 2025-12-02
[2025-12-02T20:53:47.295011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:53:47.296503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:53:47.300887] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:47.353625] [DEBUG] [MAG       ] PTC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:47.368968] [DEBUG] [MAG       ] ABEO: Last date is validated at 2025-12-02
[2025-12-02T20:53:47.429819] [DEBUG] [MAG       ] AROC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:47.468262] [INFO ] [LOCAL     ] PTC: Saved forecast.
[2025-12-02T20:53:47.468327] [INFO ] [main      ] PTC: Signal=1 (Conf=80.0%), Magnitude=4.74% (Conf=60.6815%)
[2025-12-02T20:53:47.468769] [INFO ] [main      ] Fetching symbol history for NDMO...
[2025-12-02T20:53:47.468820] [DEBUG] [REMOTE    ] NDMO: Fetching historical data.
[2025-12-02T20:53:47.468792] [INFO ] [main      ] Progress: 686/965 forecasts completed (71.1%). PTC finished in 0.7s. ETA: 46.0s. Rate: 363.88 forecasts/min
[2025-12-02T20:53:47.479478] [DEBUG] [REMOTE    ] NDMO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:47.480323] [DEBUG] [LOCAL     ] Loaded configuration for NDMO: 10 features, N/A% accuracy
[2025-12-02T20:53:47.480372] [INFO ] [LOCAL     ] NDMO: Loaded 10 optimal features with 40.85% confidence from JSON config
[2025-12-02T20:53:47.480402] [DEBUG] [MAG       ] Building data for symbol: NDMO with lookback: 0
[2025-12-02T20:53:47.481172] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-02T20:53:47.481248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:47.485886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:47.487657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:47.488152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:47.488527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:47.512809] [INFO ] [LOCAL     ] AROC: Saved forecast.
[2025-12-02T20:53:47.512871] [INFO ] [main      ] AROC: Signal=1 (Conf=80.0%), Magnitude=0.45% (Conf=54.0804%)
[2025-12-02T20:53:47.513025] [INFO ] [main      ] Fetching symbol history for UBSI...
[2025-12-02T20:53:47.513075] [DEBUG] [REMOTE    ] UBSI: Fetching historical data.
[2025-12-02T20:53:47.513894] [INFO ] [main      ] Progress: 687/965 forecasts completed (71.2%). AROC finished in 0.7s. ETA: 45.8s. Rate: 364.27 forecasts/min
[2025-12-02T20:53:47.524781] [DEBUG] [REMOTE    ] UBSI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:47.525675] [DEBUG] [LOCAL     ] Loaded configuration for UBSI: 5 features, N/A% accuracy
[2025-12-02T20:53:47.525739] [INFO ] [LOCAL     ] UBSI: Loaded 5 optimal features with 53.36% confidence from JSON config
[2025-12-02T20:53:47.525770] [DEBUG] [MAG       ] Building data for symbol: UBSI with lookback: 0
[2025-12-02T20:53:47.526452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:47.526558] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:47.526635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:47.531561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:47.533369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:47.533865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:47.534254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:53:47.535424] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:47.538555] [DEBUG] [MAG       ] ABEO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:47.574929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:53:47.577600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:47.578091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:53:47.579134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:53:47.581119] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:47.604906] [INFO ] [LOCAL     ] ABEO: Saved forecast.
[2025-12-02T20:53:47.604970] [INFO ] [main      ] ABEO: Signal=1 (Conf=80.0%), Magnitude=-1.12% (Conf=49.7995%)
[2025-12-02T20:53:47.605308] [INFO ] [main      ] Fetching symbol history for IFS...
[2025-12-02T20:53:47.605357] [DEBUG] [REMOTE    ] IFS: Fetching historical data.
[2025-12-02T20:53:47.605657] [INFO ] [main      ] Progress: 688/965 forecasts completed (71.3%). ABEO finished in 0.6s. ETA: 45.6s. Rate: 364.50 forecasts/min
[2025-12-02T20:53:47.616367] [DEBUG] [REMOTE    ] IFS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:47.617391] [DEBUG] [LOCAL     ] Loaded configuration for IFS: 2 features, N/A% accuracy
[2025-12-02T20:53:47.617629] [INFO ] [LOCAL     ] IFS: Loaded 2 optimal features with 62.40% confidence from JSON config
[2025-12-02T20:53:47.617661] [DEBUG] [MAG       ] Building data for symbol: IFS with lookback: 0
[2025-12-02T20:53:47.618439] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:53:47.618496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:47.623612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:53:47.625750] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:47.703854] [DEBUG] [MAG       ] SIFY: Last date is validated at 2025-12-02
[2025-12-02T20:53:47.873105] [DEBUG] [MAG       ] SIFY: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:47.913712] [DEBUG] [MAG       ] NDMO: Last date is validated at 2025-12-02
[2025-12-02T20:53:47.937061] [DEBUG] [MAG       ] UBSI: Last date is validated at 2025-12-02
[2025-12-02T20:53:47.944031] [INFO ] [LOCAL     ] SIFY: Saved forecast.
[2025-12-02T20:53:47.944097] [INFO ] [main      ] SIFY: Signal=1 (Conf=80.0%), Magnitude=0.32% (Conf=57.4695%)
[2025-12-02T20:53:47.944522] [INFO ] [main      ] Fetching symbol history for DSGX...
[2025-12-02T20:53:47.944590] [DEBUG] [REMOTE    ] DSGX: Fetching historical data.
[2025-12-02T20:53:47.944716] [INFO ] [main      ] Progress: 689/965 forecasts completed (71.4%). SIFY finished in 0.8s. ETA: 45.5s. Rate: 363.94 forecasts/min
[2025-12-02T20:53:47.956249] [DEBUG] [REMOTE    ] DSGX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:47.957167] [DEBUG] [LOCAL     ] Loaded configuration for DSGX: 3 features, N/A% accuracy
[2025-12-02T20:53:47.957219] [INFO ] [LOCAL     ] DSGX: Loaded 3 optimal features with 55.96% confidence from JSON config
[2025-12-02T20:53:47.957251] [DEBUG] [MAG       ] Building data for symbol: DSGX with lookback: 0
[2025-12-02T20:53:47.958093] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:53:47.958150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:47.960669] [DEBUG] [MAG       ] IFS: Last date is validated at 2025-12-02
[2025-12-02T20:53:47.962861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:48.001391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:53:48.002407] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:48.077994] [DEBUG] [MAG       ] NDMO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:48.107828] [DEBUG] [MAG       ] UBSI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:48.132430] [DEBUG] [MAG       ] IFS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:48.143231] [INFO ] [LOCAL     ] NDMO: Saved forecast.
[2025-12-02T20:53:48.143293] [INFO ] [main      ] NDMO: Signal=1 (Conf=80.0%), Magnitude=0.17% (Conf=40.8462%)
[2025-12-02T20:53:48.143657] [INFO ] [main      ] Fetching symbol history for GDEN...
[2025-12-02T20:53:48.143706] [DEBUG] [REMOTE    ] GDEN: Fetching historical data.
[2025-12-02T20:53:48.143696] [INFO ] [main      ] Progress: 690/965 forecasts completed (71.5%). NDMO finished in 0.7s. ETA: 45.4s. Rate: 363.83 forecasts/min
[2025-12-02T20:53:48.154296] [DEBUG] [REMOTE    ] GDEN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:48.155335] [DEBUG] [LOCAL     ] Loaded configuration for GDEN: 4 features, N/A% accuracy
[2025-12-02T20:53:48.155384] [INFO ] [LOCAL     ] GDEN: Loaded 4 optimal features with 45.92% confidence from JSON config
[2025-12-02T20:53:48.155415] [DEBUG] [MAG       ] Building data for symbol: GDEN with lookback: 0
[2025-12-02T20:53:48.156179] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:48.156237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:48.160854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:48.162568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:48.163057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:48.163911] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:48.187218] [INFO ] [LOCAL     ] UBSI: Saved forecast.
[2025-12-02T20:53:48.187283] [INFO ] [main      ] UBSI: Signal=1 (Conf=80.0%), Magnitude=0.15% (Conf=53.3596%)
[2025-12-02T20:53:48.187643] [INFO ] [main      ] Fetching symbol history for MKSI...
[2025-12-02T20:53:48.187692] [DEBUG] [REMOTE    ] MKSI: Fetching historical data.
[2025-12-02T20:53:48.188441] [INFO ] [main      ] Progress: 691/965 forecasts completed (71.6%). UBSI finished in 0.7s. ETA: 45.1s. Rate: 364.22 forecasts/min
[2025-12-02T20:53:48.198727] [DEBUG] [REMOTE    ] MKSI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:48.199528] [DEBUG] [LOCAL     ] Loaded configuration for MKSI: 4 features, N/A% accuracy
[2025-12-02T20:53:48.199597] [INFO ] [LOCAL     ] MKSI: Loaded 4 optimal features with 66.46% confidence from JSON config
[2025-12-02T20:53:48.199640] [DEBUG] [MAG       ] Building data for symbol: MKSI with lookback: 0
[2025-12-02T20:53:48.200400] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:48.200457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:48.202103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:48.202618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:48.202992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:48.203402] [INFO ] [LOCAL     ] IFS: Saved forecast.
[2025-12-02T20:53:48.203481] [INFO ] [main      ] IFS: Signal=1 (Conf=80.0%), Magnitude=-0.36% (Conf=62.4004%)
[2025-12-02T20:53:48.203869] [INFO ] [main      ] Fetching symbol history for FIS...
[2025-12-02T20:53:48.203921] [DEBUG] [REMOTE    ] FIS: Fetching historical data.
[2025-12-02T20:53:48.203940] [INFO ] [main      ] Progress: 692/965 forecasts completed (71.7%). IFS finished in 0.6s. ETA: 44.9s. Rate: 364.69 forecasts/min
[2025-12-02T20:53:48.203855] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:48.215473] [DEBUG] [REMOTE    ] FIS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:48.216307] [DEBUG] [LOCAL     ] Loaded configuration for FIS: 4 features, N/A% accuracy
[2025-12-02T20:53:48.216359] [INFO ] [LOCAL     ] FIS: Loaded 4 optimal features with 50.30% confidence from JSON config
[2025-12-02T20:53:48.216391] [DEBUG] [MAG       ] Building data for symbol: FIS with lookback: 0
[2025-12-02T20:53:48.217217] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:48.217288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:48.222300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:48.223142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:48.271156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:53:48.272396] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:48.337911] [DEBUG] [MAG       ] DSGX: Last date is validated at 2025-12-02
[2025-12-02T20:53:48.492088] [DEBUG] [MAG       ] GDEN: Last date is validated at 2025-12-02
[2025-12-02T20:53:48.504380] [DEBUG] [MAG       ] DSGX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:48.538997] [DEBUG] [MAG       ] MKSI: Last date is validated at 2025-12-02
[2025-12-02T20:53:48.604205] [DEBUG] [MAG       ] FIS: Last date is validated at 2025-12-02
[2025-12-02T20:53:48.612859] [INFO ] [LOCAL     ] DSGX: Saved forecast.
[2025-12-02T20:53:48.612924] [INFO ] [main      ] DSGX: Signal=1 (Conf=80.0%), Magnitude=-0.41% (Conf=55.9562%)
[2025-12-02T20:53:48.613082] [INFO ] [main      ] Fetching symbol history for SFBS...
[2025-12-02T20:53:48.613124] [DEBUG] [REMOTE    ] SFBS: Fetching historical data.
[2025-12-02T20:53:48.614669] [INFO ] [main      ] Progress: 693/965 forecasts completed (71.8%). DSGX finished in 0.7s. ETA: 44.8s. Rate: 363.91 forecasts/min
[2025-12-02T20:53:48.624265] [DEBUG] [REMOTE    ] SFBS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:48.625296] [DEBUG] [LOCAL     ] Loaded configuration for SFBS: 6 features, N/A% accuracy
[2025-12-02T20:53:48.625346] [INFO ] [LOCAL     ] SFBS: Loaded 6 optimal features with 40.01% confidence from JSON config
[2025-12-02T20:53:48.625378] [DEBUG] [MAG       ] Building data for symbol: SFBS with lookback: 0
[2025-12-02T20:53:48.626148] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:48.626206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:48.630872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:48.632617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:48.633092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:48.635396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:48.655737] [DEBUG] [MAG       ] GDEN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:48.705802] [DEBUG] [MAG       ] MKSI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:48.741593] [INFO ] [LOCAL     ] GDEN: Saved forecast.
[2025-12-02T20:53:48.741659] [INFO ] [main      ] GDEN: Signal=1 (Conf=80.0%), Magnitude=-3.25% (Conf=45.9178%)
[2025-12-02T20:53:48.741993] [INFO ] [main      ] Fetching symbol history for LC...
[2025-12-02T20:53:48.742041] [DEBUG] [REMOTE    ] LC: Fetching historical data.
[2025-12-02T20:53:48.742024] [INFO ] [main      ] Progress: 694/965 forecasts completed (71.9%). GDEN finished in 0.6s. ETA: 44.7s. Rate: 364.03 forecasts/min
[2025-12-02T20:53:48.742440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:48.743702] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:48.752505] [DEBUG] [REMOTE    ] LC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:48.753441] [DEBUG] [LOCAL     ] Loaded configuration for LC: 5 features, N/A% accuracy
[2025-12-02T20:53:48.753491] [INFO ] [LOCAL     ] LC: Loaded 5 optimal features with 58.50% confidence from JSON config
[2025-12-02T20:53:48.753522] [DEBUG] [MAG       ] Building data for symbol: LC with lookback: 0
[2025-12-02T20:53:48.754289] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:48.754348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:48.755995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:48.756491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:48.757440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:48.758208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:53:48.761595] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:48.768142] [DEBUG] [MAG       ] FIS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:48.823720] [INFO ] [LOCAL     ] MKSI: Saved forecast.
[2025-12-02T20:53:48.823786] [INFO ] [main      ] MKSI: Signal=1 (Conf=80.0%), Magnitude=0.88% (Conf=66.4599%)
[2025-12-02T20:53:48.823940] [INFO ] [main      ] Fetching symbol history for SB...
[2025-12-02T20:53:48.823983] [DEBUG] [REMOTE    ] SB: Fetching historical data.
[2025-12-02T20:53:48.825282] [INFO ] [main      ] Progress: 695/965 forecasts completed (72.0%). MKSI finished in 0.6s. ETA: 44.5s. Rate: 364.29 forecasts/min
[2025-12-02T20:53:48.834624] [DEBUG] [REMOTE    ] SB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:48.835402] [DEBUG] [LOCAL     ] Loaded configuration for SB: 4 features, N/A% accuracy
[2025-12-02T20:53:48.835451] [INFO ] [LOCAL     ] SB: Loaded 4 optimal features with 54.07% confidence from JSON config
[2025-12-02T20:53:48.835481] [DEBUG] [MAG       ] Building data for symbol: SB with lookback: 0
[2025-12-02T20:53:48.836235] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:48.836294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:48.871736] [INFO ] [LOCAL     ] FIS: Saved forecast.
[2025-12-02T20:53:48.871802] [INFO ] [main      ] FIS: Signal=1 (Conf=80.0%), Magnitude=1.21% (Conf=50.2973%)
[2025-12-02T20:53:48.872149] [INFO ] [main      ] Fetching symbol history for UTWO...
[2025-12-02T20:53:48.872197] [DEBUG] [REMOTE    ] UTWO: Fetching historical data.
[2025-12-02T20:53:48.872653] [INFO ] [main      ] Progress: 696/965 forecasts completed (72.1%). FIS finished in 0.7s. ETA: 44.3s. Rate: 364.66 forecasts/min
[2025-12-02T20:53:48.874012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:48.883813] [DEBUG] [REMOTE    ] UTWO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:48.884693] [DEBUG] [LOCAL     ] Loaded configuration for UTWO: 4 features, N/A% accuracy
[2025-12-02T20:53:48.884744] [INFO ] [LOCAL     ] UTWO: Loaded 4 optimal features with 16.94% confidence from JSON config
[2025-12-02T20:53:48.884774] [DEBUG] [MAG       ] Building data for symbol: UTWO with lookback: 0
[2025-12-02T20:53:48.885525] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:48.885602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:48.890252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:48.891993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:48.892454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:48.892846] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:48.922623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:53:48.924777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:53:48.925821] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:49.078659] [DEBUG] [MAG       ] SFBS: Last date is validated at 2025-12-02
[2025-12-02T20:53:49.089052] [DEBUG] [MAG       ] LC: Last date is validated at 2025-12-02
[2025-12-02T20:53:49.225475] [DEBUG] [MAG       ] UTWO: Last date is validated at 2025-12-02
[2025-12-02T20:53:49.249222] [DEBUG] [MAG       ] SFBS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:49.253484] [DEBUG] [MAG       ] LC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:49.254507] [DEBUG] [MAG       ] SB: Last date is validated at 2025-12-02
[2025-12-02T20:53:49.324789] [INFO ] [LOCAL     ] LC: Saved forecast.
[2025-12-02T20:53:49.324852] [INFO ] [main      ] LC: Signal=1 (Conf=80.0%), Magnitude=0.47% (Conf=58.5039%)
[2025-12-02T20:53:49.325212] [INFO ] [main      ] Fetching symbol history for MASI...
[2025-12-02T20:53:49.325261] [DEBUG] [REMOTE    ] MASI: Fetching historical data.
[2025-12-02T20:53:49.325660] [INFO ] [main      ] Progress: 697/965 forecasts completed (72.2%). LC finished in 0.6s. ETA: 44.2s. Rate: 363.75 forecasts/min
[2025-12-02T20:53:49.336207] [DEBUG] [REMOTE    ] MASI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:49.337207] [DEBUG] [LOCAL     ] Loaded configuration for MASI: 1 features, N/A% accuracy
[2025-12-02T20:53:49.337261] [INFO ] [LOCAL     ] MASI: Loaded 1 optimal features with 62.54% confidence from JSON config
[2025-12-02T20:53:49.337292] [DEBUG] [MAG       ] Building data for symbol: MASI with lookback: 0
[2025-12-02T20:53:49.338079] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:53:49.338134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:49.342885] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:49.347934] [INFO ] [LOCAL     ] SFBS: Saved forecast.
[2025-12-02T20:53:49.348013] [INFO ] [main      ] SFBS: Signal=1 (Conf=80.0%), Magnitude=-0.66% (Conf=40.0065%)
[2025-12-02T20:53:49.348449] [INFO ] [main      ] Fetching symbol history for LVS...
[2025-12-02T20:53:49.348498] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-12-02T20:53:49.348620] [INFO ] [main      ] Progress: 698/965 forecasts completed (72.3%). SFBS finished in 0.7s. ETA: 44.0s. Rate: 364.19 forecasts/min
[2025-12-02T20:53:49.359948] [DEBUG] [REMOTE    ] LVS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:49.361004] [DEBUG] [LOCAL     ] Loaded configuration for LVS: 4 features, N/A% accuracy
[2025-12-02T20:53:49.361054] [INFO ] [LOCAL     ] LVS: Loaded 4 optimal features with 52.17% confidence from JSON config
[2025-12-02T20:53:49.361085] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 0
[2025-12-02T20:53:49.361893] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:49.361952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:49.366758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:49.389966] [DEBUG] [MAG       ] UTWO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:49.421020] [DEBUG] [MAG       ] SB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:49.443498] [INFO ] [LOCAL     ] UTWO: Saved forecast.
[2025-12-02T20:53:49.443562] [INFO ] [main      ] UTWO: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=16.9407%)
[2025-12-02T20:53:49.443931] [INFO ] [main      ] Fetching symbol history for DTSS...
[2025-12-02T20:53:49.443979] [DEBUG] [REMOTE    ] DTSS: Fetching historical data.
[2025-12-02T20:53:49.444291] [INFO ] [main      ] Progress: 699/965 forecasts completed (72.4%). UTWO finished in 0.6s. ETA: 43.8s. Rate: 364.41 forecasts/min
[2025-12-02T20:53:49.455979] [DEBUG] [REMOTE    ] DTSS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:49.457054] [DEBUG] [LOCAL     ] Loaded configuration for DTSS: 6 features, N/A% accuracy
[2025-12-02T20:53:49.457449] [INFO ] [LOCAL     ] DTSS: Loaded 6 optimal features with 28.78% confidence from JSON config
[2025-12-02T20:53:49.457483] [DEBUG] [MAG       ] Building data for symbol: DTSS with lookback: 0
[2025-12-02T20:53:49.458267] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:49.458326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:49.459965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:49.460481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:49.460878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:49.463169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:53:49.463883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:53:49.465435] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:49.476038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:49.478346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:53:49.479143] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:49.480510] [INFO ] [LOCAL     ] SB: Saved forecast.
[2025-12-02T20:53:49.480593] [INFO ] [main      ] SB: Signal=1 (Conf=80.0%), Magnitude=-0.13% (Conf=54.0689%)
[2025-12-02T20:53:49.480751] [INFO ] [main      ] Fetching symbol history for BKH...
[2025-12-02T20:53:49.480793] [DEBUG] [REMOTE    ] BKH: Fetching historical data.
[2025-12-02T20:53:49.481734] [INFO ] [main      ] Progress: 700/965 forecasts completed (72.5%). SB finished in 0.7s. ETA: 43.6s. Rate: 364.82 forecasts/min
[2025-12-02T20:53:49.491528] [DEBUG] [REMOTE    ] BKH: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:49.492361] [DEBUG] [LOCAL     ] Loaded configuration for BKH: 9 features, N/A% accuracy
[2025-12-02T20:53:49.492411] [INFO ] [LOCAL     ] BKH: Loaded 9 optimal features with 55.05% confidence from JSON config
[2025-12-02T20:53:49.492441] [DEBUG] [MAG       ] Building data for symbol: BKH with lookback: 0
[2025-12-02T20:53:49.493190] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:53:49.493250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:49.498065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:49.499837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:49.500447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:49.500858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:49.540402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:53:49.541080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:49.541707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:53:49.542796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:53:49.544731] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:49.675548] [DEBUG] [MAG       ] MASI: Last date is validated at 2025-12-02
[2025-12-02T20:53:49.799223] [DEBUG] [MAG       ] DTSS: Last date is validated at 2025-12-02
[2025-12-02T20:53:49.818299] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-12-02
[2025-12-02T20:53:49.838026] [DEBUG] [MAG       ] MASI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:49.880113] [DEBUG] [MAG       ] BKH: Last date is validated at 2025-12-02
[2025-12-02T20:53:49.948562] [INFO ] [LOCAL     ] MASI: Saved forecast.
[2025-12-02T20:53:49.948646] [INFO ] [main      ] MASI: Signal=1 (Conf=80.0%), Magnitude=-0.55% (Conf=62.5431%)
[2025-12-02T20:53:49.948983] [INFO ] [main      ] Fetching symbol history for OMC...
[2025-12-02T20:53:49.949031] [DEBUG] [REMOTE    ] OMC: Fetching historical data.
[2025-12-02T20:53:49.949655] [INFO ] [main      ] Progress: 701/965 forecasts completed (72.6%). MASI finished in 0.6s. ETA: 43.5s. Rate: 363.86 forecasts/min
[2025-12-02T20:53:49.959378] [DEBUG] [REMOTE    ] OMC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:49.960257] [DEBUG] [LOCAL     ] Loaded configuration for OMC: 6 features, N/A% accuracy
[2025-12-02T20:53:49.960307] [INFO ] [LOCAL     ] OMC: Loaded 6 optimal features with 53.21% confidence from JSON config
[2025-12-02T20:53:49.960337] [DEBUG] [MAG       ] Building data for symbol: OMC with lookback: 0
[2025-12-02T20:53:49.961109] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:49.961168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:49.965782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:49.966553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:49.968800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:49.969281] [DEBUG] [MAG       ] DTSS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:49.985938] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:50.017092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:53:50.017806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:53:50.021885] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:50.027771] [INFO ] [LOCAL     ] DTSS: Saved forecast.
[2025-12-02T20:53:50.027839] [INFO ] [main      ] DTSS: Signal=1 (Conf=80.0%), Magnitude=1.60% (Conf=28.778%)
[2025-12-02T20:53:50.028326] [INFO ] [main      ] Fetching symbol history for DH...
[2025-12-02T20:53:50.028378] [DEBUG] [REMOTE    ] DH: Fetching historical data.
[2025-12-02T20:53:50.028666] [INFO ] [main      ] Progress: 702/965 forecasts completed (72.7%). DTSS finished in 0.6s. ETA: 43.3s. Rate: 364.13 forecasts/min
[2025-12-02T20:53:50.040204] [DEBUG] [REMOTE    ] DH: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:50.041132] [DEBUG] [LOCAL     ] Loaded configuration for DH: 8 features, N/A% accuracy
[2025-12-02T20:53:50.041182] [INFO ] [LOCAL     ] DH: Loaded 8 optimal features with 59.60% confidence from JSON config
[2025-12-02T20:53:50.041212] [DEBUG] [MAG       ] Building data for symbol: DH with lookback: 0
[2025-12-02T20:53:50.041989] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:53:50.042051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:50.046752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:50.048548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:50.049039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:50.049363] [DEBUG] [MAG       ] BKH: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:50.049449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:50.050349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:50.052017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:50.082758] [INFO ] [LOCAL     ] LVS: Saved forecast.
[2025-12-02T20:53:50.082825] [INFO ] [main      ] LVS: Signal=1 (Conf=80.0%), Magnitude=-1.54% (Conf=52.1725%)
[2025-12-02T20:53:50.083182] [INFO ] [main      ] Fetching symbol history for ACEL...
[2025-12-02T20:53:50.083231] [DEBUG] [REMOTE    ] ACEL: Fetching historical data.
[2025-12-02T20:53:50.083243] [INFO ] [main      ] Progress: 703/965 forecasts completed (72.8%). LVS finished in 0.7s. ETA: 43.1s. Rate: 364.47 forecasts/min
[2025-12-02T20:53:50.092091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:53:50.093421] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:50.095501] [DEBUG] [REMOTE    ] ACEL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:50.096609] [DEBUG] [LOCAL     ] Loaded configuration for ACEL: 3 features, N/A% accuracy
[2025-12-02T20:53:50.096667] [INFO ] [LOCAL     ] ACEL: Loaded 3 optimal features with 48.52% confidence from JSON config
[2025-12-02T20:53:50.096700] [DEBUG] [MAG       ] Building data for symbol: ACEL with lookback: 0
[2025-12-02T20:53:50.097486] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:53:50.097545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:50.103042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:53:50.103762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:53:50.105787] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:50.139556] [INFO ] [LOCAL     ] BKH: Saved forecast.
[2025-12-02T20:53:50.139639] [INFO ] [main      ] BKH: Signal=1 (Conf=80.0%), Magnitude=0.18% (Conf=55.0549%)
[2025-12-02T20:53:50.139794] [INFO ] [main      ] Fetching symbol history for JMIA...
[2025-12-02T20:53:50.139838] [DEBUG] [REMOTE    ] JMIA: Fetching historical data.
[2025-12-02T20:53:50.140758] [INFO ] [main      ] Progress: 704/965 forecasts completed (73.0%). BKH finished in 0.7s. ETA: 42.9s. Rate: 364.81 forecasts/min
[2025-12-02T20:53:50.150751] [DEBUG] [REMOTE    ] JMIA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:50.151530] [DEBUG] [LOCAL     ] Loaded configuration for JMIA: 4 features, N/A% accuracy
[2025-12-02T20:53:50.151602] [INFO ] [LOCAL     ] JMIA: Loaded 4 optimal features with 53.07% confidence from JSON config
[2025-12-02T20:53:50.151636] [DEBUG] [MAG       ] Building data for symbol: JMIA with lookback: 0
[2025-12-02T20:53:50.152399] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:50.152458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:50.157445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:50.158329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:53:50.237364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:53:50.239461] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:50.349329] [DEBUG] [MAG       ] OMC: Last date is validated at 2025-12-02
[2025-12-02T20:53:50.430449] [DEBUG] [MAG       ] DH: Last date is validated at 2025-12-02
[2025-12-02T20:53:50.452762] [DEBUG] [MAG       ] ACEL: Last date is validated at 2025-12-02
[2025-12-02T20:53:50.511611] [DEBUG] [MAG       ] OMC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:50.591216] [DEBUG] [MAG       ] JMIA: Last date is validated at 2025-12-02
[2025-12-02T20:53:50.599617] [DEBUG] [MAG       ] DH: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:50.618512] [INFO ] [LOCAL     ] OMC: Saved forecast.
[2025-12-02T20:53:50.618603] [INFO ] [main      ] OMC: Signal=1 (Conf=80.0%), Magnitude=-1.01% (Conf=53.2058%)
[2025-12-02T20:53:50.618763] [INFO ] [main      ] Fetching symbol history for SUSB...
[2025-12-02T20:53:50.618804] [DEBUG] [REMOTE    ] SUSB: Fetching historical data.
[2025-12-02T20:53:50.619835] [INFO ] [main      ] Progress: 705/965 forecasts completed (73.1%). OMC finished in 0.7s. ETA: 42.9s. Rate: 363.82 forecasts/min
[2025-12-02T20:53:50.627126] [DEBUG] [MAG       ] ACEL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:50.629522] [DEBUG] [REMOTE    ] SUSB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:50.630372] [DEBUG] [LOCAL     ] Loaded configuration for SUSB: 53 features, N/A% accuracy
[2025-12-02T20:53:50.630421] [INFO ] [LOCAL     ] SUSB: Loaded 53 optimal features with 13.53% confidence from JSON config
[2025-12-02T20:53:50.630451] [DEBUG] [MAG       ] Building data for symbol: SUSB with lookback: 0
[2025-12-02T20:53:50.631219] [DEBUG] [FEATURES  ] DataBuilder: Executing 53 feature methods.
[2025-12-02T20:53:50.631315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:50.635938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:50.637684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:50.638184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:50.638625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:50.639009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:50.639793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:50.640569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:50.642919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:50.664000] [INFO ] [LOCAL     ] DH: Saved forecast.
[2025-12-02T20:53:50.664073] [INFO ] [main      ] DH: Signal=1 (Conf=80.0%), Magnitude=3.89% (Conf=59.5998%)
[2025-12-02T20:53:50.664464] [INFO ] [main      ] Progress: 706/965 forecasts completed (73.2%). DH finished in 0.6s. ETA: 42.7s. Rate: 364.20 forecasts/min
[2025-12-02T20:53:50.664613] [INFO ] [main      ] Fetching symbol history for BKE...
[2025-12-02T20:53:50.664656] [DEBUG] [REMOTE    ] BKE: Fetching historical data.
[2025-12-02T20:53:50.676119] [DEBUG] [REMOTE    ] BKE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:50.677026] [DEBUG] [LOCAL     ] Loaded configuration for BKE: 6 features, N/A% accuracy
[2025-12-02T20:53:50.677079] [INFO ] [LOCAL     ] BKE: Loaded 6 optimal features with 50.07% confidence from JSON config
[2025-12-02T20:53:50.677112] [DEBUG] [MAG       ] Building data for symbol: BKE with lookback: 0
[2025-12-02T20:53:50.677903] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:50.677964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:50.679715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:50.680249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:50.680670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:50.681637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:53:50.682256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:53:50.682948] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:50.694601] [INFO ] [LOCAL     ] ACEL: Saved forecast.
[2025-12-02T20:53:50.694689] [INFO ] [main      ] ACEL: Signal=1 (Conf=80.0%), Magnitude=-1.77% (Conf=48.5207%)
[2025-12-02T20:53:50.695054] [INFO ] [main      ] Fetching symbol history for LND...
[2025-12-02T20:53:50.695105] [DEBUG] [REMOTE    ] LND: Fetching historical data.
[2025-12-02T20:53:50.696646] [INFO ] [main      ] Progress: 707/965 forecasts completed (73.3%). ACEL finished in 0.6s. ETA: 42.5s. Rate: 364.62 forecasts/min
[2025-12-02T20:53:50.707108] [DEBUG] [REMOTE    ] LND: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:50.708125] [DEBUG] [LOCAL     ] Loaded configuration for LND: 4 features, N/A% accuracy
[2025-12-02T20:53:50.708179] [INFO ] [LOCAL     ] LND: Loaded 4 optimal features with 48.59% confidence from JSON config
[2025-12-02T20:53:50.708212] [DEBUG] [MAG       ] Building data for symbol: LND with lookback: 0
[2025-12-02T20:53:50.709037] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:50.709098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:50.713944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:53:50.715257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:53:50.718276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:53:50.719344] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:50.749263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:50.751141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:50.757240] [DEBUG] [MAG       ] JMIA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:50.787927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:50.788925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:50.822952] [INFO ] [LOCAL     ] JMIA: Saved forecast.
[2025-12-02T20:53:50.823017] [INFO ] [main      ] JMIA: Signal=1 (Conf=80.0%), Magnitude=3.74% (Conf=53.0717%)
[2025-12-02T20:53:50.823349] [INFO ] [main      ] Fetching symbol history for FCNCA...
[2025-12-02T20:53:50.823398] [DEBUG] [REMOTE    ] FCNCA: Fetching historical data.
[2025-12-02T20:53:50.823641] [INFO ] [main      ] Progress: 708/965 forecasts completed (73.4%). JMIA finished in 0.7s. ETA: 42.3s. Rate: 364.73 forecasts/min
[2025-12-02T20:53:50.834733] [DEBUG] [REMOTE    ] FCNCA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:50.835538] [DEBUG] [LOCAL     ] Loaded configuration for FCNCA: 9 features, N/A% accuracy
[2025-12-02T20:53:50.835615] [INFO ] [LOCAL     ] FCNCA: Loaded 9 optimal features with 60.61% confidence from JSON config
[2025-12-02T20:53:50.835648] [DEBUG] [MAG       ] Building data for symbol: FCNCA with lookback: 0
[2025-12-02T20:53:50.836386] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:53:50.836448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:50.837826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:53:50.838159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:50.838693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:50.838735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:53:50.839069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:53:50.839948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:53:50.841009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:50.841473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:53:50.842428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:53:50.844053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:53:50.845094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:53:50.845936] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:50.912737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:53:50.913498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:53:50.915269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:53:50.917925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:53:50.918977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:53:50.920888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:53:50.921643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:53:50.925773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:53:50.926915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:53:50.928210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:53:50.929724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:53:50.932488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:53:50.933149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:53:50.933844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:53:50.935788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:53:50.936851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:53:50.937550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:53:50.941595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-02T20:53:50.942280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:53:50.944964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:53:50.946509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:53:50.948901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:53:50.951006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:53:50.954684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:53:50.971434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:53:50.972560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:53:50.974173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:53:50.974890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:53:50.976451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:53:50.978026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:53:50.978924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:53:50.980083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:53:50.981259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:53:50.983297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:53:50.984794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:53:50.987515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:53:50.989297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:53:50.994923] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:51.015389] [DEBUG] [MAG       ] BKE: Last date is validated at 2025-12-02
[2025-12-02T20:53:51.065300] [DEBUG] [MAG       ] LND: Last date is validated at 2025-12-02
[2025-12-02T20:53:51.175388] [DEBUG] [MAG       ] FCNCA: Last date is validated at 2025-12-02
[2025-12-02T20:53:51.183096] [DEBUG] [MAG       ] BKE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:51.234533] [DEBUG] [MAG       ] LND: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:51.262456] [INFO ] [LOCAL     ] BKE: Saved forecast.
[2025-12-02T20:53:51.262524] [INFO ] [main      ] BKE: Signal=1 (Conf=80.0%), Magnitude=2.75% (Conf=50.0694%)
[2025-12-02T20:53:51.262912] [INFO ] [main      ] Progress: 709/965 forecasts completed (73.5%). BKE finished in 0.6s. ETA: 42.2s. Rate: 363.88 forecasts/min
[2025-12-02T20:53:51.263037] [INFO ] [main      ] Fetching symbol history for BRO...
[2025-12-02T20:53:51.263080] [DEBUG] [REMOTE    ] BRO: Fetching historical data.
[2025-12-02T20:53:51.274825] [DEBUG] [REMOTE    ] BRO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:51.275839] [DEBUG] [LOCAL     ] Loaded configuration for BRO: 10 features, N/A% accuracy
[2025-12-02T20:53:51.275905] [INFO ] [LOCAL     ] BRO: Loaded 10 optimal features with 63.64% confidence from JSON config
[2025-12-02T20:53:51.275941] [DEBUG] [MAG       ] Building data for symbol: BRO with lookback: 0
[2025-12-02T20:53:51.276903] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-02T20:53:51.276985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:51.278843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:51.279367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:51.279811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:51.280588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:51.281431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:51.283155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:53:51.284404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:53:51.286311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:53:51.287466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:53:51.289519] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:51.292154] [INFO ] [LOCAL     ] LND: Saved forecast.
[2025-12-02T20:53:51.292217] [INFO ] [main      ] LND: Signal=1 (Conf=80.0%), Magnitude=-1.13% (Conf=48.5875%)
[2025-12-02T20:53:51.292532] [INFO ] [main      ] Progress: 710/965 forecasts completed (73.6%). LND finished in 0.6s. ETA: 42.0s. Rate: 364.30 forecasts/min
[2025-12-02T20:53:51.292725] [INFO ] [main      ] Fetching symbol history for TTWO...
[2025-12-02T20:53:51.292769] [DEBUG] [REMOTE    ] TTWO: Fetching historical data.
[2025-12-02T20:53:51.305965] [DEBUG] [REMOTE    ] TTWO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:51.306841] [DEBUG] [LOCAL     ] Loaded configuration for TTWO: 2 features, N/A% accuracy
[2025-12-02T20:53:51.306892] [INFO ] [LOCAL     ] TTWO: Loaded 2 optimal features with 62.15% confidence from JSON config
[2025-12-02T20:53:51.306923] [DEBUG] [MAG       ] Building data for symbol: TTWO with lookback: 0
[2025-12-02T20:53:51.307690] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:53:51.307744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:51.309409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:51.309912] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:51.335745] [DEBUG] [MAG       ] SUSB: Last date is validated at 2025-12-02
[2025-12-02T20:53:51.344417] [DEBUG] [MAG       ] FCNCA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:51.530632] [DEBUG] [MAG       ] SUSB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:51.559767] [INFO ] [LOCAL     ] FCNCA: Saved forecast.
[2025-12-02T20:53:51.559829] [INFO ] [main      ] FCNCA: Signal=1 (Conf=80.0%), Magnitude=0.95% (Conf=60.613%)
[2025-12-02T20:53:51.559981] [INFO ] [main      ] Fetching symbol history for DMB...
[2025-12-02T20:53:51.560022] [DEBUG] [REMOTE    ] DMB: Fetching historical data.
[2025-12-02T20:53:51.561546] [INFO ] [main      ] Progress: 711/965 forecasts completed (73.7%). FCNCA finished in 0.7s. ETA: 41.9s. Rate: 363.97 forecasts/min
[2025-12-02T20:53:51.571690] [DEBUG] [REMOTE    ] DMB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:51.572728] [DEBUG] [LOCAL     ] Loaded configuration for DMB: 5 features, N/A% accuracy
[2025-12-02T20:53:51.572785] [INFO ] [LOCAL     ] DMB: Loaded 5 optimal features with 46.64% confidence from JSON config
[2025-12-02T20:53:51.572816] [DEBUG] [MAG       ] Building data for symbol: DMB with lookback: 0
[2025-12-02T20:53:51.573546] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:51.573620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:51.578301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:53:51.582439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:53:51.584405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:53:51.585420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:53:51.586913] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:51.638438] [DEBUG] [MAG       ] BRO: Last date is validated at 2025-12-02
[2025-12-02T20:53:51.665385] [DEBUG] [MAG       ] TTWO: Last date is validated at 2025-12-02
[2025-12-02T20:53:51.810890] [INFO ] [LOCAL     ] SUSB: Saved forecast.
[2025-12-02T20:53:51.810958] [INFO ] [main      ] SUSB: Signal=1 (Conf=80.0%), Magnitude=-0.02% (Conf=13.5335%)
[2025-12-02T20:53:51.811300] [INFO ] [main      ] Fetching symbol history for FPI...
[2025-12-02T20:53:51.811349] [DEBUG] [REMOTE    ] FPI: Fetching historical data.
[2025-12-02T20:53:51.811749] [INFO ] [main      ] Progress: 712/965 forecasts completed (73.8%). SUSB finished in 1.2s. ETA: 41.7s. Rate: 363.71 forecasts/min
[2025-12-02T20:53:51.815285] [DEBUG] [MAG       ] BRO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:51.823473] [DEBUG] [REMOTE    ] FPI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:51.824483] [DEBUG] [LOCAL     ] Loaded configuration for FPI: 3 features, N/A% accuracy
[2025-12-02T20:53:51.824532] [INFO ] [LOCAL     ] FPI: Loaded 3 optimal features with 56.29% confidence from JSON config
[2025-12-02T20:53:51.824563] [DEBUG] [MAG       ] Building data for symbol: FPI with lookback: 0
[2025-12-02T20:53:51.825335] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:53:51.825394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:51.830083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:53:51.831346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:53:51.832169] [DEBUG] [MAG       ] TTWO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:51.833070] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:51.920333] [DEBUG] [MAG       ] DMB: Last date is validated at 2025-12-02
[2025-12-02T20:53:51.927647] [INFO ] [LOCAL     ] BRO: Saved forecast.
[2025-12-02T20:53:51.927712] [INFO ] [main      ] BRO: Signal=1 (Conf=80.0%), Magnitude=-0.56% (Conf=63.6377%)
[2025-12-02T20:53:51.928094] [INFO ] [main      ] Fetching symbol history for EGP...
[2025-12-02T20:53:51.928143] [DEBUG] [REMOTE    ] EGP: Fetching historical data.
[2025-12-02T20:53:51.928147] [INFO ] [main      ] Progress: 713/965 forecasts completed (73.9%). BRO finished in 0.7s. ETA: 41.6s. Rate: 363.86 forecasts/min
[2025-12-02T20:53:51.939782] [DEBUG] [REMOTE    ] EGP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:51.940937] [DEBUG] [LOCAL     ] Loaded configuration for EGP: 9 features, N/A% accuracy
[2025-12-02T20:53:51.940989] [INFO ] [LOCAL     ] EGP: Loaded 9 optimal features with 48.19% confidence from JSON config
[2025-12-02T20:53:51.941354] [DEBUG] [MAG       ] Building data for symbol: EGP with lookback: 0
[2025-12-02T20:53:51.942157] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:53:51.942218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:51.943896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:51.944397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:51.944854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:51.945228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:51.946178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:51.952422] [INFO ] [LOCAL     ] TTWO: Saved forecast.
[2025-12-02T20:53:51.952482] [INFO ] [main      ] TTWO: Signal=1 (Conf=80.0%), Magnitude=-0.95% (Conf=62.1477%)
[2025-12-02T20:53:51.952825] [INFO ] [main      ] Progress: 714/965 forecasts completed (74.0%). TTWO finished in 0.7s. ETA: 41.3s. Rate: 364.29 forecasts/min
[2025-12-02T20:53:51.953013] [INFO ] [main      ] Fetching symbol history for SBAC...
[2025-12-02T20:53:51.953055] [DEBUG] [REMOTE    ] SBAC: Fetching historical data.
[2025-12-02T20:53:51.964260] [DEBUG] [REMOTE    ] SBAC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:51.965295] [DEBUG] [LOCAL     ] Loaded configuration for SBAC: 8 features, N/A% accuracy
[2025-12-02T20:53:51.965346] [INFO ] [LOCAL     ] SBAC: Loaded 8 optimal features with 57.62% confidence from JSON config
[2025-12-02T20:53:51.965376] [DEBUG] [MAG       ] Building data for symbol: SBAC with lookback: 0
[2025-12-02T20:53:51.966147] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:53:51.966207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:51.970950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:51.972698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:51.973157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:51.973531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:51.992688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:53:51.996960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:53:51.998125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:53:52.000158] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:52.022348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:53:52.024313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:53:52.025867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:53:52.026542] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:52.084196] [DEBUG] [MAG       ] DMB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:52.145388] [INFO ] [LOCAL     ] DMB: Saved forecast.
[2025-12-02T20:53:52.145453] [INFO ] [main      ] DMB: Signal=1 (Conf=80.0%), Magnitude=0.42% (Conf=46.6403%)
[2025-12-02T20:53:52.145795] [INFO ] [main      ] Fetching symbol history for ISPO...
[2025-12-02T20:53:52.145999] [DEBUG] [REMOTE    ] ISPO: Fetching historical data.
[2025-12-02T20:53:52.146658] [INFO ] [main      ] Progress: 715/965 forecasts completed (74.1%). DMB finished in 0.6s. ETA: 41.2s. Rate: 364.20 forecasts/min
[2025-12-02T20:53:52.156062] [DEBUG] [REMOTE    ] ISPO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:52.156900] [DEBUG] [LOCAL     ] Loaded configuration for ISPO: 5 features, N/A% accuracy
[2025-12-02T20:53:52.156954] [INFO ] [LOCAL     ] ISPO: Loaded 5 optimal features with 55.20% confidence from JSON config
[2025-12-02T20:53:52.156985] [DEBUG] [MAG       ] Building data for symbol: ISPO with lookback: 0
[2025-12-02T20:53:52.157744] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:52.157803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:52.162445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:52.164176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:52.164655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:52.165491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:53:52.168030] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:52.190408] [DEBUG] [MAG       ] FPI: Last date is validated at 2025-12-02
[2025-12-02T20:53:52.336742] [DEBUG] [MAG       ] EGP: Last date is validated at 2025-12-02
[2025-12-02T20:53:52.356432] [DEBUG] [MAG       ] FPI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:52.359365] [DEBUG] [MAG       ] SBAC: Last date is validated at 2025-12-02
[2025-12-02T20:53:52.415730] [INFO ] [LOCAL     ] FPI: Saved forecast.
[2025-12-02T20:53:52.415794] [INFO ] [main      ] FPI: Signal=1 (Conf=80.0%), Magnitude=0.67% (Conf=56.2921%)
[2025-12-02T20:53:52.416126] [INFO ] [main      ] Fetching symbol history for BSAC...
[2025-12-02T20:53:52.416174] [DEBUG] [REMOTE    ] BSAC: Fetching historical data.
[2025-12-02T20:53:52.416657] [INFO ] [main      ] Progress: 716/965 forecasts completed (74.2%). FPI finished in 0.6s. ETA: 41.1s. Rate: 363.88 forecasts/min
[2025-12-02T20:53:52.426991] [DEBUG] [REMOTE    ] BSAC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:52.427838] [DEBUG] [LOCAL     ] Loaded configuration for BSAC: 3 features, N/A% accuracy
[2025-12-02T20:53:52.427895] [INFO ] [LOCAL     ] BSAC: Loaded 3 optimal features with 50.65% confidence from JSON config
[2025-12-02T20:53:52.427931] [DEBUG] [MAG       ] Building data for symbol: BSAC with lookback: 0
[2025-12-02T20:53:52.428756] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:53:52.428817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:52.433625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:52.435355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:52.435848] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:52.498294] [DEBUG] [MAG       ] ISPO: Last date is validated at 2025-12-02
[2025-12-02T20:53:52.500647] [DEBUG] [MAG       ] EGP: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:52.526122] [DEBUG] [MAG       ] SBAC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:52.620679] [INFO ] [LOCAL     ] EGP: Saved forecast.
[2025-12-02T20:53:52.620745] [INFO ] [main      ] EGP: Signal=1 (Conf=80.0%), Magnitude=-0.91% (Conf=48.1918%)
[2025-12-02T20:53:52.621091] [INFO ] [main      ] Fetching symbol history for NCA...
[2025-12-02T20:53:52.621140] [DEBUG] [REMOTE    ] NCA: Fetching historical data.
[2025-12-02T20:53:52.621122] [INFO ] [main      ] Progress: 717/965 forecasts completed (74.3%). EGP finished in 0.7s. ETA: 40.9s. Rate: 363.76 forecasts/min
[2025-12-02T20:53:52.631896] [DEBUG] [REMOTE    ] NCA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:52.633034] [DEBUG] [LOCAL     ] Loaded configuration for NCA: 9 features, N/A% accuracy
[2025-12-02T20:53:52.633085] [INFO ] [LOCAL     ] NCA: Loaded 9 optimal features with 26.18% confidence from JSON config
[2025-12-02T20:53:52.633115] [DEBUG] [MAG       ] Building data for symbol: NCA with lookback: 0
[2025-12-02T20:53:52.633893] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:53:52.633956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:52.638626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:52.640345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:52.640816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:52.641674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:52.645496] [INFO ] [LOCAL     ] SBAC: Saved forecast.
[2025-12-02T20:53:52.645561] [INFO ] [main      ] SBAC: Signal=1 (Conf=80.0%), Magnitude=0.55% (Conf=57.6169%)
[2025-12-02T20:53:52.645736] [INFO ] [main      ] Fetching symbol history for RFI...
[2025-12-02T20:53:52.645778] [DEBUG] [REMOTE    ] RFI: Fetching historical data.
[2025-12-02T20:53:52.646774] [INFO ] [main      ] Progress: 718/965 forecasts completed (74.4%). SBAC finished in 0.7s. ETA: 40.7s. Rate: 364.18 forecasts/min
[2025-12-02T20:53:52.658429] [DEBUG] [REMOTE    ] RFI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:52.659264] [DEBUG] [LOCAL     ] Loaded configuration for RFI: 6 features, N/A% accuracy
[2025-12-02T20:53:52.659318] [INFO ] [LOCAL     ] RFI: Loaded 6 optimal features with 44.29% confidence from JSON config
[2025-12-02T20:53:52.659349] [DEBUG] [MAG       ] Building data for symbol: RFI with lookback: 0
[2025-12-02T20:53:52.660123] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:52.660202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:52.661841] [DEBUG] [MAG       ] ISPO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:52.665191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:52.666932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:52.667382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:52.667823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:52.668218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:53:52.668900] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:52.721882] [INFO ] [LOCAL     ] ISPO: Saved forecast.
[2025-12-02T20:53:52.721960] [INFO ] [main      ] ISPO: Signal=1 (Conf=80.0%), Magnitude=1.55% (Conf=55.1981%)
[2025-12-02T20:53:52.722118] [INFO ] [main      ] Fetching symbol history for PASG...
[2025-12-02T20:53:52.722160] [DEBUG] [REMOTE    ] PASG: Fetching historical data.
[2025-12-02T20:53:52.723669] [INFO ] [main      ] Progress: 719/965 forecasts completed (74.5%). ISPO finished in 0.6s. ETA: 40.5s. Rate: 364.45 forecasts/min
[2025-12-02T20:53:52.733630] [DEBUG] [REMOTE    ] PASG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:52.734885] [DEBUG] [LOCAL     ] Loaded configuration for PASG: 7 features, N/A% accuracy
[2025-12-02T20:53:52.734945] [INFO ] [LOCAL     ] PASG: Loaded 7 optimal features with 55.92% confidence from JSON config
[2025-12-02T20:53:52.734975] [DEBUG] [MAG       ] Building data for symbol: PASG with lookback: 0
[2025-12-02T20:53:52.735730] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:53:52.735810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:52.740620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:52.742340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:52.742821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:52.743199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:53:52.752976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:53:52.756108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:53:52.774127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:53:52.775257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:53:52.776419] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:52.783937] [DEBUG] [MAG       ] BSAC: Last date is validated at 2025-12-02
[2025-12-02T20:53:52.815858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:53:52.816589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:53:52.817712] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:53.001880] [DEBUG] [MAG       ] RFI: Last date is validated at 2025-12-02
[2025-12-02T20:53:53.013298] [DEBUG] [MAG       ] BSAC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:53.090234] [INFO ] [LOCAL     ] BSAC: Saved forecast.
[2025-12-02T20:53:53.090298] [INFO ] [main      ] BSAC: Signal=1 (Conf=80.0%), Magnitude=0.74% (Conf=50.652%)
[2025-12-02T20:53:53.090667] [INFO ] [main      ] Fetching symbol history for NRG...
[2025-12-02T20:53:53.090717] [DEBUG] [REMOTE    ] NRG: Fetching historical data.
[2025-12-02T20:53:53.091647] [INFO ] [main      ] Progress: 720/965 forecasts completed (74.6%). BSAC finished in 0.7s. ETA: 40.4s. Rate: 363.83 forecasts/min
[2025-12-02T20:53:53.101946] [DEBUG] [REMOTE    ] NRG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:53.102921] [DEBUG] [LOCAL     ] Loaded configuration for NRG: 3 features, N/A% accuracy
[2025-12-02T20:53:53.102976] [INFO ] [LOCAL     ] NRG: Loaded 3 optimal features with 61.04% confidence from JSON config
[2025-12-02T20:53:53.103007] [DEBUG] [MAG       ] Building data for symbol: NRG with lookback: 0
[2025-12-02T20:53:53.103825] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:53:53.103901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:53:53.105157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:53:53.106713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:53:53.108303] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:53.114466] [DEBUG] [MAG       ] NCA: Last date is validated at 2025-12-02
[2025-12-02T20:53:53.147645] [DEBUG] [MAG       ] PASG: Last date is validated at 2025-12-02
[2025-12-02T20:53:53.168914] [DEBUG] [MAG       ] RFI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:53.226291] [INFO ] [LOCAL     ] RFI: Saved forecast.
[2025-12-02T20:53:53.226354] [INFO ] [main      ] RFI: Signal=1 (Conf=80.0%), Magnitude=-2.00% (Conf=44.2902%)
[2025-12-02T20:53:53.226710] [INFO ] [main      ] Fetching symbol history for INSM...
[2025-12-02T20:53:53.226760] [DEBUG] [REMOTE    ] INSM: Fetching historical data.
[2025-12-02T20:53:53.227648] [INFO ] [main      ] Progress: 721/965 forecasts completed (74.7%). RFI finished in 0.6s. ETA: 40.2s. Rate: 363.92 forecasts/min
[2025-12-02T20:53:53.237890] [DEBUG] [REMOTE    ] INSM: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:53.239003] [DEBUG] [LOCAL     ] Loaded configuration for INSM: 8 features, N/A% accuracy
[2025-12-02T20:53:53.239055] [INFO ] [LOCAL     ] INSM: Loaded 8 optimal features with 68.63% confidence from JSON config
[2025-12-02T20:53:53.239086] [DEBUG] [MAG       ] Building data for symbol: INSM with lookback: 0
[2025-12-02T20:53:53.239844] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:53:53.239905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:53.241534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:53.242039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:53.242410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:53.286888] [DEBUG] [MAG       ] NCA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:53.289894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:53:53.291217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:53:53.291836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:53:53.294653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:53:53.312639] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:53.315542] [DEBUG] [MAG       ] PASG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:53.355406] [INFO ] [LOCAL     ] NCA: Saved forecast.
[2025-12-02T20:53:53.355472] [INFO ] [main      ] NCA: Signal=1 (Conf=80.0%), Magnitude=-0.10% (Conf=26.1771%)
[2025-12-02T20:53:53.355835] [INFO ] [main      ] Fetching symbol history for SOJD...
[2025-12-02T20:53:53.355885] [DEBUG] [REMOTE    ] SOJD: Fetching historical data.
[2025-12-02T20:53:53.356649] [INFO ] [main      ] Progress: 722/965 forecasts completed (74.8%). NCA finished in 0.7s. ETA: 40.1s. Rate: 364.03 forecasts/min
[2025-12-02T20:53:53.367409] [DEBUG] [REMOTE    ] SOJD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:53.368479] [DEBUG] [LOCAL     ] Loaded configuration for SOJD: 4 features, N/A% accuracy
[2025-12-02T20:53:53.368530] [INFO ] [LOCAL     ] SOJD: Loaded 4 optimal features with 49.77% confidence from JSON config
[2025-12-02T20:53:53.368560] [DEBUG] [MAG       ] Building data for symbol: SOJD with lookback: 0
[2025-12-02T20:53:53.369354] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:53.369414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:53.371744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:53:53.372787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:53:53.374766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:53:53.380456] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:53.471193] [DEBUG] [MAG       ] NRG: Last date is validated at 2025-12-02
[2025-12-02T20:53:53.477170] [INFO ] [LOCAL     ] PASG: Saved forecast.
[2025-12-02T20:53:53.477232] [INFO ] [main      ] PASG: Signal=1 (Conf=80.0%), Magnitude=-8.72% (Conf=55.9158%)
[2025-12-02T20:53:53.477600] [INFO ] [main      ] Progress: 723/965 forecasts completed (74.9%). PASG finished in 0.8s. ETA: 39.9s. Rate: 364.16 forecasts/min
[2025-12-02T20:53:53.477728] [INFO ] [main      ] Fetching symbol history for FMC...
[2025-12-02T20:53:53.477769] [DEBUG] [REMOTE    ] FMC: Fetching historical data.
[2025-12-02T20:53:53.488456] [DEBUG] [REMOTE    ] FMC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:53.489358] [DEBUG] [LOCAL     ] Loaded configuration for FMC: 1 features, N/A% accuracy
[2025-12-02T20:53:53.489418] [INFO ] [LOCAL     ] FMC: Loaded 1 optimal features with 39.48% confidence from JSON config
[2025-12-02T20:53:53.489448] [DEBUG] [MAG       ] Building data for symbol: FMC with lookback: 0
[2025-12-02T20:53:53.490218] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:53:53.490274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:53.494926] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:53.640400] [DEBUG] [MAG       ] NRG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:53.659769] [DEBUG] [MAG       ] INSM: Last date is validated at 2025-12-02
[2025-12-02T20:53:53.723538] [DEBUG] [MAG       ] SOJD: Last date is validated at 2025-12-02
[2025-12-02T20:53:53.747671] [INFO ] [LOCAL     ] NRG: Saved forecast.
[2025-12-02T20:53:53.747738] [INFO ] [main      ] NRG: Signal=1 (Conf=80.0%), Magnitude=-2.64% (Conf=61.0403%)
[2025-12-02T20:53:53.748107] [INFO ] [main      ] Fetching symbol history for LENZ...
[2025-12-02T20:53:53.748158] [DEBUG] [REMOTE    ] LENZ: Fetching historical data.
[2025-12-02T20:53:53.748649] [INFO ] [main      ] Progress: 724/965 forecasts completed (75.0%). NRG finished in 0.7s. ETA: 39.7s. Rate: 363.84 forecasts/min
[2025-12-02T20:53:53.759438] [DEBUG] [REMOTE    ] LENZ: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:53.760492] [DEBUG] [LOCAL     ] Loaded configuration for LENZ: 6 features, N/A% accuracy
[2025-12-02T20:53:53.760546] [INFO ] [LOCAL     ] LENZ: Loaded 6 optimal features with 64.88% confidence from JSON config
[2025-12-02T20:53:53.760602] [DEBUG] [MAG       ] Building data for symbol: LENZ with lookback: 0
[2025-12-02T20:53:53.765425] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:53.765487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:53.766238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:53.768629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:53.770288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:53:53.828761] [DEBUG] [MAG       ] INSM: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:53.829873] [DEBUG] [MAG       ] FMC: Last date is validated at 2025-12-02
[2025-12-02T20:53:53.845509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:53:53.846359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:53:53.863997] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:53.892103] [DEBUG] [MAG       ] SOJD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:53.956127] [INFO ] [LOCAL     ] SOJD: Saved forecast.
[2025-12-02T20:53:53.956191] [INFO ] [main      ] SOJD: Signal=1 (Conf=80.0%), Magnitude=0.40% (Conf=49.7675%)
[2025-12-02T20:53:53.956537] [INFO ] [main      ] Fetching symbol history for AXS...
[2025-12-02T20:53:53.956603] [DEBUG] [REMOTE    ] AXS: Fetching historical data.
[2025-12-02T20:53:53.956888] [INFO ] [LOCAL     ] INSM: Saved forecast.
[2025-12-02T20:53:53.956952] [INFO ] [main      ] INSM: Signal=1 (Conf=80.0%), Magnitude=-1.01% (Conf=68.6307%)
[2025-12-02T20:53:53.957087] [INFO ] [main      ] Fetching symbol history for KBWP...
[2025-12-02T20:53:53.957129] [DEBUG] [REMOTE    ] KBWP: Fetching historical data.
[2025-12-02T20:53:53.957641] [INFO ] [main      ] Progress: 725/965 forecasts completed (75.1%). SOJD finished in 0.6s. ETA: 39.6s. Rate: 363.70 forecasts/min
[2025-12-02T20:53:53.958664] [INFO ] [main      ] Progress: 726/965 forecasts completed (75.2%). INSM finished in 0.7s. ETA: 39.4s. Rate: 364.20 forecasts/min
[2025-12-02T20:53:53.968232] [DEBUG] [REMOTE    ] AXS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:53.968467] [DEBUG] [REMOTE    ] KBWP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:53.969216] [DEBUG] [LOCAL     ] Loaded configuration for AXS: 1 features, N/A% accuracy
[2025-12-02T20:53:53.969271] [INFO ] [LOCAL     ] AXS: Loaded 1 optimal features with 58.03% confidence from JSON config
[2025-12-02T20:53:53.969303] [DEBUG] [MAG       ] Building data for symbol: AXS with lookback: 0
[2025-12-02T20:53:53.969481] [DEBUG] [LOCAL     ] Loaded configuration for KBWP: 4 features, N/A% accuracy
[2025-12-02T20:53:53.969531] [INFO ] [LOCAL     ] KBWP: Loaded 4 optimal features with 63.63% confidence from JSON config
[2025-12-02T20:53:53.969561] [DEBUG] [MAG       ] Building data for symbol: KBWP with lookback: 0
[2025-12-02T20:53:53.970082] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:53:53.970139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:53.970325] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:53.970387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:53.971276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:53.974876] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:53.996105] [DEBUG] [MAG       ] FMC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:54.019761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:53:54.033998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:53:54.034777] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:54.098213] [INFO ] [LOCAL     ] FMC: Saved forecast.
[2025-12-02T20:53:54.098279] [INFO ] [main      ] FMC: Signal=1 (Conf=80.0%), Magnitude=-8.12% (Conf=39.4849%)
[2025-12-02T20:53:54.098623] [INFO ] [main      ] Fetching symbol history for BSMQ...
[2025-12-02T20:53:54.098672] [DEBUG] [REMOTE    ] BSMQ: Fetching historical data.
[2025-12-02T20:53:54.098653] [INFO ] [main      ] Progress: 727/965 forecasts completed (75.3%). FMC finished in 0.6s. ETA: 39.2s. Rate: 364.28 forecasts/min
[2025-12-02T20:53:54.109191] [DEBUG] [REMOTE    ] BSMQ: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:54.110159] [DEBUG] [LOCAL     ] Loaded configuration for BSMQ: 49 features, N/A% accuracy
[2025-12-02T20:53:54.110214] [INFO ] [LOCAL     ] BSMQ: Loaded 49 optimal features with 14.67% confidence from JSON config
[2025-12-02T20:53:54.110246] [DEBUG] [MAG       ] Building data for symbol: BSMQ with lookback: 0
[2025-12-02T20:53:54.111087] [DEBUG] [FEATURES  ] DataBuilder: Executing 49 feature methods.
[2025-12-02T20:53:54.111194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:54.115855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:54.117567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:54.118085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:54.118510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:54.118904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:54.119623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:54.120396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:54.122779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:54.203371] [DEBUG] [MAG       ] LENZ: Last date is validated at 2025-12-02
[2025-12-02T20:53:54.231689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:54.233375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:54.271143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:54.272166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:54.311503] [DEBUG] [MAG       ] AXS: Last date is validated at 2025-12-02
[2025-12-02T20:53:54.316834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:53:54.317659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:53:54.318898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:53:54.365698] [DEBUG] [MAG       ] KBWP: Last date is validated at 2025-12-02
[2025-12-02T20:53:54.375361] [DEBUG] [MAG       ] LENZ: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:54.393371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:53:54.394079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:53:54.395941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:53:54.398660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:53:54.399719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:53:54.401704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:53:54.402420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:53:54.406732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:53:54.407905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:53:54.409272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:53:54.410813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:53:54.413632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:53:54.414275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:53:54.414997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:53:54.417012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:53:54.418156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:53:54.418858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:53:54.419535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-02T20:53:54.420230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:53:54.422946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:53:54.424537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:53:54.426940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:53:54.429138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:53:54.432945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:53:54.450739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:53:54.452235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:53:54.453903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:53:54.454651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:53:54.456244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:53:54.457892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:53:54.458869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:53:54.460056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:53:54.461291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:53:54.463382] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:54.478762] [DEBUG] [MAG       ] AXS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:54.479800] [INFO ] [LOCAL     ] LENZ: Saved forecast.
[2025-12-02T20:53:54.479867] [INFO ] [main      ] LENZ: Signal=1 (Conf=80.0%), Magnitude=-7.74% (Conf=64.879%)
[2025-12-02T20:53:54.480303] [INFO ] [main      ] Fetching symbol history for VRIG...
[2025-12-02T20:53:54.480355] [DEBUG] [REMOTE    ] VRIG: Fetching historical data.
[2025-12-02T20:53:54.480713] [INFO ] [main      ] Progress: 728/965 forecasts completed (75.4%). LENZ finished in 0.7s. ETA: 39.1s. Rate: 363.62 forecasts/min
[2025-12-02T20:53:54.494926] [DEBUG] [REMOTE    ] VRIG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:54.496247] [DEBUG] [LOCAL     ] Loaded configuration for VRIG: 53 features, N/A% accuracy
[2025-12-02T20:53:54.496313] [INFO ] [LOCAL     ] VRIG: Loaded 53 optimal features with 13.53% confidence from JSON config
[2025-12-02T20:53:54.496354] [DEBUG] [MAG       ] Building data for symbol: VRIG with lookback: 0
[2025-12-02T20:53:54.497319] [DEBUG] [FEATURES  ] DataBuilder: Executing 53 feature methods.
[2025-12-02T20:53:54.497446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:54.503147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:54.505042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:54.505525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:54.505973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:54.506352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:54.507097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:54.507892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:54.510328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:54.531663] [DEBUG] [MAG       ] KBWP: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:54.571636] [INFO ] [LOCAL     ] AXS: Saved forecast.
[2025-12-02T20:53:54.571703] [INFO ] [main      ] AXS: Signal=1 (Conf=80.0%), Magnitude=-0.02% (Conf=58.033%)
[2025-12-02T20:53:54.572068] [INFO ] [main      ] Fetching symbol history for HSCS...
[2025-12-02T20:53:54.572119] [DEBUG] [REMOTE    ] HSCS: Fetching historical data.
[2025-12-02T20:53:54.572115] [INFO ] [main      ] Progress: 729/965 forecasts completed (75.5%). AXS finished in 0.6s. ETA: 38.9s. Rate: 363.84 forecasts/min
[2025-12-02T20:53:54.584545] [DEBUG] [REMOTE    ] HSCS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:54.585723] [DEBUG] [LOCAL     ] Loaded configuration for HSCS: 2 features, N/A% accuracy
[2025-12-02T20:53:54.585779] [INFO ] [LOCAL     ] HSCS: Loaded 2 optimal features with 51.36% confidence from JSON config
[2025-12-02T20:53:54.585811] [DEBUG] [MAG       ] Building data for symbol: HSCS with lookback: 0
[2025-12-02T20:53:54.586670] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:53:54.586728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:54.591667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:54.593525] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:54.618947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:54.620956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:54.626461] [INFO ] [LOCAL     ] KBWP: Saved forecast.
[2025-12-02T20:53:54.626526] [INFO ] [main      ] KBWP: Signal=1 (Conf=80.0%), Magnitude=-1.23% (Conf=63.6291%)
[2025-12-02T20:53:54.626712] [INFO ] [main      ] Fetching symbol history for CBL...
[2025-12-02T20:53:54.626756] [DEBUG] [REMOTE    ] CBL: Fetching historical data.
[2025-12-02T20:53:54.627771] [INFO ] [main      ] Progress: 730/965 forecasts completed (75.6%). KBWP finished in 0.7s. ETA: 38.7s. Rate: 364.17 forecasts/min
[2025-12-02T20:53:54.638102] [DEBUG] [REMOTE    ] CBL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:54.639169] [DEBUG] [LOCAL     ] Loaded configuration for CBL: 3 features, N/A% accuracy
[2025-12-02T20:53:54.639218] [INFO ] [LOCAL     ] CBL: Loaded 3 optimal features with 62.93% confidence from JSON config
[2025-12-02T20:53:54.639247] [DEBUG] [MAG       ] Building data for symbol: CBL with lookback: 0
[2025-12-02T20:53:54.640021] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:53:54.640078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:54.640973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:53:54.641766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:53:54.642877] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:54.659735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:54.660968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:54.701374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:53:54.702434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:53:54.703655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:53:54.781292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:53:54.782250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:53:54.784119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:53:54.786919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:53:54.788024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:53:54.790076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:53:54.790842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:53:54.793109] [DEBUG] [MAG       ] BSMQ: Last date is validated at 2025-12-02
[2025-12-02T20:53:54.795458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:53:54.796829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:53:54.798168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:53:54.799887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:53:54.802885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:53:54.803543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:53:54.804250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:53:54.806225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:53:54.807325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:53:54.808080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:53:54.808809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-02T20:53:54.809487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:53:54.812450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:53:54.814242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:53:54.816874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:53:54.819338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:53:54.823357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:53:54.841203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:53:54.842775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:53:54.844784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:53:54.845475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:53:54.847075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:53:54.848724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:53:54.849631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:53:54.850782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:53:54.852152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:53:54.854629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:53:54.856181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:53:54.859093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:53:54.860969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:53:54.866789] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:54.950709] [DEBUG] [MAG       ] HSCS: Last date is validated at 2025-12-02
[2025-12-02T20:53:54.975268] [DEBUG] [MAG       ] CBL: Last date is validated at 2025-12-02
[2025-12-02T20:53:54.985297] [DEBUG] [MAG       ] BSMQ: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:55.116908] [DEBUG] [MAG       ] HSCS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:55.140455] [DEBUG] [MAG       ] CBL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:55.176436] [INFO ] [LOCAL     ] HSCS: Saved forecast.
[2025-12-02T20:53:55.176500] [INFO ] [main      ] HSCS: Signal=1 (Conf=80.0%), Magnitude=-1.80% (Conf=51.3628%)
[2025-12-02T20:53:55.176852] [INFO ] [main      ] Fetching symbol history for PECO...
[2025-12-02T20:53:55.176901] [DEBUG] [REMOTE    ] PECO: Fetching historical data.
[2025-12-02T20:53:55.176878] [INFO ] [main      ] Progress: 731/965 forecasts completed (75.8%). HSCS finished in 0.6s. ETA: 38.7s. Rate: 363.01 forecasts/min
[2025-12-02T20:53:55.188312] [DEBUG] [REMOTE    ] PECO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:55.189248] [DEBUG] [LOCAL     ] Loaded configuration for PECO: 5 features, N/A% accuracy
[2025-12-02T20:53:55.189298] [INFO ] [LOCAL     ] PECO: Loaded 5 optimal features with 57.00% confidence from JSON config
[2025-12-02T20:53:55.189328] [DEBUG] [MAG       ] Building data for symbol: PECO with lookback: 0
[2025-12-02T20:53:55.190117] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:55.190179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:55.210320] [INFO ] [LOCAL     ] CBL: Saved forecast.
[2025-12-02T20:53:55.210385] [INFO ] [main      ] CBL: Signal=1 (Conf=80.0%), Magnitude=0.58% (Conf=62.9331%)
[2025-12-02T20:53:55.210741] [INFO ] [main      ] Progress: 732/965 forecasts completed (75.9%). CBL finished in 0.6s. ETA: 38.5s. Rate: 363.41 forecasts/min
[2025-12-02T20:53:55.210859] [INFO ] [main      ] Fetching symbol history for ADEA...
[2025-12-02T20:53:55.210899] [DEBUG] [REMOTE    ] ADEA: Fetching historical data.
[2025-12-02T20:53:55.221978] [DEBUG] [REMOTE    ] ADEA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:55.222775] [DEBUG] [LOCAL     ] Loaded configuration for ADEA: 8 features, N/A% accuracy
[2025-12-02T20:53:55.222826] [INFO ] [LOCAL     ] ADEA: Loaded 8 optimal features with 75.88% confidence from JSON config
[2025-12-02T20:53:55.222856] [DEBUG] [MAG       ] Building data for symbol: ADEA with lookback: 0
[2025-12-02T20:53:55.223624] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:53:55.223683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:55.225274] [DEBUG] [MAG       ] VRIG: Last date is validated at 2025-12-02
[2025-12-02T20:53:55.228374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:55.230117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:55.230126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:53:55.230598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:55.231018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:55.231392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:55.231447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:53:55.235840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:53:55.237376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:53:55.238090] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:55.240522] [INFO ] [LOCAL     ] BSMQ: Saved forecast.
[2025-12-02T20:53:55.240607] [INFO ] [main      ] BSMQ: Signal=1 (Conf=80.0%), Magnitude=-0.02% (Conf=14.6686%)
[2025-12-02T20:53:55.240963] [INFO ] [main      ] Fetching symbol history for TEAM...
[2025-12-02T20:53:55.241014] [DEBUG] [REMOTE    ] TEAM: Fetching historical data.
[2025-12-02T20:53:55.242669] [INFO ] [main      ] Progress: 733/965 forecasts completed (76.0%). BSMQ finished in 1.1s. ETA: 38.3s. Rate: 363.81 forecasts/min
[2025-12-02T20:53:55.253900] [DEBUG] [REMOTE    ] TEAM: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:55.254696] [DEBUG] [LOCAL     ] Loaded configuration for TEAM: 1 features, N/A% accuracy
[2025-12-02T20:53:55.254750] [INFO ] [LOCAL     ] TEAM: Loaded 1 optimal features with 52.00% confidence from JSON config
[2025-12-02T20:53:55.254780] [DEBUG] [MAG       ] Building data for symbol: TEAM with lookback: 0
[2025-12-02T20:53:55.255539] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:53:55.255629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:55.270116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:55.271103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:53:55.272269] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:55.297532] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:55.393929] [DEBUG] [MAG       ] VRIG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:55.577051] [DEBUG] [MAG       ] PECO: Last date is validated at 2025-12-02
[2025-12-02T20:53:55.602491] [DEBUG] [MAG       ] ADEA: Last date is validated at 2025-12-02
[2025-12-02T20:53:55.633531] [DEBUG] [MAG       ] TEAM: Last date is validated at 2025-12-02
[2025-12-02T20:53:55.642959] [INFO ] [LOCAL     ] VRIG: Saved forecast.
[2025-12-02T20:53:55.643025] [INFO ] [main      ] VRIG: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=13.5335%)
[2025-12-02T20:53:55.643689] [INFO ] [main      ] Fetching symbol history for DTG...
[2025-12-02T20:53:55.643737] [DEBUG] [REMOTE    ] DTG: Fetching historical data.
[2025-12-02T20:53:55.644658] [INFO ] [main      ] Progress: 734/965 forecasts completed (76.1%). VRIG finished in 1.2s. ETA: 38.2s. Rate: 363.10 forecasts/min
[2025-12-02T20:53:55.655730] [DEBUG] [REMOTE    ] DTG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:55.656539] [DEBUG] [LOCAL     ] Loaded configuration for DTG: 2 features, N/A% accuracy
[2025-12-02T20:53:55.656610] [INFO ] [LOCAL     ] DTG: Loaded 2 optimal features with 44.60% confidence from JSON config
[2025-12-02T20:53:55.656642] [DEBUG] [MAG       ] Building data for symbol: DTG with lookback: 0
[2025-12-02T20:53:55.657374] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:53:55.657430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:55.662135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:53:55.663930] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:55.754159] [DEBUG] [MAG       ] PECO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:55.770824] [DEBUG] [MAG       ] ADEA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:55.803162] [DEBUG] [MAG       ] TEAM: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:55.826187] [INFO ] [LOCAL     ] PECO: Saved forecast.
[2025-12-02T20:53:55.826253] [INFO ] [main      ] PECO: Signal=1 (Conf=80.0%), Magnitude=-0.65% (Conf=57.0014%)
[2025-12-02T20:53:55.826709] [INFO ] [main      ] Fetching symbol history for HSHP...
[2025-12-02T20:53:55.826760] [DEBUG] [REMOTE    ] HSHP: Fetching historical data.
[2025-12-02T20:53:55.827340] [INFO ] [main      ] Progress: 735/965 forecasts completed (76.2%). PECO finished in 0.6s. ETA: 38.0s. Rate: 363.05 forecasts/min
[2025-12-02T20:53:55.837599] [DEBUG] [REMOTE    ] HSHP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:55.838653] [DEBUG] [LOCAL     ] Loaded configuration for HSHP: 5 features, N/A% accuracy
[2025-12-02T20:53:55.838703] [INFO ] [LOCAL     ] HSHP: Loaded 5 optimal features with 50.51% confidence from JSON config
[2025-12-02T20:53:55.838734] [DEBUG] [MAG       ] Building data for symbol: HSHP with lookback: 0
[2025-12-02T20:53:55.839490] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:55.839547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:55.844191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:55.845140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:55.847465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:53:55.848164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:53:55.849204] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:55.851191] [INFO ] [LOCAL     ] ADEA: Saved forecast.
[2025-12-02T20:53:55.851256] [INFO ] [main      ] ADEA: Signal=1 (Conf=80.0%), Magnitude=0.44% (Conf=75.8777%)
[2025-12-02T20:53:55.851663] [INFO ] [main      ] Fetching symbol history for BMRA...
[2025-12-02T20:53:55.851713] [DEBUG] [REMOTE    ] BMRA: Fetching historical data.
[2025-12-02T20:53:55.852811] [INFO ] [main      ] Progress: 736/965 forecasts completed (76.3%). ADEA finished in 0.6s. ETA: 37.8s. Rate: 363.46 forecasts/min
[2025-12-02T20:53:55.863189] [DEBUG] [REMOTE    ] BMRA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:55.864304] [DEBUG] [LOCAL     ] Loaded configuration for BMRA: 2 features, N/A% accuracy
[2025-12-02T20:53:55.864361] [INFO ] [LOCAL     ] BMRA: Loaded 2 optimal features with 45.87% confidence from JSON config
[2025-12-02T20:53:55.864392] [DEBUG] [MAG       ] Building data for symbol: BMRA with lookback: 0
[2025-12-02T20:53:55.865344] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:53:55.865406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:55.935084] [INFO ] [LOCAL     ] TEAM: Saved forecast.
[2025-12-02T20:53:55.935153] [INFO ] [main      ] TEAM: Signal=1 (Conf=80.0%), Magnitude=-0.62% (Conf=52.0035%)
[2025-12-02T20:53:55.935505] [INFO ] [main      ] Fetching symbol history for BLFS...
[2025-12-02T20:53:55.935554] [DEBUG] [REMOTE    ] BLFS: Fetching historical data.
[2025-12-02T20:53:55.936669] [INFO ] [main      ] Progress: 737/965 forecasts completed (76.4%). TEAM finished in 0.7s. ETA: 37.6s. Rate: 363.71 forecasts/min
[2025-12-02T20:53:55.946508] [DEBUG] [REMOTE    ] BLFS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:55.947660] [DEBUG] [LOCAL     ] Loaded configuration for BLFS: 4 features, N/A% accuracy
[2025-12-02T20:53:55.947711] [INFO ] [LOCAL     ] BLFS: Loaded 4 optimal features with 51.14% confidence from JSON config
[2025-12-02T20:53:55.947741] [DEBUG] [MAG       ] Building data for symbol: BLFS with lookback: 0
[2025-12-02T20:53:55.948510] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:55.948567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:55.953352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:55.954274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:53:55.954957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:53:55.955623] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:55.973549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:55.998693] [DEBUG] [MAG       ] DTG: Last date is validated at 2025-12-02
[2025-12-02T20:53:56.011355] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:56.165809] [DEBUG] [MAG       ] DTG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:56.180671] [DEBUG] [MAG       ] HSHP: Last date is validated at 2025-12-02
[2025-12-02T20:53:56.221596] [INFO ] [LOCAL     ] DTG: Saved forecast.
[2025-12-02T20:53:56.221664] [INFO ] [main      ] DTG: Signal=1 (Conf=80.0%), Magnitude=-0.82% (Conf=44.5993%)
[2025-12-02T20:53:56.221820] [INFO ] [main      ] Fetching symbol history for SSTK...
[2025-12-02T20:53:56.221863] [DEBUG] [REMOTE    ] SSTK: Fetching historical data.
[2025-12-02T20:53:56.224651] [INFO ] [main      ] Progress: 738/965 forecasts completed (76.5%). DTG finished in 0.6s. ETA: 37.5s. Rate: 363.34 forecasts/min
[2025-12-02T20:53:56.232699] [DEBUG] [REMOTE    ] SSTK: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:56.234462] [DEBUG] [LOCAL     ] Loaded configuration for SSTK: 4 features, N/A% accuracy
[2025-12-02T20:53:56.234518] [INFO ] [LOCAL     ] SSTK: Loaded 4 optimal features with 54.66% confidence from JSON config
[2025-12-02T20:53:56.234549] [DEBUG] [MAG       ] Building data for symbol: SSTK with lookback: 0
[2025-12-02T20:53:56.235404] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:56.235466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:56.237177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:56.237705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:53:56.238348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:53:56.242427] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:56.295392] [DEBUG] [MAG       ] BLFS: Last date is validated at 2025-12-02
[2025-12-02T20:53:56.341312] [DEBUG] [MAG       ] BMRA: Last date is validated at 2025-12-02
[2025-12-02T20:53:56.345050] [DEBUG] [MAG       ] HSHP: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:56.415806] [INFO ] [LOCAL     ] HSHP: Saved forecast.
[2025-12-02T20:53:56.415874] [INFO ] [main      ] HSHP: Signal=1 (Conf=80.0%), Magnitude=-0.23% (Conf=50.5097%)
[2025-12-02T20:53:56.416209] [INFO ] [main      ] Fetching symbol history for KNSA...
[2025-12-02T20:53:56.416257] [DEBUG] [REMOTE    ] KNSA: Fetching historical data.
[2025-12-02T20:53:56.416655] [INFO ] [main      ] Progress: 739/965 forecasts completed (76.6%). HSHP finished in 0.6s. ETA: 37.3s. Rate: 363.26 forecasts/min
[2025-12-02T20:53:56.429638] [DEBUG] [REMOTE    ] KNSA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:56.430816] [DEBUG] [LOCAL     ] Loaded configuration for KNSA: 3 features, N/A% accuracy
[2025-12-02T20:53:56.430872] [INFO ] [LOCAL     ] KNSA: Loaded 3 optimal features with 60.06% confidence from JSON config
[2025-12-02T20:53:56.430904] [DEBUG] [MAG       ] Building data for symbol: KNSA with lookback: 0
[2025-12-02T20:53:56.431773] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:53:56.431851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:56.433628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:56.434227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:53:56.460718] [DEBUG] [MAG       ] BLFS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:56.506557] [DEBUG] [MAG       ] BMRA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:56.510076] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:56.542303] [INFO ] [LOCAL     ] BLFS: Saved forecast.
[2025-12-02T20:53:56.542370] [INFO ] [main      ] BLFS: Signal=1 (Conf=80.0%), Magnitude=-1.39% (Conf=51.1408%)
[2025-12-02T20:53:56.542754] [INFO ] [main      ] Progress: 740/965 forecasts completed (76.7%). BLFS finished in 0.6s. ETA: 37.2s. Rate: 363.38 forecasts/min
[2025-12-02T20:53:56.542876] [INFO ] [main      ] Fetching symbol history for HRB...
[2025-12-02T20:53:56.542917] [DEBUG] [REMOTE    ] HRB: Fetching historical data.
[2025-12-02T20:53:56.553918] [DEBUG] [REMOTE    ] HRB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:56.554944] [DEBUG] [LOCAL     ] Loaded configuration for HRB: 9 features, N/A% accuracy
[2025-12-02T20:53:56.554995] [INFO ] [LOCAL     ] HRB: Loaded 9 optimal features with 58.31% confidence from JSON config
[2025-12-02T20:53:56.555027] [DEBUG] [MAG       ] Building data for symbol: HRB with lookback: 0
[2025-12-02T20:53:56.555801] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:53:56.555863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:56.560497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:56.561418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:56.571690] [INFO ] [LOCAL     ] BMRA: Saved forecast.
[2025-12-02T20:53:56.571754] [INFO ] [main      ] BMRA: Signal=1 (Conf=80.0%), Magnitude=-5.04% (Conf=45.8696%)
[2025-12-02T20:53:56.572108] [INFO ] [main      ] Fetching symbol history for VYX...
[2025-12-02T20:53:56.572156] [DEBUG] [REMOTE    ] VYX: Fetching historical data.
[2025-12-02T20:53:56.573644] [INFO ] [main      ] Progress: 741/965 forecasts completed (76.8%). BMRA finished in 0.7s. ETA: 36.9s. Rate: 363.77 forecasts/min
[2025-12-02T20:53:56.580869] [DEBUG] [MAG       ] SSTK: Last date is validated at 2025-12-02
[2025-12-02T20:53:56.583325] [DEBUG] [REMOTE    ] VYX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:56.584258] [DEBUG] [LOCAL     ] Loaded configuration for VYX: 5 features, N/A% accuracy
[2025-12-02T20:53:56.584308] [INFO ] [LOCAL     ] VYX: Loaded 5 optimal features with 52.64% confidence from JSON config
[2025-12-02T20:53:56.584337] [DEBUG] [MAG       ] Building data for symbol: VYX with lookback: 0
[2025-12-02T20:53:56.585112] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:56.585171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:56.586859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:56.587363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:56.587778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:56.668983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:56.670816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:56.695497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:53:56.710589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:53:56.712553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:53:56.712876] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:56.713992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:53:56.718057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:53:56.719237] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:56.746803] [DEBUG] [MAG       ] SSTK: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:56.828652] [INFO ] [LOCAL     ] SSTK: Saved forecast.
[2025-12-02T20:53:56.828715] [INFO ] [main      ] SSTK: Signal=1 (Conf=80.0%), Magnitude=1.51% (Conf=54.6645%)
[2025-12-02T20:53:56.829058] [INFO ] [main      ] Fetching symbol history for ETY...
[2025-12-02T20:53:56.829106] [DEBUG] [REMOTE    ] ETY: Fetching historical data.
[2025-12-02T20:53:56.829650] [INFO ] [main      ] Progress: 742/965 forecasts completed (76.9%). SSTK finished in 0.6s. ETA: 36.8s. Rate: 363.50 forecasts/min
[2025-12-02T20:53:56.840405] [DEBUG] [REMOTE    ] ETY: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:56.841509] [DEBUG] [LOCAL     ] Loaded configuration for ETY: 6 features, N/A% accuracy
[2025-12-02T20:53:56.841558] [INFO ] [LOCAL     ] ETY: Loaded 6 optimal features with 49.79% confidence from JSON config
[2025-12-02T20:53:56.841619] [DEBUG] [MAG       ] Building data for symbol: ETY with lookback: 0
[2025-12-02T20:53:56.842366] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:53:56.842429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:56.844130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:56.844680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:56.845070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:56.845830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:56.848164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:53:56.849234] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:56.857320] [DEBUG] [MAG       ] KNSA: Last date is validated at 2025-12-02
[2025-12-02T20:53:57.035306] [DEBUG] [MAG       ] KNSA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:57.043905] [DEBUG] [MAG       ] VYX: Last date is validated at 2025-12-02
[2025-12-02T20:53:57.073918] [DEBUG] [MAG       ] HRB: Last date is validated at 2025-12-02
[2025-12-02T20:53:57.114237] [INFO ] [LOCAL     ] KNSA: Saved forecast.
[2025-12-02T20:53:57.114301] [INFO ] [main      ] KNSA: Signal=1 (Conf=80.0%), Magnitude=-1.03% (Conf=60.0604%)
[2025-12-02T20:53:57.114457] [INFO ] [main      ] Fetching symbol history for CWD...
[2025-12-02T20:53:57.114498] [DEBUG] [REMOTE    ] CWD: Fetching historical data.
[2025-12-02T20:53:57.115662] [INFO ] [main      ] Progress: 743/965 forecasts completed (77.0%). KNSA finished in 0.7s. ETA: 36.7s. Rate: 363.15 forecasts/min
[2025-12-02T20:53:57.125771] [DEBUG] [REMOTE    ] CWD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:57.126831] [DEBUG] [LOCAL     ] Loaded configuration for CWD: 9 features, N/A% accuracy
[2025-12-02T20:53:57.126884] [INFO ] [LOCAL     ] CWD: Loaded 9 optimal features with 45.28% confidence from JSON config
[2025-12-02T20:53:57.126915] [DEBUG] [MAG       ] Building data for symbol: CWD with lookback: 0
[2025-12-02T20:53:57.127703] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:53:57.127764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:57.132531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:57.134303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:57.134798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:57.135180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:57.183638] [DEBUG] [MAG       ] ETY: Last date is validated at 2025-12-02
[2025-12-02T20:53:57.208087] [DEBUG] [MAG       ] VYX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:57.247292] [DEBUG] [MAG       ] HRB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:57.251403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:57.275733] [INFO ] [LOCAL     ] VYX: Saved forecast.
[2025-12-02T20:53:57.275798] [INFO ] [main      ] VYX: Signal=1 (Conf=80.0%), Magnitude=-1.72% (Conf=52.6362%)
[2025-12-02T20:53:57.276135] [INFO ] [main      ] Fetching symbol history for BA...
[2025-12-02T20:53:57.276183] [DEBUG] [REMOTE    ] BA: Fetching historical data.
[2025-12-02T20:53:57.276164] [INFO ] [main      ] Progress: 744/965 forecasts completed (77.1%). VYX finished in 0.7s. ETA: 36.5s. Rate: 363.16 forecasts/min
[2025-12-02T20:53:57.287337] [DEBUG] [REMOTE    ] BA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:57.288526] [DEBUG] [LOCAL     ] Loaded configuration for BA: 1 features, N/A% accuracy
[2025-12-02T20:53:57.288605] [INFO ] [LOCAL     ] BA: Loaded 1 optimal features with 47.49% confidence from JSON config
[2025-12-02T20:53:57.288638] [DEBUG] [MAG       ] Building data for symbol: BA with lookback: 0
[2025-12-02T20:53:57.289390] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:53:57.289445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:53:57.290392] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:57.291220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:53:57.292569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:53:57.293666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:53:57.294332] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:57.338713] [INFO ] [LOCAL     ] HRB: Saved forecast.
[2025-12-02T20:53:57.338776] [INFO ] [main      ] HRB: Signal=1 (Conf=80.0%), Magnitude=0.63% (Conf=58.3139%)
[2025-12-02T20:53:57.339129] [INFO ] [main      ] Progress: 745/965 forecasts completed (77.2%). HRB finished in 0.8s. ETA: 36.3s. Rate: 363.46 forecasts/min
[2025-12-02T20:53:57.339302] [INFO ] [main      ] Fetching symbol history for PFN...
[2025-12-02T20:53:57.339347] [DEBUG] [REMOTE    ] PFN: Fetching historical data.
[2025-12-02T20:53:57.350429] [DEBUG] [REMOTE    ] PFN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:57.351279] [DEBUG] [MAG       ] ETY: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:57.351627] [DEBUG] [LOCAL     ] Loaded configuration for PFN: 5 features, N/A% accuracy
[2025-12-02T20:53:57.351678] [INFO ] [LOCAL     ] PFN: Loaded 5 optimal features with 24.05% confidence from JSON config
[2025-12-02T20:53:57.351708] [DEBUG] [MAG       ] Building data for symbol: PFN with lookback: 0
[2025-12-02T20:53:57.352503] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:57.352561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:57.357194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:57.358158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:57.359758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:53:57.360483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:53:57.363011] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:57.409447] [INFO ] [LOCAL     ] ETY: Saved forecast.
[2025-12-02T20:53:57.409512] [INFO ] [main      ] ETY: Signal=1 (Conf=80.0%), Magnitude=-0.20% (Conf=49.7934%)
[2025-12-02T20:53:57.409899] [INFO ] [main      ] Fetching symbol history for RITM...
[2025-12-02T20:53:57.409959] [DEBUG] [REMOTE    ] RITM: Fetching historical data.
[2025-12-02T20:53:57.411642] [INFO ] [main      ] Progress: 746/965 forecasts completed (77.3%). ETY finished in 0.6s. ETA: 36.1s. Rate: 363.74 forecasts/min
[2025-12-02T20:53:57.421452] [DEBUG] [REMOTE    ] RITM: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:57.422544] [DEBUG] [LOCAL     ] Loaded configuration for RITM: 2 features, N/A% accuracy
[2025-12-02T20:53:57.422629] [INFO ] [LOCAL     ] RITM: Loaded 2 optimal features with 44.71% confidence from JSON config
[2025-12-02T20:53:57.422661] [DEBUG] [MAG       ] Building data for symbol: RITM with lookback: 0
[2025-12-02T20:53:57.423468] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:53:57.423530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:57.472790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:53:57.475958] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:57.623498] [DEBUG] [MAG       ] BA: Last date is validated at 2025-12-02
[2025-12-02T20:53:57.641126] [DEBUG] [MAG       ] CWD: Last date is validated at 2025-12-02
[2025-12-02T20:53:57.706152] [DEBUG] [MAG       ] PFN: Last date is validated at 2025-12-02
[2025-12-02T20:53:57.789949] [DEBUG] [MAG       ] BA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:57.813288] [DEBUG] [MAG       ] CWD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:57.814023] [DEBUG] [MAG       ] RITM: Last date is validated at 2025-12-02
[2025-12-02T20:53:57.873373] [DEBUG] [MAG       ] PFN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:57.901215] [INFO ] [LOCAL     ] BA: Saved forecast.
[2025-12-02T20:53:57.901279] [INFO ] [main      ] BA: Signal=1 (Conf=80.0%), Magnitude=6.01% (Conf=47.4883%)
[2025-12-02T20:53:57.901650] [INFO ] [main      ] Fetching symbol history for STLA...
[2025-12-02T20:53:57.901699] [DEBUG] [REMOTE    ] STLA: Fetching historical data.
[2025-12-02T20:53:57.901785] [INFO ] [main      ] Progress: 747/965 forecasts completed (77.4%). BA finished in 0.6s. ETA: 36.1s. Rate: 362.78 forecasts/min
[2025-12-02T20:53:57.912830] [DEBUG] [REMOTE    ] STLA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:57.913862] [DEBUG] [LOCAL     ] Loaded configuration for STLA: 5 features, N/A% accuracy
[2025-12-02T20:53:57.913912] [INFO ] [LOCAL     ] STLA: Loaded 5 optimal features with 50.34% confidence from JSON config
[2025-12-02T20:53:57.913943] [DEBUG] [MAG       ] Building data for symbol: STLA with lookback: 0
[2025-12-02T20:53:57.914728] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:57.914786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:57.915232] [INFO ] [LOCAL     ] CWD: Saved forecast.
[2025-12-02T20:53:57.915296] [INFO ] [main      ] CWD: Signal=1 (Conf=80.0%), Magnitude=91.81% (Conf=45.2766%)
[2025-12-02T20:53:57.915677] [INFO ] [main      ] Fetching symbol history for RGP...
[2025-12-02T20:53:57.915671] [INFO ] [main      ] Progress: 748/965 forecasts completed (77.5%). CWD finished in 0.8s. ETA: 35.8s. Rate: 363.22 forecasts/min
[2025-12-02T20:53:57.915727] [DEBUG] [REMOTE    ] RGP: Fetching historical data.
[2025-12-02T20:53:57.920138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:57.921927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:57.922390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:53:57.923514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:53:57.927155] [DEBUG] [REMOTE    ] RGP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:57.928058] [DEBUG] [LOCAL     ] Loaded configuration for RGP: 9 features, N/A% accuracy
[2025-12-02T20:53:57.928109] [INFO ] [LOCAL     ] RGP: Loaded 9 optimal features with 47.10% confidence from JSON config
[2025-12-02T20:53:57.928466] [DEBUG] [MAG       ] Building data for symbol: RGP with lookback: 0
[2025-12-02T20:53:57.929265] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:53:57.929331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:57.931047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:57.931549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:57.932017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:57.932411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:57.933029] [INFO ] [LOCAL     ] PFN: Saved forecast.
[2025-12-02T20:53:57.933089] [INFO ] [main      ] PFN: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=24.0497%)
[2025-12-02T20:53:57.933198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:57.933435] [INFO ] [main      ] Progress: 749/965 forecasts completed (77.6%). PFN finished in 0.6s. ETA: 35.6s. Rate: 363.66 forecasts/min
[2025-12-02T20:53:57.933550] [INFO ] [main      ] Fetching symbol history for AIFF...
[2025-12-02T20:53:57.933608] [DEBUG] [REMOTE    ] AIFF: Fetching historical data.
[2025-12-02T20:53:57.934066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:53:57.936158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:53:57.936811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:53:57.943031] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:57.944241] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:57.946691] [DEBUG] [REMOTE    ] AIFF: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:57.947563] [DEBUG] [LOCAL     ] Loaded configuration for AIFF: 4 features, N/A% accuracy
[2025-12-02T20:53:57.947849] [INFO ] [LOCAL     ] AIFF: Loaded 4 optimal features with 50.26% confidence from JSON config
[2025-12-02T20:53:57.947888] [DEBUG] [MAG       ] Building data for symbol: AIFF with lookback: 0
[2025-12-02T20:53:57.948667] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:57.948724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:57.950356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:57.950870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:57.951250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:57.952032] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:57.982444] [DEBUG] [MAG       ] RITM: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:58.039209] [INFO ] [LOCAL     ] RITM: Saved forecast.
[2025-12-02T20:53:58.039274] [INFO ] [main      ] RITM: Signal=1 (Conf=80.0%), Magnitude=-0.52% (Conf=44.7061%)
[2025-12-02T20:53:58.039718] [INFO ] [main      ] Fetching symbol history for OKE...
[2025-12-02T20:53:58.039769] [DEBUG] [REMOTE    ] OKE: Fetching historical data.
[2025-12-02T20:53:58.040514] [INFO ] [main      ] Progress: 750/965 forecasts completed (77.7%). RITM finished in 0.6s. ETA: 35.5s. Rate: 363.83 forecasts/min
[2025-12-02T20:53:58.050669] [DEBUG] [REMOTE    ] OKE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:58.051655] [DEBUG] [LOCAL     ] Loaded configuration for OKE: 7 features, N/A% accuracy
[2025-12-02T20:53:58.051713] [INFO ] [LOCAL     ] OKE: Loaded 7 optimal features with 55.51% confidence from JSON config
[2025-12-02T20:53:58.051745] [DEBUG] [MAG       ] Building data for symbol: OKE with lookback: 0
[2025-12-02T20:53:58.052539] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:53:58.052619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:58.054322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:58.054849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:58.055231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:58.055988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:53:58.057529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:53:58.058519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:53:58.059820] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:58.275027] [DEBUG] [MAG       ] STLA: Last date is validated at 2025-12-02
[2025-12-02T20:53:58.277042] [DEBUG] [MAG       ] RGP: Last date is validated at 2025-12-02
[2025-12-02T20:53:58.280235] [DEBUG] [MAG       ] AIFF: Last date is validated at 2025-12-02
[2025-12-02T20:53:58.395416] [DEBUG] [MAG       ] OKE: Last date is validated at 2025-12-02
[2025-12-02T20:53:58.439688] [DEBUG] [MAG       ] STLA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:58.444800] [DEBUG] [MAG       ] AIFF: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:58.445886] [DEBUG] [MAG       ] RGP: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:58.507347] [INFO ] [LOCAL     ] RGP: Saved forecast.
[2025-12-02T20:53:58.507412] [INFO ] [main      ] RGP: Signal=1 (Conf=80.0%), Magnitude=-0.02% (Conf=47.1033%)
[2025-12-02T20:53:58.507748] [INFO ] [LOCAL     ] STLA: Saved forecast.
[2025-12-02T20:53:58.507814] [INFO ] [main      ] STLA: Signal=1 (Conf=80.0%), Magnitude=3.02% (Conf=50.3377%)
[2025-12-02T20:53:58.507854] [INFO ] [main      ] Fetching symbol history for CBRE...
[2025-12-02T20:53:58.507905] [DEBUG] [REMOTE    ] CBRE: Fetching historical data.
[2025-12-02T20:53:58.508193] [INFO ] [main      ] Fetching symbol history for PFH...
[2025-12-02T20:53:58.508242] [DEBUG] [REMOTE    ] PFH: Fetching historical data.
[2025-12-02T20:53:58.508678] [INFO ] [main      ] Progress: 751/965 forecasts completed (77.8%). RGP finished in 0.6s. ETA: 35.4s. Rate: 362.94 forecasts/min
[2025-12-02T20:53:58.508844] [INFO ] [main      ] Progress: 752/965 forecasts completed (77.9%). STLA finished in 0.6s. ETA: 35.2s. Rate: 363.42 forecasts/min
[2025-12-02T20:53:58.519807] [DEBUG] [REMOTE    ] PFH: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:58.519959] [DEBUG] [REMOTE    ] CBRE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:58.520957] [DEBUG] [LOCAL     ] Loaded configuration for PFH: 4 features, N/A% accuracy
[2025-12-02T20:53:58.520955] [DEBUG] [LOCAL     ] Loaded configuration for CBRE: 5 features, N/A% accuracy
[2025-12-02T20:53:58.521010] [INFO ] [LOCAL     ] PFH: Loaded 4 optimal features with 54.33% confidence from JSON config
[2025-12-02T20:53:58.521024] [INFO ] [LOCAL     ] CBRE: Loaded 5 optimal features with 60.35% confidence from JSON config
[2025-12-02T20:53:58.521041] [DEBUG] [MAG       ] Building data for symbol: PFH with lookback: 0
[2025-12-02T20:53:58.521060] [DEBUG] [MAG       ] Building data for symbol: CBRE with lookback: 0
[2025-12-02T20:53:58.521812] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:58.521843] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:58.521871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:58.521903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:58.526496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:58.526547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:58.527348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:58.527418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:58.529644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:53:58.529789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:58.530277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:53:58.531518] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:58.536282] [INFO ] [LOCAL     ] AIFF: Saved forecast.
[2025-12-02T20:53:58.536348] [INFO ] [main      ] AIFF: Signal=1 (Conf=80.0%), Magnitude=-9.69% (Conf=50.2641%)
[2025-12-02T20:53:58.536707] [INFO ] [main      ] Fetching symbol history for EDBL...
[2025-12-02T20:53:58.536757] [DEBUG] [REMOTE    ] EDBL: Fetching historical data.
[2025-12-02T20:53:58.537666] [INFO ] [main      ] Progress: 753/965 forecasts completed (78.0%). AIFF finished in 0.6s. ETA: 35.0s. Rate: 363.82 forecasts/min
[2025-12-02T20:53:58.547724] [DEBUG] [REMOTE    ] EDBL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:58.548674] [DEBUG] [LOCAL     ] Loaded configuration for EDBL: 4 features, N/A% accuracy
[2025-12-02T20:53:58.548724] [INFO ] [LOCAL     ] EDBL: Loaded 4 optimal features with 34.10% confidence from JSON config
[2025-12-02T20:53:58.548755] [DEBUG] [MAG       ] Building data for symbol: EDBL with lookback: 0
[2025-12-02T20:53:58.549501] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:58.549559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:53:58.564402] [DEBUG] [MAG       ] OKE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:58.598406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:53:58.599199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:53:58.600320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:53:58.601512] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:58.638046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:58.674298] [INFO ] [LOCAL     ] OKE: Saved forecast.
[2025-12-02T20:53:58.674364] [INFO ] [main      ] OKE: Signal=1 (Conf=80.0%), Magnitude=-1.36% (Conf=55.507%)
[2025-12-02T20:53:58.674744] [INFO ] [main      ] Fetching symbol history for SOGP...
[2025-12-02T20:53:58.674796] [DEBUG] [REMOTE    ] SOGP: Fetching historical data.
[2025-12-02T20:53:58.675652] [INFO ] [main      ] Progress: 754/965 forecasts completed (78.1%). OKE finished in 0.6s. ETA: 34.8s. Rate: 363.90 forecasts/min
[2025-12-02T20:53:58.685379] [DEBUG] [REMOTE    ] SOGP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:58.686411] [DEBUG] [LOCAL     ] Loaded configuration for SOGP: 4 features, N/A% accuracy
[2025-12-02T20:53:58.686475] [INFO ] [LOCAL     ] SOGP: Loaded 4 optimal features with 48.05% confidence from JSON config
[2025-12-02T20:53:58.686513] [DEBUG] [MAG       ] Building data for symbol: SOGP with lookback: 0
[2025-12-02T20:53:58.687342] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:58.687403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:58.689135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:53:58.689682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:53:58.690068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:58.690971] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:58.868929] [DEBUG] [MAG       ] CBRE: Last date is validated at 2025-12-02
[2025-12-02T20:53:58.929253] [DEBUG] [MAG       ] EDBL: Last date is validated at 2025-12-02
[2025-12-02T20:53:58.967966] [DEBUG] [MAG       ] PFH: Last date is validated at 2025-12-02
[2025-12-02T20:53:59.037397] [DEBUG] [MAG       ] SOGP: Last date is validated at 2025-12-02
[2025-12-02T20:53:59.038061] [DEBUG] [MAG       ] CBRE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:59.095422] [DEBUG] [MAG       ] EDBL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:59.133223] [DEBUG] [MAG       ] PFH: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:59.150349] [INFO ] [LOCAL     ] CBRE: Saved forecast.
[2025-12-02T20:53:59.150415] [INFO ] [main      ] CBRE: Signal=1 (Conf=80.0%), Magnitude=-1.48% (Conf=60.355%)
[2025-12-02T20:53:59.150799] [INFO ] [main      ] Fetching symbol history for DIBS...
[2025-12-02T20:53:59.150851] [DEBUG] [REMOTE    ] DIBS: Fetching historical data.
[2025-12-02T20:53:59.150831] [INFO ] [main      ] Progress: 755/965 forecasts completed (78.2%). CBRE finished in 0.6s. ETA: 34.7s. Rate: 362.99 forecasts/min
[2025-12-02T20:53:59.162152] [DEBUG] [REMOTE    ] DIBS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:59.163218] [DEBUG] [LOCAL     ] Loaded configuration for DIBS: 10 features, N/A% accuracy
[2025-12-02T20:53:59.163268] [INFO ] [LOCAL     ] DIBS: Loaded 10 optimal features with 42.31% confidence from JSON config
[2025-12-02T20:53:59.163301] [DEBUG] [MAG       ] Building data for symbol: DIBS with lookback: 0
[2025-12-02T20:53:59.164105] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-02T20:53:59.164169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:59.169046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:53:59.170015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:53:59.172456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:53:59.173822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:53:59.174502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:53:59.177118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:53:59.179232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:53:59.183149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:53:59.184291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:53:59.185717] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:59.194048] [INFO ] [LOCAL     ] PFH: Saved forecast.
[2025-12-02T20:53:59.194112] [INFO ] [main      ] PFH: Signal=1 (Conf=80.0%), Magnitude=-0.53% (Conf=54.3252%)
[2025-12-02T20:53:59.194268] [INFO ] [main      ] Fetching symbol history for STRL...
[2025-12-02T20:53:59.194310] [DEBUG] [REMOTE    ] STRL: Fetching historical data.
[2025-12-02T20:53:59.194840] [INFO ] [main      ] Progress: 756/965 forecasts completed (78.3%). PFH finished in 0.7s. ETA: 34.5s. Rate: 363.35 forecasts/min
[2025-12-02T20:53:59.204842] [DEBUG] [MAG       ] SOGP: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:59.206649] [DEBUG] [REMOTE    ] STRL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:59.207849] [DEBUG] [LOCAL     ] Loaded configuration for STRL: 2 features, N/A% accuracy
[2025-12-02T20:53:59.207907] [INFO ] [LOCAL     ] STRL: Loaded 2 optimal features with 40.51% confidence from JSON config
[2025-12-02T20:53:59.207938] [DEBUG] [MAG       ] Building data for symbol: STRL with lookback: 0
[2025-12-02T20:53:59.208843] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:53:59.208903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:59.213633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:53:59.215224] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:59.256655] [INFO ] [LOCAL     ] EDBL: Saved forecast.
[2025-12-02T20:53:59.256721] [INFO ] [main      ] EDBL: Signal=1 (Conf=80.0%), Magnitude=47.20% (Conf=34.098%)
[2025-12-02T20:53:59.257054] [INFO ] [main      ] Progress: 757/965 forecasts completed (78.4%). EDBL finished in 0.7s. ETA: 34.3s. Rate: 363.65 forecasts/min
[2025-12-02T20:53:59.257198] [INFO ] [main      ] Fetching symbol history for LXP...
[2025-12-02T20:53:59.257246] [DEBUG] [REMOTE    ] LXP: Fetching historical data.
[2025-12-02T20:53:59.269274] [DEBUG] [REMOTE    ] LXP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:59.270295] [DEBUG] [LOCAL     ] Loaded configuration for LXP: 4 features, N/A% accuracy
[2025-12-02T20:53:59.270346] [INFO ] [LOCAL     ] LXP: Loaded 4 optimal features with 45.43% confidence from JSON config
[2025-12-02T20:53:59.270379] [DEBUG] [MAG       ] Building data for symbol: LXP with lookback: 0
[2025-12-02T20:53:59.271171] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:59.271229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:59.276142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:53:59.278269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:53:59.278849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:53:59.279790] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:59.301073] [INFO ] [LOCAL     ] SOGP: Saved forecast.
[2025-12-02T20:53:59.301150] [INFO ] [main      ] SOGP: Signal=1 (Conf=80.0%), Magnitude=15.74% (Conf=48.052%)
[2025-12-02T20:53:59.301492] [INFO ] [main      ] Fetching symbol history for ABM...
[2025-12-02T20:53:59.301540] [DEBUG] [REMOTE    ] ABM: Fetching historical data.
[2025-12-02T20:53:59.302648] [INFO ] [main      ] Progress: 758/965 forecasts completed (78.5%). SOGP finished in 0.6s. ETA: 34.1s. Rate: 363.99 forecasts/min
[2025-12-02T20:53:59.312476] [DEBUG] [REMOTE    ] ABM: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:59.313659] [DEBUG] [LOCAL     ] Loaded configuration for ABM: 3 features, N/A% accuracy
[2025-12-02T20:53:59.313713] [INFO ] [LOCAL     ] ABM: Loaded 3 optimal features with 61.84% confidence from JSON config
[2025-12-02T20:53:59.313743] [DEBUG] [MAG       ] Building data for symbol: ABM with lookback: 0
[2025-12-02T20:53:59.314527] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:53:59.314604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:59.319348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:53:59.428077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:53:59.428947] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:59.548342] [DEBUG] [MAG       ] STRL: Last date is validated at 2025-12-02
[2025-12-02T20:53:59.561175] [DEBUG] [MAG       ] DIBS: Last date is validated at 2025-12-02
[2025-12-02T20:53:59.627735] [DEBUG] [MAG       ] LXP: Last date is validated at 2025-12-02
[2025-12-02T20:53:59.714395] [DEBUG] [MAG       ] STRL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:59.732800] [DEBUG] [MAG       ] DIBS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:59.760829] [DEBUG] [MAG       ] ABM: Last date is validated at 2025-12-02
[2025-12-02T20:53:59.800094] [DEBUG] [MAG       ] LXP: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:53:59.847260] [INFO ] [LOCAL     ] STRL: Saved forecast.
[2025-12-02T20:53:59.847326] [INFO ] [main      ] STRL: Signal=1 (Conf=80.0%), Magnitude=0.81% (Conf=40.5121%)
[2025-12-02T20:53:59.847678] [INFO ] [main      ] Fetching symbol history for PRDO...
[2025-12-02T20:53:59.847727] [DEBUG] [REMOTE    ] PRDO: Fetching historical data.
[2025-12-02T20:53:59.847700] [INFO ] [main      ] Progress: 759/965 forecasts completed (78.7%). STRL finished in 0.7s. ETA: 34.1s. Rate: 362.89 forecasts/min
[2025-12-02T20:53:59.858843] [DEBUG] [REMOTE    ] PRDO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:59.859805] [DEBUG] [LOCAL     ] Loaded configuration for PRDO: 4 features, N/A% accuracy
[2025-12-02T20:53:59.859855] [INFO ] [LOCAL     ] PRDO: Loaded 4 optimal features with 48.63% confidence from JSON config
[2025-12-02T20:53:59.859885] [DEBUG] [MAG       ] Building data for symbol: PRDO with lookback: 0
[2025-12-02T20:53:59.860645] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:53:59.860704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:53:59.865322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:59.866131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:53:59.875510] [INFO ] [LOCAL     ] DIBS: Saved forecast.
[2025-12-02T20:53:59.875605] [INFO ] [main      ] DIBS: Signal=1 (Conf=80.0%), Magnitude=3.70% (Conf=42.3116%)
[2025-12-02T20:53:59.876055] [INFO ] [main      ] Fetching symbol history for BSLK...
[2025-12-02T20:53:59.876106] [DEBUG] [REMOTE    ] BSLK: Fetching historical data.
[2025-12-02T20:53:59.876633] [INFO ] [main      ] Progress: 760/965 forecasts completed (78.8%). DIBS finished in 0.7s. ETA: 33.9s. Rate: 363.28 forecasts/min
[2025-12-02T20:53:59.880093] [INFO ] [LOCAL     ] LXP: Saved forecast.
[2025-12-02T20:53:59.880150] [INFO ] [main      ] LXP: Signal=1 (Conf=80.0%), Magnitude=-2.86% (Conf=45.4322%)
[2025-12-02T20:53:59.880515] [INFO ] [main      ] Fetching symbol history for DCBO...
[2025-12-02T20:53:59.880615] [INFO ] [main      ] Progress: 761/965 forecasts completed (78.9%). LXP finished in 0.6s. ETA: 33.6s. Rate: 363.75 forecasts/min
[2025-12-02T20:53:59.880697] [DEBUG] [REMOTE    ] DCBO: Fetching historical data.
[2025-12-02T20:53:59.889207] [DEBUG] [REMOTE    ] BSLK: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:59.890105] [DEBUG] [LOCAL     ] Loaded configuration for BSLK: 1 features, N/A% accuracy
[2025-12-02T20:53:59.890155] [INFO ] [LOCAL     ] BSLK: Loaded 1 optimal features with 65.27% confidence from JSON config
[2025-12-02T20:53:59.890186] [DEBUG] [MAG       ] Building data for symbol: BSLK with lookback: 0
[2025-12-02T20:53:59.890952] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:53:59.891007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:53:59.891716] [DEBUG] [REMOTE    ] DCBO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:53:59.892235] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:59.892517] [DEBUG] [LOCAL     ] Loaded configuration for DCBO: 5 features, N/A% accuracy
[2025-12-02T20:53:59.892567] [INFO ] [LOCAL     ] DCBO: Loaded 5 optimal features with 57.34% confidence from JSON config
[2025-12-02T20:53:59.892618] [DEBUG] [MAG       ] Building data for symbol: DCBO with lookback: 0
[2025-12-02T20:53:59.893345] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:53:59.893413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:53:59.894116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:53:59.895849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:53:59.897838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:53:59.899016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:53:59.900345] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:59.905020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:53:59.908931] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:53:59.924847] [DEBUG] [MAG       ] ABM: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:00.007342] [INFO ] [LOCAL     ] ABM: Saved forecast.
[2025-12-02T20:54:00.007406] [INFO ] [main      ] ABM: Signal=1 (Conf=80.0%), Magnitude=-2.74% (Conf=61.8407%)
[2025-12-02T20:54:00.007765] [INFO ] [main      ] Fetching symbol history for GWRE...
[2025-12-02T20:54:00.007814] [DEBUG] [REMOTE    ] GWRE: Fetching historical data.
[2025-12-02T20:54:00.008676] [INFO ] [main      ] Progress: 762/965 forecasts completed (79.0%). ABM finished in 0.7s. ETA: 33.5s. Rate: 363.86 forecasts/min
[2025-12-02T20:54:00.018374] [DEBUG] [REMOTE    ] GWRE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:00.019272] [DEBUG] [LOCAL     ] Loaded configuration for GWRE: 4 features, N/A% accuracy
[2025-12-02T20:54:00.019323] [INFO ] [LOCAL     ] GWRE: Loaded 4 optimal features with 64.62% confidence from JSON config
[2025-12-02T20:54:00.019354] [DEBUG] [MAG       ] Building data for symbol: GWRE with lookback: 0
[2025-12-02T20:54:00.020121] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:54:00.020180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:54:00.094006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:54:00.095082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:54:00.096429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:54:00.098014] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:00.245191] [DEBUG] [MAG       ] PRDO: Last date is validated at 2025-12-02
[2025-12-02T20:54:00.246853] [DEBUG] [MAG       ] BSLK: Last date is validated at 2025-12-02
[2025-12-02T20:54:00.251010] [DEBUG] [MAG       ] DCBO: Last date is validated at 2025-12-02
[2025-12-02T20:54:00.410596] [DEBUG] [MAG       ] PRDO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:00.413082] [DEBUG] [MAG       ] BSLK: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:00.430272] [DEBUG] [MAG       ] DCBO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:00.431367] [DEBUG] [MAG       ] GWRE: Last date is validated at 2025-12-02
[2025-12-02T20:54:00.490706] [INFO ] [LOCAL     ] PRDO: Saved forecast.
[2025-12-02T20:54:00.490770] [INFO ] [main      ] PRDO: Signal=1 (Conf=80.0%), Magnitude=5.93% (Conf=48.6318%)
[2025-12-02T20:54:00.491139] [INFO ] [main      ] Fetching symbol history for IBTG...
[2025-12-02T20:54:00.491188] [DEBUG] [REMOTE    ] IBTG: Fetching historical data.
[2025-12-02T20:54:00.491187] [INFO ] [main      ] Progress: 763/965 forecasts completed (79.1%). PRDO finished in 0.6s. ETA: 33.4s. Rate: 362.94 forecasts/min
[2025-12-02T20:54:00.495979] [INFO ] [LOCAL     ] BSLK: Saved forecast.
[2025-12-02T20:54:00.496044] [INFO ] [main      ] BSLK: Signal=1 (Conf=80.0%), Magnitude=-1.51% (Conf=65.272%)
[2025-12-02T20:54:00.496356] [INFO ] [main      ] Fetching symbol history for IOSP...
[2025-12-02T20:54:00.496405] [DEBUG] [REMOTE    ] IOSP: Fetching historical data.
[2025-12-02T20:54:00.497213] [INFO ] [main      ] Progress: 764/965 forecasts completed (79.2%). BSLK finished in 0.6s. ETA: 33.2s. Rate: 363.40 forecasts/min
[2025-12-02T20:54:00.502697] [DEBUG] [REMOTE    ] IBTG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:00.503600] [DEBUG] [LOCAL     ] Loaded configuration for IBTG: 53 features, N/A% accuracy
[2025-12-02T20:54:00.503651] [INFO ] [LOCAL     ] IBTG: Loaded 53 optimal features with 13.53% confidence from JSON config
[2025-12-02T20:54:00.503682] [DEBUG] [MAG       ] Building data for symbol: IBTG with lookback: 0
[2025-12-02T20:54:00.504425] [DEBUG] [FEATURES  ] DataBuilder: Executing 53 feature methods.
[2025-12-02T20:54:00.504521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:00.508140] [DEBUG] [REMOTE    ] IOSP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:00.508819] [DEBUG] [LOCAL     ] Loaded configuration for IOSP: 1 features, N/A% accuracy
[2025-12-02T20:54:00.508874] [INFO ] [LOCAL     ] IOSP: Loaded 1 optimal features with 52.29% confidence from JSON config
[2025-12-02T20:54:00.508905] [DEBUG] [MAG       ] Building data for symbol: IOSP with lookback: 0
[2025-12-02T20:54:00.509244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:00.509712] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:54:00.509769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:00.511032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:00.511493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:00.511941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:00.512318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:54:00.513048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:54:00.513831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:54:00.514619] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:00.516214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:54:00.519785] [INFO ] [LOCAL     ] DCBO: Saved forecast.
[2025-12-02T20:54:00.519848] [INFO ] [main      ] DCBO: Signal=1 (Conf=80.0%), Magnitude=2.34% (Conf=57.336%)
[2025-12-02T20:54:00.520004] [INFO ] [main      ] Fetching symbol history for GOLF...
[2025-12-02T20:54:00.520047] [DEBUG] [REMOTE    ] GOLF: Fetching historical data.
[2025-12-02T20:54:00.520935] [INFO ] [main      ] Progress: 765/965 forecasts completed (79.3%). DCBO finished in 0.6s. ETA: 33.0s. Rate: 363.81 forecasts/min
[2025-12-02T20:54:00.531939] [DEBUG] [REMOTE    ] GOLF: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:00.532756] [DEBUG] [LOCAL     ] Loaded configuration for GOLF: 1 features, N/A% accuracy
[2025-12-02T20:54:00.532808] [INFO ] [LOCAL     ] GOLF: Loaded 1 optimal features with 46.78% confidence from JSON config
[2025-12-02T20:54:00.532841] [DEBUG] [MAG       ] Building data for symbol: GOLF with lookback: 0
[2025-12-02T20:54:00.533623] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:54:00.533680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:54:00.534317] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:00.596531] [DEBUG] [MAG       ] GWRE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:00.624810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:54:00.626711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:54:00.667498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:54:00.668607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:54:00.709660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:54:00.710474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:54:00.711697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:54:00.723508] [INFO ] [LOCAL     ] GWRE: Saved forecast.
[2025-12-02T20:54:00.723593] [INFO ] [main      ] GWRE: Signal=1 (Conf=80.0%), Magnitude=-5.02% (Conf=64.6234%)
[2025-12-02T20:54:00.723915] [INFO ] [main      ] Progress: 766/965 forecasts completed (79.4%). GWRE finished in 0.7s. ETA: 32.8s. Rate: 363.70 forecasts/min
[2025-12-02T20:54:00.724031] [INFO ] [main      ] Fetching symbol history for WDAY...
[2025-12-02T20:54:00.724082] [DEBUG] [REMOTE    ] WDAY: Fetching historical data.
[2025-12-02T20:54:00.744864] [DEBUG] [REMOTE    ] WDAY: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:00.745866] [DEBUG] [LOCAL     ] Loaded configuration for WDAY: 0 features, N/A% accuracy
[2025-12-02T20:54:00.745929] [INFO ] [LOCAL     ] WDAY: Loaded 0 optimal features with 59.84% confidence from JSON config
[2025-12-02T20:54:00.745968] [DEBUG] [MAG       ] Building data for symbol: WDAY with lookback: 0
[2025-12-02T20:54:00.746743] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-02T20:54:00.786119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:54:00.786849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:54:00.788691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:54:00.791335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:54:00.792362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:54:00.794290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:54:00.795026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:54:00.799325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:54:00.800515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:54:00.801836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:54:00.803349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:54:00.806212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:54:00.806863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:54:00.807529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:54:00.809488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:54:00.810558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:54:00.811246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:54:00.811945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-02T20:54:00.812630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:54:00.815315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:54:00.816884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:54:00.819293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:54:00.824467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:54:00.828278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:54:00.845619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:54:00.846747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:54:00.848401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:54:00.849126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:54:00.850732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:54:00.852280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:54:00.853191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:54:00.854356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:54:00.855528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:54:00.857570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:54:00.859143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:54:00.860732] [DEBUG] [MAG       ] IOSP: Last date is validated at 2025-12-02
[2025-12-02T20:54:00.861943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:54:00.863676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:54:00.869442] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:01.082338] [DEBUG] [MAG       ] IOSP: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:01.107057] [DEBUG] [MAG       ] GOLF: Last date is validated at 2025-12-02
[2025-12-02T20:54:01.181251] [INFO ] [LOCAL     ] IOSP: Saved forecast.
[2025-12-02T20:54:01.181319] [INFO ] [main      ] IOSP: Signal=1 (Conf=80.0%), Magnitude=-1.11% (Conf=52.2936%)
[2025-12-02T20:54:01.181736] [INFO ] [main      ] Progress: 767/965 forecasts completed (79.5%). IOSP finished in 0.7s. ETA: 32.7s. Rate: 362.86 forecasts/min
[2025-12-02T20:54:01.181851] [INFO ] [main      ] Fetching symbol history for CENTA...
[2025-12-02T20:54:01.181894] [DEBUG] [REMOTE    ] CENTA: Fetching historical data.
[2025-12-02T20:54:01.193387] [DEBUG] [REMOTE    ] CENTA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:01.194451] [DEBUG] [LOCAL     ] Loaded configuration for CENTA: 6 features, N/A% accuracy
[2025-12-02T20:54:01.194504] [INFO ] [LOCAL     ] CENTA: Loaded 6 optimal features with 69.30% confidence from JSON config
[2025-12-02T20:54:01.194536] [DEBUG] [MAG       ] Building data for symbol: CENTA with lookback: 0
[2025-12-02T20:54:01.195345] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:54:01.195405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:01.200331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:01.202163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:01.202721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:01.203155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:54:01.204049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:54:01.206004] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:01.301624] [DEBUG] [MAG       ] WDAY: Last date is validated at 2025-12-02
[2025-12-02T20:54:01.310473] [DEBUG] [MAG       ] IBTG: Last date is validated at 2025-12-02
[2025-12-02T20:54:01.396911] [DEBUG] [MAG       ] GOLF: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:01.467725] [DEBUG] [MAG       ] WDAY: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:01.492433] [INFO ] [LOCAL     ] GOLF: Saved forecast.
[2025-12-02T20:54:01.492500] [INFO ] [main      ] GOLF: Signal=1 (Conf=80.0%), Magnitude=-0.23% (Conf=46.779%)
[2025-12-02T20:54:01.492975] [INFO ] [main      ] Fetching symbol history for FRO...
[2025-12-02T20:54:01.493026] [DEBUG] [REMOTE    ] FRO: Fetching historical data.
[2025-12-02T20:54:01.493665] [INFO ] [main      ] Progress: 768/965 forecasts completed (79.6%). GOLF finished in 1.0s. ETA: 32.6s. Rate: 362.44 forecasts/min
[2025-12-02T20:54:01.505371] [DEBUG] [REMOTE    ] FRO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:01.506524] [DEBUG] [LOCAL     ] Loaded configuration for FRO: 2 features, N/A% accuracy
[2025-12-02T20:54:01.506603] [INFO ] [LOCAL     ] FRO: Loaded 2 optimal features with 57.99% confidence from JSON config
[2025-12-02T20:54:01.506637] [DEBUG] [MAG       ] Building data for symbol: FRO with lookback: 0
[2025-12-02T20:54:01.507632] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:54:01.507688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:54:01.511160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:54:01.512926] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:01.526038] [DEBUG] [MAG       ] IBTG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:01.563272] [DEBUG] [MAG       ] CENTA: Last date is validated at 2025-12-02
[2025-12-02T20:54:01.613426] [INFO ] [LOCAL     ] WDAY: Saved forecast.
[2025-12-02T20:54:01.613488] [INFO ] [main      ] WDAY: Signal=1 (Conf=80.0%), Magnitude=-2.83% (Conf=59.8436%)
[2025-12-02T20:54:01.613667] [INFO ] [main      ] Fetching symbol history for EXLS...
[2025-12-02T20:54:01.613711] [DEBUG] [REMOTE    ] EXLS: Fetching historical data.
[2025-12-02T20:54:01.615293] [INFO ] [main      ] Progress: 769/965 forecasts completed (79.7%). WDAY finished in 0.9s. ETA: 32.4s. Rate: 362.56 forecasts/min
[2025-12-02T20:54:01.624707] [DEBUG] [REMOTE    ] EXLS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:01.625557] [DEBUG] [LOCAL     ] Loaded configuration for EXLS: 5 features, N/A% accuracy
[2025-12-02T20:54:01.625633] [INFO ] [LOCAL     ] EXLS: Loaded 5 optimal features with 59.72% confidence from JSON config
[2025-12-02T20:54:01.625666] [DEBUG] [MAG       ] Building data for symbol: EXLS with lookback: 0
[2025-12-02T20:54:01.626403] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:54:01.626462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:01.631169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:54:01.632014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:54:01.633599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:54:01.634934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:54:01.636315] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:01.777691] [DEBUG] [MAG       ] CENTA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:01.860013] [INFO ] [LOCAL     ] CENTA: Saved forecast.
[2025-12-02T20:54:01.860075] [INFO ] [main      ] CENTA: Signal=1 (Conf=80.0%), Magnitude=3.60% (Conf=69.2994%)
[2025-12-02T20:54:01.860407] [INFO ] [main      ] Fetching symbol history for GDDY...
[2025-12-02T20:54:01.860455] [DEBUG] [REMOTE    ] GDDY: Fetching historical data.
[2025-12-02T20:54:01.861254] [INFO ] [main      ] Progress: 770/965 forecasts completed (79.8%). CENTA finished in 0.7s. ETA: 32.3s. Rate: 362.34 forecasts/min
[2025-12-02T20:54:01.862695] [INFO ] [LOCAL     ] IBTG: Saved forecast.
[2025-12-02T20:54:01.862768] [INFO ] [main      ] IBTG: Signal=1 (Conf=80.0%), Magnitude=-0.02% (Conf=13.5335%)
[2025-12-02T20:54:01.862944] [INFO ] [main      ] Fetching symbol history for DLO...
[2025-12-02T20:54:01.862987] [DEBUG] [REMOTE    ] DLO: Fetching historical data.
[2025-12-02T20:54:01.863056] [INFO ] [main      ] Progress: 771/965 forecasts completed (79.9%). IBTG finished in 1.4s. ETA: 32.1s. Rate: 362.80 forecasts/min
[2025-12-02T20:54:01.873197] [DEBUG] [REMOTE    ] GDDY: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:01.874261] [DEBUG] [LOCAL     ] Loaded configuration for GDDY: 5 features, N/A% accuracy
[2025-12-02T20:54:01.874310] [INFO ] [LOCAL     ] GDDY: Loaded 5 optimal features with 58.09% confidence from JSON config
[2025-12-02T20:54:01.874341] [DEBUG] [MAG       ] Building data for symbol: GDDY with lookback: 0
[2025-12-02T20:54:01.875116] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:54:01.875176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:01.875252] [DEBUG] [REMOTE    ] DLO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:01.875973] [DEBUG] [LOCAL     ] Loaded configuration for DLO: 5 features, N/A% accuracy
[2025-12-02T20:54:01.876023] [INFO ] [LOCAL     ] DLO: Loaded 5 optimal features with 58.56% confidence from JSON config
[2025-12-02T20:54:01.876054] [DEBUG] [MAG       ] Building data for symbol: DLO with lookback: 0
[2025-12-02T20:54:01.876816] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:54:01.876885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:54:01.876982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:01.877479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:54:01.877731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:54:01.880161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:54:01.881777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:54:01.882523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:54:01.884104] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:01.900873] [DEBUG] [MAG       ] FRO: Last date is validated at 2025-12-02
[2025-12-02T20:54:01.951499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:54:01.952288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:54:01.955055] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:01.987756] [DEBUG] [MAG       ] EXLS: Last date is validated at 2025-12-02
[2025-12-02T20:54:02.065823] [DEBUG] [MAG       ] FRO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:02.139249] [INFO ] [LOCAL     ] FRO: Saved forecast.
[2025-12-02T20:54:02.139314] [INFO ] [main      ] FRO: Signal=1 (Conf=80.0%), Magnitude=-0.73% (Conf=57.9877%)
[2025-12-02T20:54:02.139677] [INFO ] [main      ] Fetching symbol history for NEE...
[2025-12-02T20:54:02.139727] [DEBUG] [REMOTE    ] NEE: Fetching historical data.
[2025-12-02T20:54:02.140499] [INFO ] [main      ] Progress: 772/965 forecasts completed (80.0%). FRO finished in 0.6s. ETA: 31.9s. Rate: 362.48 forecasts/min
[2025-12-02T20:54:02.150664] [DEBUG] [REMOTE    ] NEE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:02.151797] [DEBUG] [LOCAL     ] Loaded configuration for NEE: 6 features, N/A% accuracy
[2025-12-02T20:54:02.151866] [INFO ] [LOCAL     ] NEE: Loaded 6 optimal features with 52.20% confidence from JSON config
[2025-12-02T20:54:02.151898] [DEBUG] [MAG       ] Building data for symbol: NEE with lookback: 0
[2025-12-02T20:54:02.152675] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:54:02.152733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:02.157331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:02.158674] [DEBUG] [MAG       ] EXLS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:02.159166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:02.159710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:54:02.160626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:54:02.161274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:54:02.162229] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:02.215986] [DEBUG] [MAG       ] DLO: Last date is validated at 2025-12-02
[2025-12-02T20:54:02.287872] [DEBUG] [MAG       ] GDDY: Last date is validated at 2025-12-02
[2025-12-02T20:54:02.314267] [INFO ] [LOCAL     ] EXLS: Saved forecast.
[2025-12-02T20:54:02.317761] [INFO ] [main      ] EXLS: Signal=1 (Conf=80.0%), Magnitude=-0.10% (Conf=59.7162%)
[2025-12-02T20:54:02.318153] [INFO ] [main      ] Fetching symbol history for ASMB...
[2025-12-02T20:54:02.318214] [DEBUG] [REMOTE    ] ASMB: Fetching historical data.
[2025-12-02T20:54:02.319674] [INFO ] [main      ] Progress: 773/965 forecasts completed (80.1%). EXLS finished in 0.7s. ETA: 31.8s. Rate: 362.44 forecasts/min
[2025-12-02T20:54:02.330557] [DEBUG] [REMOTE    ] ASMB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:02.331558] [DEBUG] [LOCAL     ] Loaded configuration for ASMB: 13 features, N/A% accuracy
[2025-12-02T20:54:02.331640] [INFO ] [LOCAL     ] ASMB: Loaded 13 optimal features with 67.26% confidence from JSON config
[2025-12-02T20:54:02.331674] [DEBUG] [MAG       ] Building data for symbol: ASMB with lookback: 0
[2025-12-02T20:54:02.332478] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-12-02T20:54:02.332546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:02.337649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:02.339458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:02.339964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:02.340398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:02.340805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:54:02.341742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:54:02.361361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:54:02.362547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:54:02.364231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:54:02.365279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:54:02.365977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:54:02.367062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:54:02.369026] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:02.386297] [DEBUG] [MAG       ] DLO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:02.458494] [DEBUG] [MAG       ] GDDY: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:02.463643] [INFO ] [LOCAL     ] DLO: Saved forecast.
[2025-12-02T20:54:02.463704] [INFO ] [main      ] DLO: Signal=1 (Conf=80.0%), Magnitude=-3.09% (Conf=58.5645%)
[2025-12-02T20:54:02.464052] [INFO ] [main      ] Fetching symbol history for MUSA...
[2025-12-02T20:54:02.464101] [DEBUG] [REMOTE    ] MUSA: Fetching historical data.
[2025-12-02T20:54:02.465664] [INFO ] [main      ] Progress: 774/965 forecasts completed (80.2%). DLO finished in 0.6s. ETA: 31.6s. Rate: 362.50 forecasts/min
[2025-12-02T20:54:02.475087] [DEBUG] [REMOTE    ] MUSA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:02.476278] [DEBUG] [LOCAL     ] Loaded configuration for MUSA: 5 features, N/A% accuracy
[2025-12-02T20:54:02.476327] [INFO ] [LOCAL     ] MUSA: Loaded 5 optimal features with 53.53% confidence from JSON config
[2025-12-02T20:54:02.476357] [DEBUG] [MAG       ] Building data for symbol: MUSA with lookback: 0
[2025-12-02T20:54:02.477137] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:54:02.477197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:02.481893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:02.483658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:02.484133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:02.484549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:54:02.485237] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:02.518187] [DEBUG] [MAG       ] NEE: Last date is validated at 2025-12-02
[2025-12-02T20:54:02.587800] [INFO ] [LOCAL     ] GDDY: Saved forecast.
[2025-12-02T20:54:02.587865] [INFO ] [main      ] GDDY: Signal=1 (Conf=80.0%), Magnitude=0.50% (Conf=58.0854%)
[2025-12-02T20:54:02.588304] [INFO ] [main      ] Fetching symbol history for VRTS...
[2025-12-02T20:54:02.588353] [DEBUG] [REMOTE    ] VRTS: Fetching historical data.
[2025-12-02T20:54:02.588658] [INFO ] [main      ] Progress: 775/965 forecasts completed (80.3%). GDDY finished in 0.7s. ETA: 31.4s. Rate: 362.62 forecasts/min
[2025-12-02T20:54:02.599397] [DEBUG] [REMOTE    ] VRTS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:02.600252] [DEBUG] [LOCAL     ] Loaded configuration for VRTS: 4 features, N/A% accuracy
[2025-12-02T20:54:02.600302] [INFO ] [LOCAL     ] VRTS: Loaded 4 optimal features with 52.71% confidence from JSON config
[2025-12-02T20:54:02.600332] [DEBUG] [MAG       ] Building data for symbol: VRTS with lookback: 0
[2025-12-02T20:54:02.601096] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:54:02.601155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:02.605836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:02.607550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:02.608060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:54:02.609970] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:02.696027] [DEBUG] [MAG       ] ASMB: Last date is validated at 2025-12-02
[2025-12-02T20:54:02.699492] [DEBUG] [MAG       ] NEE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:02.794112] [INFO ] [LOCAL     ] NEE: Saved forecast.
[2025-12-02T20:54:02.794177] [INFO ] [main      ] NEE: Signal=1 (Conf=80.0%), Magnitude=-0.34% (Conf=52.197%)
[2025-12-02T20:54:02.794336] [INFO ] [main      ] Fetching symbol history for IAG...
[2025-12-02T20:54:02.794377] [DEBUG] [REMOTE    ] IAG: Fetching historical data.
[2025-12-02T20:54:02.795068] [INFO ] [main      ] Progress: 776/965 forecasts completed (80.4%). NEE finished in 0.7s. ETA: 31.3s. Rate: 362.50 forecasts/min
[2025-12-02T20:54:02.806062] [DEBUG] [REMOTE    ] IAG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:02.807068] [DEBUG] [LOCAL     ] Loaded configuration for IAG: 5 features, N/A% accuracy
[2025-12-02T20:54:02.807123] [INFO ] [LOCAL     ] IAG: Loaded 5 optimal features with 46.94% confidence from JSON config
[2025-12-02T20:54:02.807163] [DEBUG] [MAG       ] Building data for symbol: IAG with lookback: 0
[2025-12-02T20:54:02.808028] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:54:02.808089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:02.813005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:54:02.813846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:54:02.815331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:54:02.816755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:54:02.817637] [DEBUG] [MAG       ] MUSA: Last date is validated at 2025-12-02
[2025-12-02T20:54:02.818011] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:02.859517] [DEBUG] [MAG       ] ASMB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:02.943767] [DEBUG] [MAG       ] VRTS: Last date is validated at 2025-12-02
[2025-12-02T20:54:02.949806] [INFO ] [LOCAL     ] ASMB: Saved forecast.
[2025-12-02T20:54:02.949880] [INFO ] [main      ] ASMB: Signal=1 (Conf=80.0%), Magnitude=-1.51% (Conf=67.2615%)
[2025-12-02T20:54:02.950209] [INFO ] [main      ] Fetching symbol history for CDTX...
[2025-12-02T20:54:02.950257] [DEBUG] [REMOTE    ] CDTX: Fetching historical data.
[2025-12-02T20:54:02.950656] [INFO ] [main      ] Progress: 777/965 forecasts completed (80.5%). ASMB finished in 0.6s. ETA: 31.1s. Rate: 362.53 forecasts/min
[2025-12-02T20:54:02.960842] [DEBUG] [REMOTE    ] CDTX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:02.961813] [DEBUG] [LOCAL     ] Loaded configuration for CDTX: 6 features, N/A% accuracy
[2025-12-02T20:54:02.961865] [INFO ] [LOCAL     ] CDTX: Loaded 6 optimal features with 25.31% confidence from JSON config
[2025-12-02T20:54:02.961895] [DEBUG] [MAG       ] Building data for symbol: CDTX with lookback: 0
[2025-12-02T20:54:02.962659] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:54:02.962718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:02.964336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:02.964844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:02.965281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:02.965686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:54:02.966884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:54:02.968849] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:02.984925] [DEBUG] [MAG       ] MUSA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:03.112547] [DEBUG] [MAG       ] VRTS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:03.153706] [DEBUG] [MAG       ] IAG: Last date is validated at 2025-12-02
[2025-12-02T20:54:03.154736] [INFO ] [LOCAL     ] MUSA: Saved forecast.
[2025-12-02T20:54:03.154802] [INFO ] [main      ] MUSA: Signal=1 (Conf=80.0%), Magnitude=0.72% (Conf=53.5256%)
[2025-12-02T20:54:03.154963] [INFO ] [main      ] Fetching symbol history for MEG...
[2025-12-02T20:54:03.155005] [DEBUG] [REMOTE    ] MEG: Fetching historical data.
[2025-12-02T20:54:03.156664] [INFO ] [main      ] Progress: 778/965 forecasts completed (80.6%). MUSA finished in 0.7s. ETA: 31.0s. Rate: 362.42 forecasts/min
[2025-12-02T20:54:03.167047] [DEBUG] [REMOTE    ] MEG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:03.168191] [DEBUG] [LOCAL     ] Loaded configuration for MEG: 7 features, N/A% accuracy
[2025-12-02T20:54:03.168242] [INFO ] [LOCAL     ] MEG: Loaded 7 optimal features with 52.25% confidence from JSON config
[2025-12-02T20:54:03.168272] [DEBUG] [MAG       ] Building data for symbol: MEG with lookback: 0
[2025-12-02T20:54:03.169069] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:54:03.169129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:03.173807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:03.175523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:03.176003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:03.176378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:54:03.177089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:54:03.178623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:54:03.180869] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:03.225435] [INFO ] [LOCAL     ] VRTS: Saved forecast.
[2025-12-02T20:54:03.225499] [INFO ] [main      ] VRTS: Signal=1 (Conf=80.0%), Magnitude=-3.18% (Conf=52.71%)
[2025-12-02T20:54:03.225849] [INFO ] [main      ] Fetching symbol history for ISTB...
[2025-12-02T20:54:03.225898] [DEBUG] [REMOTE    ] ISTB: Fetching historical data.
[2025-12-02T20:54:03.226648] [INFO ] [main      ] Progress: 779/965 forecasts completed (80.7%). VRTS finished in 0.6s. ETA: 30.8s. Rate: 362.69 forecasts/min
[2025-12-02T20:54:03.237135] [DEBUG] [REMOTE    ] ISTB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:03.237943] [DEBUG] [LOCAL     ] Loaded configuration for ISTB: 14 features, N/A% accuracy
[2025-12-02T20:54:03.238008] [INFO ] [LOCAL     ] ISTB: Loaded 14 optimal features with 36.93% confidence from JSON config
[2025-12-02T20:54:03.238039] [DEBUG] [MAG       ] Building data for symbol: ISTB with lookback: 0
[2025-12-02T20:54:03.238817] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-12-02T20:54:03.238881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:03.240565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:03.241080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:03.241459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:54:03.242219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:54:03.243036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:54:03.307638] [DEBUG] [MAG       ] CDTX: Last date is validated at 2025-12-02
[2025-12-02T20:54:03.323325] [DEBUG] [MAG       ] IAG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:03.352601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:54:03.392129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:54:03.394954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:54:03.395567] [INFO ] [LOCAL     ] IAG: Saved forecast.
[2025-12-02T20:54:03.395651] [INFO ] [main      ] IAG: Signal=1 (Conf=80.0%), Magnitude=4.27% (Conf=46.944%)
[2025-12-02T20:54:03.396003] [INFO ] [main      ] Progress: 780/965 forecasts completed (80.8%). IAG finished in 0.6s. ETA: 30.6s. Rate: 362.68 forecasts/min
[2025-12-02T20:54:03.396123] [INFO ] [main      ] Fetching symbol history for FCAL...
[2025-12-02T20:54:03.396165] [DEBUG] [REMOTE    ] FCAL: Fetching historical data.
[2025-12-02T20:54:03.396043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:03.396706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:54:03.397760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:54:03.399406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:54:03.400494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:54:03.401221] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:03.406660] [DEBUG] [REMOTE    ] FCAL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:03.407684] [DEBUG] [LOCAL     ] Loaded configuration for FCAL: 5 features, N/A% accuracy
[2025-12-02T20:54:03.407736] [INFO ] [LOCAL     ] FCAL: Loaded 5 optimal features with 43.85% confidence from JSON config
[2025-12-02T20:54:03.407766] [DEBUG] [MAG       ] Building data for symbol: FCAL with lookback: 0
[2025-12-02T20:54:03.408603] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:54:03.408663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:03.413351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:54:03.415769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:54:03.416955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:54:03.418682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:54:03.420686] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:03.474113] [DEBUG] [MAG       ] CDTX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:03.516253] [DEBUG] [MAG       ] MEG: Last date is validated at 2025-12-02
[2025-12-02T20:54:03.670379] [INFO ] [LOCAL     ] CDTX: Saved forecast.
[2025-12-02T20:54:03.670444] [INFO ] [main      ] CDTX: Signal=1 (Conf=80.0%), Magnitude=-2.69% (Conf=25.3109%)
[2025-12-02T20:54:03.670830] [INFO ] [main      ] Fetching symbol history for IEI...
[2025-12-02T20:54:03.670880] [DEBUG] [REMOTE    ] IEI: Fetching historical data.
[2025-12-02T20:54:03.672099] [INFO ] [main      ] Progress: 781/965 forecasts completed (80.9%). CDTX finished in 0.7s. ETA: 30.5s. Rate: 362.37 forecasts/min
[2025-12-02T20:54:03.682894] [DEBUG] [REMOTE    ] IEI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:03.683798] [DEBUG] [LOCAL     ] Loaded configuration for IEI: 4 features, N/A% accuracy
[2025-12-02T20:54:03.683859] [INFO ] [LOCAL     ] IEI: Loaded 4 optimal features with 50.48% confidence from JSON config
[2025-12-02T20:54:03.683890] [DEBUG] [MAG       ] Building data for symbol: IEI with lookback: 0
[2025-12-02T20:54:03.684670] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:54:03.684738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:54:03.687361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:54:03.689400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:54:03.690443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:54:03.691281] [DEBUG] [MAG       ] MEG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:03.693059] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:03.740498] [DEBUG] [MAG       ] ISTB: Last date is validated at 2025-12-02
[2025-12-02T20:54:03.761987] [DEBUG] [MAG       ] FCAL: Last date is validated at 2025-12-02
[2025-12-02T20:54:03.783357] [INFO ] [LOCAL     ] MEG: Saved forecast.
[2025-12-02T20:54:03.783423] [INFO ] [main      ] MEG: Signal=1 (Conf=80.0%), Magnitude=3.25% (Conf=52.2547%)
[2025-12-02T20:54:03.783796] [INFO ] [main      ] Fetching symbol history for AVO...
[2025-12-02T20:54:03.783849] [DEBUG] [REMOTE    ] AVO: Fetching historical data.
[2025-12-02T20:54:03.784664] [INFO ] [main      ] Progress: 782/965 forecasts completed (81.0%). MEG finished in 0.6s. ETA: 30.3s. Rate: 362.51 forecasts/min
[2025-12-02T20:54:03.795451] [DEBUG] [REMOTE    ] AVO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:03.796528] [DEBUG] [LOCAL     ] Loaded configuration for AVO: 2 features, N/A% accuracy
[2025-12-02T20:54:03.796603] [INFO ] [LOCAL     ] AVO: Loaded 2 optimal features with 53.02% confidence from JSON config
[2025-12-02T20:54:03.796967] [DEBUG] [MAG       ] Building data for symbol: AVO with lookback: 0
[2025-12-02T20:54:03.797793] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:54:03.797852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:54:03.798799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:54:03.801304] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:03.906449] [DEBUG] [MAG       ] ISTB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:03.929966] [DEBUG] [MAG       ] FCAL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:03.973070] [INFO ] [LOCAL     ] ISTB: Saved forecast.
[2025-12-02T20:54:03.973133] [INFO ] [main      ] ISTB: Signal=1 (Conf=80.0%), Magnitude=0.05% (Conf=36.9344%)
[2025-12-02T20:54:03.973293] [INFO ] [main      ] Fetching symbol history for ENPH...
[2025-12-02T20:54:03.973335] [DEBUG] [REMOTE    ] ENPH: Fetching historical data.
[2025-12-02T20:54:03.973876] [INFO ] [main      ] Progress: 783/965 forecasts completed (81.1%). ISTB finished in 0.7s. ETA: 30.1s. Rate: 362.45 forecasts/min
[2025-12-02T20:54:03.984982] [DEBUG] [REMOTE    ] ENPH: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:03.985835] [DEBUG] [LOCAL     ] Loaded configuration for ENPH: 6 features, N/A% accuracy
[2025-12-02T20:54:03.985890] [INFO ] [LOCAL     ] ENPH: Loaded 6 optimal features with 54.05% confidence from JSON config
[2025-12-02T20:54:03.985921] [DEBUG] [MAG       ] Building data for symbol: ENPH with lookback: 0
[2025-12-02T20:54:03.986697] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:54:03.986755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:03.988421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:03.988951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:03.989329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:54:03.990073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:54:03.992746] [INFO ] [LOCAL     ] FCAL: Saved forecast.
[2025-12-02T20:54:03.992810] [INFO ] [main      ] FCAL: Signal=1 (Conf=80.0%), Magnitude=-0.11% (Conf=43.8528%)
[2025-12-02T20:54:03.993142] [INFO ] [main      ] Fetching symbol history for BTE...
[2025-12-02T20:54:03.993193] [DEBUG] [REMOTE    ] BTE: Fetching historical data.
[2025-12-02T20:54:03.993990] [INFO ] [main      ] Progress: 784/965 forecasts completed (81.2%). FCAL finished in 0.6s. ETA: 29.9s. Rate: 362.85 forecasts/min
[2025-12-02T20:54:04.004458] [DEBUG] [REMOTE    ] BTE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:04.005353] [DEBUG] [LOCAL     ] Loaded configuration for BTE: 1 features, N/A% accuracy
[2025-12-02T20:54:04.005409] [INFO ] [LOCAL     ] BTE: Loaded 1 optimal features with 58.45% confidence from JSON config
[2025-12-02T20:54:04.005440] [DEBUG] [MAG       ] Building data for symbol: BTE with lookback: 0
[2025-12-02T20:54:04.006212] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:54:04.006291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:54:04.007046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:04.028831] [DEBUG] [MAG       ] IEI: Last date is validated at 2025-12-02
[2025-12-02T20:54:04.038876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:54:04.039633] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:04.165434] [DEBUG] [MAG       ] AVO: Last date is validated at 2025-12-02
[2025-12-02T20:54:04.195075] [DEBUG] [MAG       ] IEI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:04.265168] [INFO ] [LOCAL     ] IEI: Saved forecast.
[2025-12-02T20:54:04.265232] [INFO ] [main      ] IEI: Signal=1 (Conf=80.0%), Magnitude=-0.05% (Conf=50.4765%)
[2025-12-02T20:54:04.265600] [INFO ] [main      ] Fetching symbol history for BSCP...
[2025-12-02T20:54:04.265649] [DEBUG] [REMOTE    ] BSCP: Fetching historical data.
[2025-12-02T20:54:04.265656] [INFO ] [main      ] Progress: 785/965 forecasts completed (81.3%). IEI finished in 0.6s. ETA: 29.8s. Rate: 362.56 forecasts/min
[2025-12-02T20:54:04.277869] [DEBUG] [REMOTE    ] BSCP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:04.278963] [DEBUG] [LOCAL     ] Loaded configuration for BSCP: 53 features, N/A% accuracy
[2025-12-02T20:54:04.279020] [INFO ] [LOCAL     ] BSCP: Loaded 53 optimal features with 13.53% confidence from JSON config
[2025-12-02T20:54:04.279050] [DEBUG] [MAG       ] Building data for symbol: BSCP with lookback: 0
[2025-12-02T20:54:04.279812] [DEBUG] [FEATURES  ] DataBuilder: Executing 53 feature methods.
[2025-12-02T20:54:04.279908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:04.284540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:04.286265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:04.286782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:04.287207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:04.287599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:54:04.288337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:54:04.289143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:54:04.291463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:54:04.337792] [DEBUG] [MAG       ] BTE: Last date is validated at 2025-12-02
[2025-12-02T20:54:04.340148] [DEBUG] [MAG       ] AVO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:04.383196] [DEBUG] [MAG       ] ENPH: Last date is validated at 2025-12-02
[2025-12-02T20:54:04.401817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:54:04.403554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:54:04.409210] [INFO ] [LOCAL     ] AVO: Saved forecast.
[2025-12-02T20:54:04.409275] [INFO ] [main      ] AVO: Signal=1 (Conf=80.0%), Magnitude=-1.67% (Conf=53.0234%)
[2025-12-02T20:54:04.409675] [INFO ] [main      ] Fetching symbol history for TENX...
[2025-12-02T20:54:04.409734] [DEBUG] [REMOTE    ] TENX: Fetching historical data.
[2025-12-02T20:54:04.410671] [INFO ] [main      ] Progress: 786/965 forecasts completed (81.5%). AVO finished in 0.6s. ETA: 29.6s. Rate: 362.61 forecasts/min
[2025-12-02T20:54:04.421849] [DEBUG] [REMOTE    ] TENX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:04.422762] [DEBUG] [LOCAL     ] Loaded configuration for TENX: 3 features, N/A% accuracy
[2025-12-02T20:54:04.422819] [INFO ] [LOCAL     ] TENX: Loaded 3 optimal features with 57.60% confidence from JSON config
[2025-12-02T20:54:04.422850] [DEBUG] [MAG       ] Building data for symbol: TENX with lookback: 0
[2025-12-02T20:54:04.423651] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:54:04.423733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:04.425371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:04.425903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:54:04.427231] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:04.446821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:54:04.447859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:54:04.488711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:54:04.489518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:54:04.490754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:54:04.504344] [DEBUG] [MAG       ] BTE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:04.550458] [DEBUG] [MAG       ] ENPH: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:04.555370] [INFO ] [LOCAL     ] BTE: Saved forecast.
[2025-12-02T20:54:04.555441] [INFO ] [main      ] BTE: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=58.4512%)
[2025-12-02T20:54:04.555907] [INFO ] [main      ] Fetching symbol history for VBNK...
[2025-12-02T20:54:04.555959] [DEBUG] [REMOTE    ] VBNK: Fetching historical data.
[2025-12-02T20:54:04.556661] [INFO ] [main      ] Progress: 787/965 forecasts completed (81.6%). BTE finished in 0.6s. ETA: 29.4s. Rate: 362.67 forecasts/min
[2025-12-02T20:54:04.564980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:54:04.565740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:54:04.567289] [DEBUG] [REMOTE    ] VBNK: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:04.567526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:54:04.568523] [DEBUG] [LOCAL     ] Loaded configuration for VBNK: 3 features, N/A% accuracy
[2025-12-02T20:54:04.568605] [INFO ] [LOCAL     ] VBNK: Loaded 3 optimal features with 54.20% confidence from JSON config
[2025-12-02T20:54:04.568654] [DEBUG] [MAG       ] Building data for symbol: VBNK with lookback: 0
[2025-12-02T20:54:04.569630] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:54:04.569718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:54:04.570310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:54:04.570479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:54:04.571342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:54:04.571681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:54:04.572407] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:04.573295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:54:04.574101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:54:04.578293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:54:04.579459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:54:04.580809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:54:04.582309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:54:04.585084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:54:04.585754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:54:04.586447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:54:04.588451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:54:04.589524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:54:04.590249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:54:04.590937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-02T20:54:04.591644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:54:04.594329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:54:04.595921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:54:04.598304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:54:04.600479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:54:04.604231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:54:04.621731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:54:04.622867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:54:04.624483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:54:04.625202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:54:04.626771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:54:04.628322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:54:04.629212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:54:04.630366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:54:04.631592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:54:04.633653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:54:04.635107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:54:04.637976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:54:04.639803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:54:04.645634] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:04.661661] [INFO ] [LOCAL     ] ENPH: Saved forecast.
[2025-12-02T20:54:04.661730] [INFO ] [main      ] ENPH: Signal=1 (Conf=80.0%), Magnitude=4.10% (Conf=54.0485%)
[2025-12-02T20:54:04.662091] [INFO ] [main      ] Fetching symbol history for JAGX...
[2025-12-02T20:54:04.662141] [DEBUG] [REMOTE    ] JAGX: Fetching historical data.
[2025-12-02T20:54:04.662652] [INFO ] [main      ] Progress: 788/965 forecasts completed (81.7%). ENPH finished in 0.7s. ETA: 29.3s. Rate: 362.83 forecasts/min
[2025-12-02T20:54:04.676063] [DEBUG] [REMOTE    ] JAGX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:04.677095] [DEBUG] [LOCAL     ] Loaded configuration for JAGX: 2 features, N/A% accuracy
[2025-12-02T20:54:04.677145] [INFO ] [LOCAL     ] JAGX: Loaded 2 optimal features with 57.40% confidence from JSON config
[2025-12-02T20:54:04.677176] [DEBUG] [MAG       ] Building data for symbol: JAGX with lookback: 0
[2025-12-02T20:54:04.677976] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:54:04.678062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:54:04.726105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:54:04.727970] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:04.765255] [DEBUG] [MAG       ] TENX: Last date is validated at 2025-12-02
[2025-12-02T20:54:04.922300] [DEBUG] [MAG       ] VBNK: Last date is validated at 2025-12-02
[2025-12-02T20:54:04.933967] [DEBUG] [MAG       ] TENX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:04.978462] [DEBUG] [MAG       ] BSCP: Last date is validated at 2025-12-02
[2025-12-02T20:54:04.993200] [INFO ] [LOCAL     ] TENX: Saved forecast.
[2025-12-02T20:54:04.993277] [INFO ] [main      ] TENX: Signal=1 (Conf=80.0%), Magnitude=-0.87% (Conf=57.5954%)
[2025-12-02T20:54:04.993603] [INFO ] [main      ] Fetching symbol history for NTRSO...
[2025-12-02T20:54:04.993654] [DEBUG] [REMOTE    ] NTRSO: Fetching historical data.
[2025-12-02T20:54:04.994455] [INFO ] [main      ] Progress: 789/965 forecasts completed (81.8%). TENX finished in 0.6s. ETA: 29.1s. Rate: 362.37 forecasts/min
[2025-12-02T20:54:05.005342] [DEBUG] [REMOTE    ] NTRSO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:05.006536] [DEBUG] [LOCAL     ] Loaded configuration for NTRSO: 5 features, N/A% accuracy
[2025-12-02T20:54:05.006605] [INFO ] [LOCAL     ] NTRSO: Loaded 5 optimal features with 53.23% confidence from JSON config
[2025-12-02T20:54:05.006640] [DEBUG] [MAG       ] Building data for symbol: NTRSO with lookback: 0
[2025-12-02T20:54:05.007405] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:54:05.007465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:05.009246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:05.009804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:05.010185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:54:05.012479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:54:05.016674] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:05.066431] [DEBUG] [MAG       ] JAGX: Last date is validated at 2025-12-02
[2025-12-02T20:54:05.098501] [DEBUG] [MAG       ] VBNK: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:05.144237] [DEBUG] [MAG       ] BSCP: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:05.166329] [INFO ] [LOCAL     ] VBNK: Saved forecast.
[2025-12-02T20:54:05.166401] [INFO ] [main      ] VBNK: Signal=1 (Conf=80.0%), Magnitude=3.27% (Conf=54.2016%)
[2025-12-02T20:54:05.166771] [INFO ] [main      ] Fetching symbol history for PBH...
[2025-12-02T20:54:05.166823] [DEBUG] [REMOTE    ] PBH: Fetching historical data.
[2025-12-02T20:54:05.167658] [INFO ] [main      ] Progress: 790/965 forecasts completed (81.9%). VBNK finished in 0.6s. ETA: 29.0s. Rate: 362.35 forecasts/min
[2025-12-02T20:54:05.177805] [DEBUG] [REMOTE    ] PBH: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:05.179036] [DEBUG] [LOCAL     ] Loaded configuration for PBH: 7 features, N/A% accuracy
[2025-12-02T20:54:05.179092] [INFO ] [LOCAL     ] PBH: Loaded 7 optimal features with 58.56% confidence from JSON config
[2025-12-02T20:54:05.179126] [DEBUG] [MAG       ] Building data for symbol: PBH with lookback: 0
[2025-12-02T20:54:05.179966] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:54:05.180026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:05.181729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:05.182236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:05.182664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:54:05.183536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:54:05.186062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:54:05.187779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:54:05.189202] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:05.233771] [DEBUG] [MAG       ] JAGX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:05.308192] [INFO ] [LOCAL     ] JAGX: Saved forecast.
[2025-12-02T20:54:05.308264] [INFO ] [main      ] JAGX: Signal=1 (Conf=80.0%), Magnitude=11.97% (Conf=57.4037%)
[2025-12-02T20:54:05.308717] [INFO ] [main      ] Fetching symbol history for PRI...
[2025-12-02T20:54:05.308768] [DEBUG] [REMOTE    ] PRI: Fetching historical data.
[2025-12-02T20:54:05.309665] [INFO ] [main      ] Progress: 791/965 forecasts completed (82.0%). JAGX finished in 0.6s. ETA: 28.8s. Rate: 362.42 forecasts/min
[2025-12-02T20:54:05.320643] [DEBUG] [REMOTE    ] PRI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:05.321644] [DEBUG] [LOCAL     ] Loaded configuration for PRI: 5 features, N/A% accuracy
[2025-12-02T20:54:05.321699] [INFO ] [LOCAL     ] PRI: Loaded 5 optimal features with 64.26% confidence from JSON config
[2025-12-02T20:54:05.321730] [DEBUG] [MAG       ] Building data for symbol: PRI with lookback: 0
[2025-12-02T20:54:05.322472] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:54:05.322531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:54:05.324922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:54:05.326164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:54:05.330375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:54:05.331153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:54:05.332758] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:05.356849] [DEBUG] [MAG       ] NTRSO: Last date is validated at 2025-12-02
[2025-12-02T20:54:05.395050] [INFO ] [LOCAL     ] BSCP: Saved forecast.
[2025-12-02T20:54:05.395116] [INFO ] [main      ] BSCP: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=13.5335%)
[2025-12-02T20:54:05.395465] [INFO ] [main      ] Fetching symbol history for HOOD...
[2025-12-02T20:54:05.395514] [DEBUG] [REMOTE    ] HOOD: Fetching historical data.
[2025-12-02T20:54:05.396301] [INFO ] [main      ] Progress: 792/965 forecasts completed (82.1%). BSCP finished in 1.1s. ETA: 28.6s. Rate: 362.63 forecasts/min
[2025-12-02T20:54:05.406232] [DEBUG] [REMOTE    ] HOOD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:05.407339] [DEBUG] [LOCAL     ] Loaded configuration for HOOD: 6 features, N/A% accuracy
[2025-12-02T20:54:05.407389] [INFO ] [LOCAL     ] HOOD: Loaded 6 optimal features with 45.76% confidence from JSON config
[2025-12-02T20:54:05.407419] [DEBUG] [MAG       ] Building data for symbol: HOOD with lookback: 0
[2025-12-02T20:54:05.408248] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:54:05.408307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:54:05.410079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:54:05.414291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:54:05.415394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:54:05.417311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-02T20:54:05.418041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:54:05.419612] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:05.530004] [DEBUG] [MAG       ] NTRSO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:05.546326] [DEBUG] [MAG       ] PBH: Last date is validated at 2025-12-02
[2025-12-02T20:54:05.594537] [INFO ] [LOCAL     ] NTRSO: Saved forecast.
[2025-12-02T20:54:05.594624] [INFO ] [main      ] NTRSO: Signal=1 (Conf=80.0%), Magnitude=-0.26% (Conf=53.2321%)
[2025-12-02T20:54:05.594990] [INFO ] [main      ] Fetching symbol history for GFL...
[2025-12-02T20:54:05.595042] [DEBUG] [REMOTE    ] GFL: Fetching historical data.
[2025-12-02T20:54:05.595658] [INFO ] [main      ] Progress: 793/965 forecasts completed (82.2%). NTRSO finished in 0.6s. ETA: 28.5s. Rate: 362.54 forecasts/min
[2025-12-02T20:54:05.607095] [DEBUG] [REMOTE    ] GFL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:05.608286] [DEBUG] [LOCAL     ] Loaded configuration for GFL: 6 features, N/A% accuracy
[2025-12-02T20:54:05.608339] [INFO ] [LOCAL     ] GFL: Loaded 6 optimal features with 59.06% confidence from JSON config
[2025-12-02T20:54:05.608371] [DEBUG] [MAG       ] Building data for symbol: GFL with lookback: 0
[2025-12-02T20:54:05.609176] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:54:05.609237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:05.614327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:05.616384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:05.616925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:05.617311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:54:05.617936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:54:05.619770] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:05.670727] [DEBUG] [MAG       ] PRI: Last date is validated at 2025-12-02
[2025-12-02T20:54:05.721803] [DEBUG] [MAG       ] PBH: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:05.755731] [DEBUG] [MAG       ] HOOD: Last date is validated at 2025-12-02
[2025-12-02T20:54:05.822283] [INFO ] [LOCAL     ] PBH: Saved forecast.
[2025-12-02T20:54:05.822351] [INFO ] [main      ] PBH: Signal=1 (Conf=80.0%), Magnitude=-0.33% (Conf=58.5627%)
[2025-12-02T20:54:05.822519] [INFO ] [main      ] Fetching symbol history for RSG...
[2025-12-02T20:54:05.822563] [DEBUG] [REMOTE    ] RSG: Fetching historical data.
[2025-12-02T20:54:05.823606] [INFO ] [main      ] Progress: 794/965 forecasts completed (82.3%). PBH finished in 0.7s. ETA: 28.3s. Rate: 362.37 forecasts/min
[2025-12-02T20:54:05.834679] [DEBUG] [REMOTE    ] RSG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:05.835623] [DEBUG] [LOCAL     ] Loaded configuration for RSG: 2 features, N/A% accuracy
[2025-12-02T20:54:05.835674] [INFO ] [LOCAL     ] RSG: Loaded 2 optimal features with 49.79% confidence from JSON config
[2025-12-02T20:54:05.835705] [DEBUG] [MAG       ] Building data for symbol: RSG with lookback: 0
[2025-12-02T20:54:05.836487] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:54:05.836544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:05.836851] [DEBUG] [MAG       ] PRI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:05.841596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:54:05.880814] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:05.920463] [DEBUG] [MAG       ] HOOD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:05.973845] [INFO ] [LOCAL     ] PRI: Saved forecast.
[2025-12-02T20:54:05.973910] [INFO ] [main      ] PRI: Signal=1 (Conf=80.0%), Magnitude=-0.89% (Conf=64.2561%)
[2025-12-02T20:54:05.974239] [INFO ] [main      ] Fetching symbol history for NVMI...
[2025-12-02T20:54:05.974298] [DEBUG] [REMOTE    ] NVMI: Fetching historical data.
[2025-12-02T20:54:05.974669] [INFO ] [main      ] Progress: 795/965 forecasts completed (82.4%). PRI finished in 0.7s. ETA: 28.1s. Rate: 362.41 forecasts/min
[2025-12-02T20:54:05.975742] [DEBUG] [MAG       ] GFL: Last date is validated at 2025-12-02
[2025-12-02T20:54:05.985987] [DEBUG] [REMOTE    ] NVMI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:05.986874] [DEBUG] [LOCAL     ] Loaded configuration for NVMI: 5 features, N/A% accuracy
[2025-12-02T20:54:05.986925] [INFO ] [LOCAL     ] NVMI: Loaded 5 optimal features with 56.18% confidence from JSON config
[2025-12-02T20:54:05.986956] [DEBUG] [MAG       ] Building data for symbol: NVMI with lookback: 0
[2025-12-02T20:54:05.987729] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:54:05.987788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:05.989488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:05.990012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:05.990439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:05.990844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:54:05.991450] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:06.032608] [INFO ] [LOCAL     ] HOOD: Saved forecast.
[2025-12-02T20:54:06.032676] [INFO ] [main      ] HOOD: Signal=1 (Conf=80.0%), Magnitude=2.94% (Conf=45.7571%)
[2025-12-02T20:54:06.032832] [INFO ] [main      ] Fetching symbol history for ATHM...
[2025-12-02T20:54:06.032873] [DEBUG] [REMOTE    ] ATHM: Fetching historical data.
[2025-12-02T20:54:06.034664] [INFO ] [main      ] Progress: 796/965 forecasts completed (82.5%). HOOD finished in 0.6s. ETA: 28.0s. Rate: 362.70 forecasts/min
[2025-12-02T20:54:06.043273] [DEBUG] [REMOTE    ] ATHM: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:06.044263] [DEBUG] [LOCAL     ] Loaded configuration for ATHM: 4 features, N/A% accuracy
[2025-12-02T20:54:06.044314] [INFO ] [LOCAL     ] ATHM: Loaded 4 optimal features with 60.41% confidence from JSON config
[2025-12-02T20:54:06.044346] [DEBUG] [MAG       ] Building data for symbol: ATHM with lookback: 0
[2025-12-02T20:54:06.045129] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:54:06.045189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:06.046882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:06.047386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:06.047797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:54:06.048846] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:06.143309] [DEBUG] [MAG       ] GFL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:06.217619] [DEBUG] [MAG       ] RSG: Last date is validated at 2025-12-02
[2025-12-02T20:54:06.224611] [INFO ] [LOCAL     ] GFL: Saved forecast.
[2025-12-02T20:54:06.224681] [INFO ] [main      ] GFL: Signal=1 (Conf=80.0%), Magnitude=0.10% (Conf=59.0552%)
[2025-12-02T20:54:06.225006] [INFO ] [main      ] Fetching symbol history for USIG...
[2025-12-02T20:54:06.225054] [DEBUG] [REMOTE    ] USIG: Fetching historical data.
[2025-12-02T20:54:06.225658] [INFO ] [main      ] Progress: 797/965 forecasts completed (82.6%). GFL finished in 0.6s. ETA: 27.8s. Rate: 362.63 forecasts/min
[2025-12-02T20:54:06.236910] [DEBUG] [REMOTE    ] USIG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:06.237784] [DEBUG] [LOCAL     ] Loaded configuration for USIG: 7 features, N/A% accuracy
[2025-12-02T20:54:06.237835] [INFO ] [LOCAL     ] USIG: Loaded 7 optimal features with 52.51% confidence from JSON config
[2025-12-02T20:54:06.237867] [DEBUG] [MAG       ] Building data for symbol: USIG with lookback: 0
[2025-12-02T20:54:06.238691] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:54:06.238760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:06.243657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:06.245452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:06.245960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:06.246349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:54:06.247218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:54:06.247877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:54:06.248620] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:06.323055] [DEBUG] [MAG       ] NVMI: Last date is validated at 2025-12-02
[2025-12-02T20:54:06.383437] [DEBUG] [MAG       ] ATHM: Last date is validated at 2025-12-02
[2025-12-02T20:54:06.384765] [DEBUG] [MAG       ] RSG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:06.486125] [DEBUG] [MAG       ] NVMI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:06.489838] [INFO ] [LOCAL     ] RSG: Saved forecast.
[2025-12-02T20:54:06.489904] [INFO ] [main      ] RSG: Signal=1 (Conf=80.0%), Magnitude=-2.56% (Conf=49.7873%)
[2025-12-02T20:54:06.490061] [INFO ] [main      ] Fetching symbol history for DNA...
[2025-12-02T20:54:06.490104] [DEBUG] [REMOTE    ] DNA: Fetching historical data.
[2025-12-02T20:54:06.490877] [INFO ] [main      ] Progress: 798/965 forecasts completed (82.7%). RSG finished in 0.7s. ETA: 27.7s. Rate: 362.35 forecasts/min
[2025-12-02T20:54:06.502271] [DEBUG] [REMOTE    ] DNA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:06.503362] [DEBUG] [LOCAL     ] Loaded configuration for DNA: 3 features, N/A% accuracy
[2025-12-02T20:54:06.503412] [INFO ] [LOCAL     ] DNA: Loaded 3 optimal features with 54.70% confidence from JSON config
[2025-12-02T20:54:06.503442] [DEBUG] [MAG       ] Building data for symbol: DNA with lookback: 0
[2025-12-02T20:54:06.504211] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:54:06.504268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:06.505925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:06.506410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:06.506861] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:06.547914] [DEBUG] [MAG       ] ATHM: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:06.594549] [DEBUG] [MAG       ] USIG: Last date is validated at 2025-12-02
[2025-12-02T20:54:06.611556] [INFO ] [LOCAL     ] NVMI: Saved forecast.
[2025-12-02T20:54:06.611638] [INFO ] [main      ] NVMI: Signal=1 (Conf=80.0%), Magnitude=13.28% (Conf=56.1775%)
[2025-12-02T20:54:06.611973] [INFO ] [main      ] Fetching symbol history for KMPB...
[2025-12-02T20:54:06.612020] [DEBUG] [REMOTE    ] KMPB: Fetching historical data.
[2025-12-02T20:54:06.612657] [INFO ] [main      ] Progress: 799/965 forecasts completed (82.8%). NVMI finished in 0.6s. ETA: 27.5s. Rate: 362.47 forecasts/min
[2025-12-02T20:54:06.622396] [INFO ] [LOCAL     ] ATHM: Saved forecast.
[2025-12-02T20:54:06.622461] [INFO ] [main      ] ATHM: Signal=1 (Conf=80.0%), Magnitude=-1.08% (Conf=60.4144%)
[2025-12-02T20:54:06.622635] [INFO ] [main      ] Fetching symbol history for EWCZ...
[2025-12-02T20:54:06.622680] [DEBUG] [REMOTE    ] EWCZ: Fetching historical data.
[2025-12-02T20:54:06.623005] [DEBUG] [REMOTE    ] KMPB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:06.623863] [INFO ] [main      ] Progress: 800/965 forecasts completed (82.9%). ATHM finished in 0.6s. ETA: 27.3s. Rate: 362.90 forecasts/min
[2025-12-02T20:54:06.624047] [DEBUG] [LOCAL     ] Loaded configuration for KMPB: 1 features, N/A% accuracy
[2025-12-02T20:54:06.624105] [INFO ] [LOCAL     ] KMPB: Loaded 1 optimal features with 43.34% confidence from JSON config
[2025-12-02T20:54:06.624146] [DEBUG] [MAG       ] Building data for symbol: KMPB with lookback: 0
[2025-12-02T20:54:06.624927] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:54:06.624984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:54:06.625958] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:06.635100] [DEBUG] [REMOTE    ] EWCZ: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:06.635929] [DEBUG] [LOCAL     ] Loaded configuration for EWCZ: 1 features, N/A% accuracy
[2025-12-02T20:54:06.635984] [INFO ] [LOCAL     ] EWCZ: Loaded 1 optimal features with 53.76% confidence from JSON config
[2025-12-02T20:54:06.636017] [DEBUG] [MAG       ] Building data for symbol: EWCZ with lookback: 0
[2025-12-02T20:54:06.636804] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:54:06.636863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:54:06.637740] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:06.759789] [DEBUG] [MAG       ] USIG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:06.821428] [INFO ] [LOCAL     ] USIG: Saved forecast.
[2025-12-02T20:54:06.821493] [INFO ] [main      ] USIG: Signal=1 (Conf=80.0%), Magnitude=0.06% (Conf=52.5125%)
[2025-12-02T20:54:06.822190] [INFO ] [main      ] Fetching symbol history for SPGI...
[2025-12-02T20:54:06.822241] [DEBUG] [REMOTE    ] SPGI: Fetching historical data.
[2025-12-02T20:54:06.822661] [INFO ] [main      ] Progress: 801/965 forecasts completed (83.0%). USIG finished in 0.6s. ETA: 27.1s. Rate: 362.81 forecasts/min
[2025-12-02T20:54:06.833522] [DEBUG] [REMOTE    ] SPGI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:06.834400] [DEBUG] [LOCAL     ] Loaded configuration for SPGI: 5 features, N/A% accuracy
[2025-12-02T20:54:06.834451] [INFO ] [LOCAL     ] SPGI: Loaded 5 optimal features with 39.92% confidence from JSON config
[2025-12-02T20:54:06.834481] [DEBUG] [MAG       ] Building data for symbol: SPGI with lookback: 0
[2025-12-02T20:54:06.835270] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:54:06.835331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:06.837036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:06.837544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:06.838040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:06.838436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:54:06.839204] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:06.840139] [DEBUG] [MAG       ] DNA: Last date is validated at 2025-12-02
[2025-12-02T20:54:06.971243] [DEBUG] [MAG       ] KMPB: Last date is validated at 2025-12-02
[2025-12-02T20:54:06.977891] [DEBUG] [MAG       ] EWCZ: Last date is validated at 2025-12-02
[2025-12-02T20:54:07.006064] [DEBUG] [MAG       ] DNA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:07.082715] [INFO ] [LOCAL     ] DNA: Saved forecast.
[2025-12-02T20:54:07.082780] [INFO ] [main      ] DNA: Signal=1 (Conf=80.0%), Magnitude=-0.24% (Conf=54.7013%)
[2025-12-02T20:54:07.083130] [INFO ] [main      ] Progress: 802/965 forecasts completed (83.1%). DNA finished in 0.6s. ETA: 27.0s. Rate: 362.55 forecasts/min
[2025-12-02T20:54:07.083250] [INFO ] [main      ] Fetching symbol history for OSBC...
[2025-12-02T20:54:07.083291] [DEBUG] [REMOTE    ] OSBC: Fetching historical data.
[2025-12-02T20:54:07.095288] [DEBUG] [REMOTE    ] OSBC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:07.096204] [DEBUG] [LOCAL     ] Loaded configuration for OSBC: 5 features, N/A% accuracy
[2025-12-02T20:54:07.096253] [INFO ] [LOCAL     ] OSBC: Loaded 5 optimal features with 52.68% confidence from JSON config
[2025-12-02T20:54:07.096284] [DEBUG] [MAG       ] Building data for symbol: OSBC with lookback: 0
[2025-12-02T20:54:07.097081] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:54:07.097139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:07.098842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:07.099679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:54:07.100418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:54:07.135497] [DEBUG] [MAG       ] KMPB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:07.147351] [DEBUG] [MAG       ] EWCZ: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:07.149007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:54:07.150670] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:07.175970] [DEBUG] [MAG       ] SPGI: Last date is validated at 2025-12-02
[2025-12-02T20:54:07.188945] [INFO ] [LOCAL     ] KMPB: Saved forecast.
[2025-12-02T20:54:07.189012] [INFO ] [main      ] KMPB: Signal=1 (Conf=80.0%), Magnitude=0.75% (Conf=43.3449%)
[2025-12-02T20:54:07.189363] [INFO ] [main      ] Fetching symbol history for EOI...
[2025-12-02T20:54:07.189412] [DEBUG] [REMOTE    ] EOI: Fetching historical data.
[2025-12-02T20:54:07.189663] [INFO ] [main      ] Progress: 803/965 forecasts completed (83.2%). KMPB finished in 0.6s. ETA: 26.8s. Rate: 362.71 forecasts/min
[2025-12-02T20:54:07.201247] [DEBUG] [REMOTE    ] EOI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:07.202227] [DEBUG] [LOCAL     ] Loaded configuration for EOI: 7 features, N/A% accuracy
[2025-12-02T20:54:07.202277] [INFO ] [LOCAL     ] EOI: Loaded 7 optimal features with 50.65% confidence from JSON config
[2025-12-02T20:54:07.202306] [DEBUG] [MAG       ] Building data for symbol: EOI with lookback: 0
[2025-12-02T20:54:07.203071] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:54:07.203131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:07.207624] [INFO ] [LOCAL     ] EWCZ: Saved forecast.
[2025-12-02T20:54:07.207691] [INFO ] [main      ] EWCZ: Signal=1 (Conf=80.0%), Magnitude=3.92% (Conf=53.7629%)
[2025-12-02T20:54:07.207806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:07.207842] [INFO ] [main      ] Fetching symbol history for UL...
[2025-12-02T20:54:07.207883] [DEBUG] [REMOTE    ] UL: Fetching historical data.
[2025-12-02T20:54:07.208840] [INFO ] [main      ] Progress: 804/965 forecasts completed (83.3%). EWCZ finished in 0.6s. ETA: 26.6s. Rate: 363.11 forecasts/min
[2025-12-02T20:54:07.209880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:07.210345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:07.210760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:54:07.211468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:54:07.213764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:54:07.216543] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:07.218951] [DEBUG] [REMOTE    ] UL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:07.219657] [DEBUG] [LOCAL     ] Loaded configuration for UL: 1 features, N/A% accuracy
[2025-12-02T20:54:07.219710] [INFO ] [LOCAL     ] UL: Loaded 1 optimal features with 54.95% confidence from JSON config
[2025-12-02T20:54:07.219740] [DEBUG] [MAG       ] Building data for symbol: UL with lookback: 0
[2025-12-02T20:54:07.220480] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:54:07.220537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:54:07.235022] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:07.359003] [DEBUG] [MAG       ] SPGI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:07.489355] [DEBUG] [MAG       ] OSBC: Last date is validated at 2025-12-02
[2025-12-02T20:54:07.511706] [INFO ] [LOCAL     ] SPGI: Saved forecast.
[2025-12-02T20:54:07.511770] [INFO ] [main      ] SPGI: Signal=1 (Conf=80.0%), Magnitude=-0.07% (Conf=39.9188%)
[2025-12-02T20:54:07.512108] [INFO ] [main      ] Fetching symbol history for CHKP...
[2025-12-02T20:54:07.512156] [DEBUG] [REMOTE    ] CHKP: Fetching historical data.
[2025-12-02T20:54:07.512653] [INFO ] [main      ] Progress: 805/965 forecasts completed (83.4%). SPGI finished in 0.7s. ETA: 26.5s. Rate: 362.73 forecasts/min
[2025-12-02T20:54:07.527056] [DEBUG] [REMOTE    ] CHKP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:07.528117] [DEBUG] [LOCAL     ] Loaded configuration for CHKP: 2 features, N/A% accuracy
[2025-12-02T20:54:07.528167] [INFO ] [LOCAL     ] CHKP: Loaded 2 optimal features with 60.24% confidence from JSON config
[2025-12-02T20:54:07.528198] [DEBUG] [MAG       ] Building data for symbol: CHKP with lookback: 0
[2025-12-02T20:54:07.529031] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:54:07.529088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:54:07.555471] [DEBUG] [MAG       ] EOI: Last date is validated at 2025-12-02
[2025-12-02T20:54:07.570517] [DEBUG] [MAG       ] UL: Last date is validated at 2025-12-02
[2025-12-02T20:54:07.637934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:54:07.639161] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:07.660441] [DEBUG] [MAG       ] OSBC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:07.722539] [DEBUG] [MAG       ] EOI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:07.726399] [INFO ] [LOCAL     ] OSBC: Saved forecast.
[2025-12-02T20:54:07.726464] [INFO ] [main      ] OSBC: Signal=1 (Conf=80.0%), Magnitude=-1.26% (Conf=52.6754%)
[2025-12-02T20:54:07.726638] [INFO ] [main      ] Fetching symbol history for MRVI...
[2025-12-02T20:54:07.726681] [DEBUG] [REMOTE    ] MRVI: Fetching historical data.
[2025-12-02T20:54:07.727329] [INFO ] [main      ] Progress: 806/965 forecasts completed (83.5%). OSBC finished in 0.6s. ETA: 26.3s. Rate: 362.59 forecasts/min
[2025-12-02T20:54:07.735255] [DEBUG] [MAG       ] UL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:07.737515] [DEBUG] [REMOTE    ] MRVI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:07.738436] [DEBUG] [LOCAL     ] Loaded configuration for MRVI: 4 features, N/A% accuracy
[2025-12-02T20:54:07.738492] [INFO ] [LOCAL     ] MRVI: Loaded 4 optimal features with 48.86% confidence from JSON config
[2025-12-02T20:54:07.738523] [DEBUG] [MAG       ] Building data for symbol: MRVI with lookback: 0
[2025-12-02T20:54:07.739274] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:54:07.739330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:07.740974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:07.741455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:07.741860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:54:07.787557] [INFO ] [LOCAL     ] EOI: Saved forecast.
[2025-12-02T20:54:07.787637] [INFO ] [main      ] EOI: Signal=1 (Conf=80.0%), Magnitude=0.82% (Conf=50.6491%)
[2025-12-02T20:54:07.787977] [INFO ] [main      ] Progress: 807/965 forecasts completed (83.6%). EOI finished in 0.6s. ETA: 26.1s. Rate: 362.88 forecasts/min
[2025-12-02T20:54:07.788140] [INFO ] [main      ] Fetching symbol history for BEKE...
[2025-12-02T20:54:07.788184] [DEBUG] [REMOTE    ] BEKE: Fetching historical data.
[2025-12-02T20:54:07.788940] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:07.799515] [DEBUG] [REMOTE    ] BEKE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:07.800652] [DEBUG] [LOCAL     ] Loaded configuration for BEKE: 7 features, N/A% accuracy
[2025-12-02T20:54:07.800712] [INFO ] [LOCAL     ] BEKE: Loaded 7 optimal features with 57.00% confidence from JSON config
[2025-12-02T20:54:07.800744] [DEBUG] [MAG       ] Building data for symbol: BEKE with lookback: 0
[2025-12-02T20:54:07.801497] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:54:07.801558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:07.806223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:54:07.808953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:54:07.810855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:54:07.811512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:54:07.813879] [INFO ] [LOCAL     ] UL: Saved forecast.
[2025-12-02T20:54:07.813941] [INFO ] [main      ] UL: Signal=1 (Conf=80.0%), Magnitude=-1.07% (Conf=54.9547%)
[2025-12-02T20:54:07.814291] [INFO ] [main      ] Fetching symbol history for AVNS...
[2025-12-02T20:54:07.814307] [INFO ] [main      ] Progress: 808/965 forecasts completed (83.7%). UL finished in 0.6s. ETA: 25.9s. Rate: 363.26 forecasts/min
[2025-12-02T20:54:07.814340] [DEBUG] [REMOTE    ] AVNS: Fetching historical data.
[2025-12-02T20:54:07.814200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:54:07.816485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:54:07.817493] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:07.825565] [DEBUG] [REMOTE    ] AVNS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:07.826613] [DEBUG] [LOCAL     ] Loaded configuration for AVNS: 5 features, N/A% accuracy
[2025-12-02T20:54:07.826664] [INFO ] [LOCAL     ] AVNS: Loaded 5 optimal features with 45.79% confidence from JSON config
[2025-12-02T20:54:07.826695] [DEBUG] [MAG       ] Building data for symbol: AVNS with lookback: 0
[2025-12-02T20:54:07.827435] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:54:07.827494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:07.833226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:07.835236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:07.835737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:07.836117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:54:07.838837] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:07.982553] [DEBUG] [MAG       ] CHKP: Last date is validated at 2025-12-02
[2025-12-02T20:54:08.146933] [DEBUG] [MAG       ] CHKP: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:08.148807] [DEBUG] [MAG       ] BEKE: Last date is validated at 2025-12-02
[2025-12-02T20:54:08.172752] [DEBUG] [MAG       ] AVNS: Last date is validated at 2025-12-02
[2025-12-02T20:54:08.181947] [DEBUG] [MAG       ] MRVI: Last date is validated at 2025-12-02
[2025-12-02T20:54:08.278977] [INFO ] [LOCAL     ] CHKP: Saved forecast.
[2025-12-02T20:54:08.279042] [INFO ] [main      ] CHKP: Signal=1 (Conf=80.0%), Magnitude=1.58% (Conf=60.2408%)
[2025-12-02T20:54:08.279203] [INFO ] [main      ] Fetching symbol history for SLP...
[2025-12-02T20:54:08.279245] [DEBUG] [REMOTE    ] SLP: Fetching historical data.
[2025-12-02T20:54:08.280647] [INFO ] [main      ] Progress: 809/965 forecasts completed (83.8%). CHKP finished in 0.8s. ETA: 25.8s. Rate: 362.44 forecasts/min
[2025-12-02T20:54:08.290952] [DEBUG] [REMOTE    ] SLP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:08.292142] [DEBUG] [LOCAL     ] Loaded configuration for SLP: 6 features, N/A% accuracy
[2025-12-02T20:54:08.292198] [INFO ] [LOCAL     ] SLP: Loaded 6 optimal features with 53.24% confidence from JSON config
[2025-12-02T20:54:08.292244] [DEBUG] [MAG       ] Building data for symbol: SLP with lookback: 0
[2025-12-02T20:54:08.293044] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:54:08.293106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:08.294818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:08.295329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:54:08.314264] [DEBUG] [MAG       ] BEKE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:08.350359] [DEBUG] [MAG       ] MRVI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:08.355275] [DEBUG] [MAG       ] AVNS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:08.401695] [INFO ] [LOCAL     ] BEKE: Saved forecast.
[2025-12-02T20:54:08.401758] [INFO ] [main      ] BEKE: Signal=1 (Conf=80.0%), Magnitude=-4.21% (Conf=56.9951%)
[2025-12-02T20:54:08.402094] [INFO ] [main      ] Progress: 810/965 forecasts completed (83.9%). BEKE finished in 0.6s. ETA: 25.7s. Rate: 362.56 forecasts/min
[2025-12-02T20:54:08.402214] [INFO ] [main      ] Fetching symbol history for LDP...
[2025-12-02T20:54:08.402255] [DEBUG] [REMOTE    ] LDP: Fetching historical data.
[2025-12-02T20:54:08.406698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:54:08.407555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:54:08.409175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:54:08.409753] [INFO ] [LOCAL     ] MRVI: Saved forecast.
[2025-12-02T20:54:08.409817] [INFO ] [main      ] MRVI: Signal=1 (Conf=80.0%), Magnitude=4.09% (Conf=48.8636%)
[2025-12-02T20:54:08.409973] [INFO ] [main      ] Fetching symbol history for CRUS...
[2025-12-02T20:54:08.410015] [DEBUG] [REMOTE    ] CRUS: Fetching historical data.
[2025-12-02T20:54:08.410588] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:08.411266] [INFO ] [main      ] Progress: 811/965 forecasts completed (84.0%). MRVI finished in 0.7s. ETA: 25.5s. Rate: 362.98 forecasts/min
[2025-12-02T20:54:08.414146] [DEBUG] [REMOTE    ] LDP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:08.415033] [DEBUG] [LOCAL     ] Loaded configuration for LDP: 4 features, N/A% accuracy
[2025-12-02T20:54:08.415081] [INFO ] [LOCAL     ] LDP: Loaded 4 optimal features with 52.53% confidence from JSON config
[2025-12-02T20:54:08.415112] [DEBUG] [MAG       ] Building data for symbol: LDP with lookback: 0
[2025-12-02T20:54:08.415885] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:54:08.415945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:08.417626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:08.418149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:54:08.421078] [DEBUG] [REMOTE    ] CRUS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:08.421855] [DEBUG] [LOCAL     ] Loaded configuration for CRUS: 6 features, N/A% accuracy
[2025-12-02T20:54:08.421910] [INFO ] [LOCAL     ] CRUS: Loaded 6 optimal features with 53.21% confidence from JSON config
[2025-12-02T20:54:08.421941] [DEBUG] [MAG       ] Building data for symbol: CRUS with lookback: 0
[2025-12-02T20:54:08.422715] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:54:08.422786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:08.427649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:54:08.429598] [INFO ] [LOCAL     ] AVNS: Saved forecast.
[2025-12-02T20:54:08.429667] [INFO ] [main      ] AVNS: Signal=1 (Conf=80.0%), Magnitude=-0.72% (Conf=45.7916%)
[2025-12-02T20:54:08.429828] [INFO ] [main      ] Fetching symbol history for BTCS...
[2025-12-02T20:54:08.429871] [DEBUG] [REMOTE    ] BTCS: Fetching historical data.
[2025-12-02T20:54:08.430282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:54:08.431182] [INFO ] [main      ] Progress: 812/965 forecasts completed (84.1%). AVNS finished in 0.6s. ETA: 25.3s. Rate: 363.38 forecasts/min
[2025-12-02T20:54:08.432406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:54:08.433598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:54:08.434362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:54:08.435368] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:08.440513] [DEBUG] [REMOTE    ] BTCS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:08.441358] [DEBUG] [LOCAL     ] Loaded configuration for BTCS: 2 features, N/A% accuracy
[2025-12-02T20:54:08.441407] [INFO ] [LOCAL     ] BTCS: Loaded 2 optimal features with 56.06% confidence from JSON config
[2025-12-02T20:54:08.441438] [DEBUG] [MAG       ] Building data for symbol: BTCS with lookback: 0
[2025-12-02T20:54:08.442198] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:54:08.442256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:54:08.444543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:54:08.445729] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:08.457238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:54:08.503244] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:08.769834] [DEBUG] [MAG       ] SLP: Last date is validated at 2025-12-02
[2025-12-02T20:54:08.770607] [DEBUG] [MAG       ] CRUS: Last date is validated at 2025-12-02
[2025-12-02T20:54:08.779362] [DEBUG] [MAG       ] BTCS: Last date is validated at 2025-12-02
[2025-12-02T20:54:08.856223] [DEBUG] [MAG       ] LDP: Last date is validated at 2025-12-02
[2025-12-02T20:54:08.938890] [DEBUG] [MAG       ] CRUS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:08.942181] [DEBUG] [MAG       ] SLP: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:08.948143] [DEBUG] [MAG       ] BTCS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:09.015774] [INFO ] [LOCAL     ] BTCS: Saved forecast.
[2025-12-02T20:54:09.015851] [INFO ] [main      ] BTCS: Signal=1 (Conf=80.0%), Magnitude=7.25% (Conf=56.0595%)
[2025-12-02T20:54:09.016187] [INFO ] [main      ] Fetching symbol history for LBRDK...
[2025-12-02T20:54:09.016236] [DEBUG] [REMOTE    ] LBRDK: Fetching historical data.
[2025-12-02T20:54:09.016689] [INFO ] [main      ] Progress: 813/965 forecasts completed (84.2%). BTCS finished in 0.6s. ETA: 25.2s. Rate: 362.24 forecasts/min
[2025-12-02T20:54:09.027637] [DEBUG] [REMOTE    ] LBRDK: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:09.028759] [DEBUG] [LOCAL     ] Loaded configuration for LBRDK: 2 features, N/A% accuracy
[2025-12-02T20:54:09.028810] [INFO ] [LOCAL     ] LBRDK: Loaded 2 optimal features with 59.26% confidence from JSON config
[2025-12-02T20:54:09.028841] [DEBUG] [MAG       ] Building data for symbol: LBRDK with lookback: 0
[2025-12-02T20:54:09.029790] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:54:09.029847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:54:09.031981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:54:09.032786] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:09.033542] [DEBUG] [MAG       ] LDP: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:09.040998] [INFO ] [LOCAL     ] SLP: Saved forecast.
[2025-12-02T20:54:09.041072] [INFO ] [main      ] SLP: Signal=1 (Conf=80.0%), Magnitude=16.87% (Conf=53.2394%)
[2025-12-02T20:54:09.041414] [INFO ] [main      ] Progress: 814/965 forecasts completed (84.4%). SLP finished in 0.8s. ETA: 25.0s. Rate: 362.62 forecasts/min
[2025-12-02T20:54:09.041532] [INFO ] [main      ] Fetching symbol history for EMB...
[2025-12-02T20:54:09.041598] [DEBUG] [REMOTE    ] EMB: Fetching historical data.
[2025-12-02T20:54:09.053031] [DEBUG] [REMOTE    ] EMB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:09.054057] [DEBUG] [LOCAL     ] Loaded configuration for EMB: 5 features, N/A% accuracy
[2025-12-02T20:54:09.054113] [INFO ] [LOCAL     ] EMB: Loaded 5 optimal features with 63.84% confidence from JSON config
[2025-12-02T20:54:09.054145] [DEBUG] [MAG       ] Building data for symbol: EMB with lookback: 0
[2025-12-02T20:54:09.054983] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:54:09.055043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:09.058125] [INFO ] [LOCAL     ] CRUS: Saved forecast.
[2025-12-02T20:54:09.058192] [INFO ] [main      ] CRUS: Signal=1 (Conf=80.0%), Magnitude=-1.15% (Conf=53.2055%)
[2025-12-02T20:54:09.058649] [INFO ] [main      ] Progress: 815/965 forecasts completed (84.5%). CRUS finished in 0.6s. ETA: 24.8s. Rate: 363.02 forecasts/min
[2025-12-02T20:54:09.058792] [INFO ] [main      ] Fetching symbol history for CC...
[2025-12-02T20:54:09.058844] [DEBUG] [REMOTE    ] CC: Fetching historical data.
[2025-12-02T20:54:09.060378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:54:09.061369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:54:09.070186] [DEBUG] [REMOTE    ] CC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:09.071132] [DEBUG] [LOCAL     ] Loaded configuration for CC: 4 features, N/A% accuracy
[2025-12-02T20:54:09.071188] [INFO ] [LOCAL     ] CC: Loaded 4 optimal features with 57.53% confidence from JSON config
[2025-12-02T20:54:09.071221] [DEBUG] [MAG       ] Building data for symbol: CC with lookback: 0
[2025-12-02T20:54:09.072053] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:54:09.072113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:09.074005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:09.074627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:54:09.097900] [INFO ] [LOCAL     ] LDP: Saved forecast.
[2025-12-02T20:54:09.097966] [INFO ] [main      ] LDP: Signal=1 (Conf=80.0%), Magnitude=0.18% (Conf=52.5301%)
[2025-12-02T20:54:09.098373] [INFO ] [main      ] Fetching symbol history for EXFY...
[2025-12-02T20:54:09.098435] [DEBUG] [REMOTE    ] EXFY: Fetching historical data.
[2025-12-02T20:54:09.098768] [INFO ] [main      ] Progress: 816/965 forecasts completed (84.6%). LDP finished in 0.7s. ETA: 24.6s. Rate: 363.36 forecasts/min
[2025-12-02T20:54:09.102816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:54:09.103823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:54:09.106374] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:09.110940] [DEBUG] [REMOTE    ] EXFY: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:09.112534] [DEBUG] [LOCAL     ] Loaded configuration for EXFY: 1 features, N/A% accuracy
[2025-12-02T20:54:09.112603] [INFO ] [LOCAL     ] EXFY: Loaded 1 optimal features with 46.36% confidence from JSON config
[2025-12-02T20:54:09.112643] [DEBUG] [MAG       ] Building data for symbol: EXFY with lookback: 0
[2025-12-02T20:54:09.113452] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:54:09.113509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:54:09.114295] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:09.158442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:54:09.161359] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:09.374686] [DEBUG] [MAG       ] LBRDK: Last date is validated at 2025-12-02
[2025-12-02T20:54:09.449136] [DEBUG] [MAG       ] EMB: Last date is validated at 2025-12-02
[2025-12-02T20:54:09.472091] [DEBUG] [MAG       ] EXFY: Last date is validated at 2025-12-02
[2025-12-02T20:54:09.515875] [DEBUG] [MAG       ] CC: Last date is validated at 2025-12-02
[2025-12-02T20:54:09.541811] [DEBUG] [MAG       ] LBRDK: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:09.614844] [DEBUG] [MAG       ] EMB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:09.651630] [INFO ] [LOCAL     ] LBRDK: Saved forecast.
[2025-12-02T20:54:09.651700] [INFO ] [main      ] LBRDK: Signal=1 (Conf=80.0%), Magnitude=-0.80% (Conf=59.2575%)
[2025-12-02T20:54:09.652043] [INFO ] [main      ] Fetching symbol history for PCM...
[2025-12-02T20:54:09.652092] [DEBUG] [REMOTE    ] PCM: Fetching historical data.
[2025-12-02T20:54:09.653655] [INFO ] [main      ] Progress: 817/965 forecasts completed (84.7%). LBRDK finished in 0.6s. ETA: 24.5s. Rate: 362.31 forecasts/min
[2025-12-02T20:54:09.656883] [DEBUG] [MAG       ] EXFY: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:09.664274] [DEBUG] [REMOTE    ] PCM: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:09.668658] [DEBUG] [LOCAL     ] Loaded configuration for PCM: 12 features, N/A% accuracy
[2025-12-02T20:54:09.668717] [INFO ] [LOCAL     ] PCM: Loaded 12 optimal features with 45.84% confidence from JSON config
[2025-12-02T20:54:09.668750] [DEBUG] [MAG       ] Building data for symbol: PCM with lookback: 0
[2025-12-02T20:54:09.669630] [DEBUG] [FEATURES  ] DataBuilder: Executing 12 feature methods.
[2025-12-02T20:54:09.669696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:09.671426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:09.671984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:09.672383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:54:09.673297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:54:09.675741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:54:09.682240] [DEBUG] [MAG       ] CC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:09.685354] [INFO ] [LOCAL     ] EMB: Saved forecast.
[2025-12-02T20:54:09.685421] [INFO ] [main      ] EMB: Signal=1 (Conf=80.0%), Magnitude=0.09% (Conf=63.8398%)
[2025-12-02T20:54:09.685788] [INFO ] [main      ] Progress: 818/965 forecasts completed (84.8%). EMB finished in 0.6s. ETA: 24.3s. Rate: 362.67 forecasts/min
[2025-12-02T20:54:09.685912] [INFO ] [main      ] Fetching symbol history for CBAN...
[2025-12-02T20:54:09.685953] [DEBUG] [REMOTE    ] CBAN: Fetching historical data.
[2025-12-02T20:54:09.694870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:09.695553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:54:09.696662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:54:09.696921] [DEBUG] [REMOTE    ] CBAN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:09.698059] [DEBUG] [LOCAL     ] Loaded configuration for CBAN: 7 features, N/A% accuracy
[2025-12-02T20:54:09.698168] [INFO ] [LOCAL     ] CBAN: Loaded 7 optimal features with 52.28% confidence from JSON config
[2025-12-02T20:54:09.698232] [DEBUG] [MAG       ] Building data for symbol: CBAN with lookback: 0
[2025-12-02T20:54:09.698424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:54:09.699272] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:54:09.699334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:54:09.699515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:54:09.700244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:54:09.701018] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:09.709094] [INFO ] [LOCAL     ] EXFY: Saved forecast.
[2025-12-02T20:54:09.709165] [INFO ] [main      ] EXFY: Signal=1 (Conf=80.0%), Magnitude=1.73% (Conf=46.3596%)
[2025-12-02T20:54:09.709526] [INFO ] [main      ] Fetching symbol history for VGM...
[2025-12-02T20:54:09.709590] [DEBUG] [REMOTE    ] VGM: Fetching historical data.
[2025-12-02T20:54:09.709649] [INFO ] [main      ] Progress: 819/965 forecasts completed (84.9%). EXFY finished in 0.6s. ETA: 24.1s. Rate: 363.05 forecasts/min
[2025-12-02T20:54:09.720835] [DEBUG] [REMOTE    ] VGM: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:09.721635] [DEBUG] [LOCAL     ] Loaded configuration for VGM: 10 features, N/A% accuracy
[2025-12-02T20:54:09.721685] [INFO ] [LOCAL     ] VGM: Loaded 10 optimal features with 38.74% confidence from JSON config
[2025-12-02T20:54:09.722036] [DEBUG] [MAG       ] Building data for symbol: VGM with lookback: 0
[2025-12-02T20:54:09.722834] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-02T20:54:09.722895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:09.727597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:54:09.728446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:54:09.730714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:54:09.732337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:54:09.733616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:54:09.735351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:54:09.737090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:54:09.738014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:54:09.739056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:54:09.740962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:54:09.741227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:54:09.742325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:54:09.742996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:54:09.744003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:54:09.745973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:54:09.746565] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:09.747277] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:09.769710] [INFO ] [LOCAL     ] CC: Saved forecast.
[2025-12-02T20:54:09.769792] [INFO ] [main      ] CC: Signal=1 (Conf=80.0%), Magnitude=-2.16% (Conf=57.5321%)
[2025-12-02T20:54:09.769974] [INFO ] [main      ] Fetching symbol history for GLUE...
[2025-12-02T20:54:09.770024] [DEBUG] [REMOTE    ] GLUE: Fetching historical data.
[2025-12-02T20:54:09.771638] [INFO ] [main      ] Progress: 820/965 forecasts completed (85.0%). CC finished in 0.7s. ETA: 23.9s. Rate: 363.32 forecasts/min
[2025-12-02T20:54:09.785153] [DEBUG] [REMOTE    ] GLUE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:09.786068] [DEBUG] [LOCAL     ] Loaded configuration for GLUE: 4 features, N/A% accuracy
[2025-12-02T20:54:09.786127] [INFO ] [LOCAL     ] GLUE: Loaded 4 optimal features with 47.16% confidence from JSON config
[2025-12-02T20:54:09.786164] [DEBUG] [MAG       ] Building data for symbol: GLUE with lookback: 0
[2025-12-02T20:54:09.787097] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:54:09.787164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:09.789514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:09.790038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:09.790469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:09.790864] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:10.040235] [DEBUG] [MAG       ] PCM: Last date is validated at 2025-12-02
[2025-12-02T20:54:10.076998] [DEBUG] [MAG       ] VGM: Last date is validated at 2025-12-02
[2025-12-02T20:54:10.079642] [DEBUG] [MAG       ] CBAN: Last date is validated at 2025-12-02
[2025-12-02T20:54:10.124085] [DEBUG] [MAG       ] GLUE: Last date is validated at 2025-12-02
[2025-12-02T20:54:10.212709] [DEBUG] [MAG       ] PCM: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:10.243567] [DEBUG] [MAG       ] VGM: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:10.246991] [DEBUG] [MAG       ] CBAN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:10.277141] [INFO ] [LOCAL     ] PCM: Saved forecast.
[2025-12-02T20:54:10.277206] [INFO ] [main      ] PCM: Signal=1 (Conf=80.0%), Magnitude=-0.01% (Conf=45.835%)
[2025-12-02T20:54:10.277531] [INFO ] [main      ] Fetching symbol history for PESI...
[2025-12-02T20:54:10.277598] [DEBUG] [REMOTE    ] PESI: Fetching historical data.
[2025-12-02T20:54:10.277558] [INFO ] [main      ] Progress: 821/965 forecasts completed (85.1%). PCM finished in 0.6s. ETA: 23.8s. Rate: 362.41 forecasts/min
[2025-12-02T20:54:10.288486] [DEBUG] [REMOTE    ] PESI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:10.289386] [DEBUG] [LOCAL     ] Loaded configuration for PESI: 9 features, N/A% accuracy
[2025-12-02T20:54:10.289435] [INFO ] [LOCAL     ] PESI: Loaded 9 optimal features with 51.93% confidence from JSON config
[2025-12-02T20:54:10.289466] [DEBUG] [MAG       ] Building data for symbol: PESI with lookback: 0
[2025-12-02T20:54:10.289500] [DEBUG] [MAG       ] GLUE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:10.290238] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:54:10.290301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:10.291951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:10.292448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:10.292904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:10.293285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:54:10.314220] [INFO ] [LOCAL     ] VGM: Saved forecast.
[2025-12-02T20:54:10.314286] [INFO ] [main      ] VGM: Signal=1 (Conf=80.0%), Magnitude=-0.06% (Conf=38.7352%)
[2025-12-02T20:54:10.314674] [INFO ] [main      ] Fetching symbol history for SHG...
[2025-12-02T20:54:10.314727] [DEBUG] [REMOTE    ] SHG: Fetching historical data.
[2025-12-02T20:54:10.314955] [INFO ] [main      ] Progress: 822/965 forecasts completed (85.2%). VGM finished in 0.6s. ETA: 23.7s. Rate: 362.75 forecasts/min
[2025-12-02T20:54:10.318830] [INFO ] [LOCAL     ] CBAN: Saved forecast.
[2025-12-02T20:54:10.318889] [INFO ] [main      ] CBAN: Signal=1 (Conf=80.0%), Magnitude=-1.48% (Conf=52.2772%)
[2025-12-02T20:54:10.319208] [INFO ] [main      ] Progress: 823/965 forecasts completed (85.3%). CBAN finished in 0.6s. ETA: 23.5s. Rate: 363.18 forecasts/min
[2025-12-02T20:54:10.319362] [INFO ] [main      ] Fetching symbol history for SGRY...
[2025-12-02T20:54:10.319407] [DEBUG] [REMOTE    ] SGRY: Fetching historical data.
[2025-12-02T20:54:10.327744] [DEBUG] [REMOTE    ] SHG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:10.328866] [DEBUG] [LOCAL     ] Loaded configuration for SHG: 3 features, N/A% accuracy
[2025-12-02T20:54:10.328935] [INFO ] [LOCAL     ] SHG: Loaded 3 optimal features with 51.08% confidence from JSON config
[2025-12-02T20:54:10.328978] [DEBUG] [MAG       ] Building data for symbol: SHG with lookback: 0
[2025-12-02T20:54:10.329854] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:54:10.329912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:10.330161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:54:10.330534] [DEBUG] [REMOTE    ] SGRY: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:10.331402] [DEBUG] [LOCAL     ] Loaded configuration for SGRY: 3 features, N/A% accuracy
[2025-12-02T20:54:10.331456] [INFO ] [LOCAL     ] SGRY: Loaded 3 optimal features with 51.97% confidence from JSON config
[2025-12-02T20:54:10.331487] [DEBUG] [MAG       ] Building data for symbol: SGRY with lookback: 0
[2025-12-02T20:54:10.332262] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:54:10.332319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:10.334729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:54:10.335516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:54:10.337026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:54:10.339493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:54:10.362487] [INFO ] [LOCAL     ] GLUE: Saved forecast.
[2025-12-02T20:54:10.362551] [INFO ] [main      ] GLUE: Signal=1 (Conf=80.0%), Magnitude=3.88% (Conf=47.1573%)
[2025-12-02T20:54:10.362988] [INFO ] [main      ] Fetching symbol history for VERA...
[2025-12-02T20:54:10.363039] [DEBUG] [REMOTE    ] VERA: Fetching historical data.
[2025-12-02T20:54:10.363649] [INFO ] [main      ] Progress: 824/965 forecasts completed (85.4%). GLUE finished in 0.6s. ETA: 23.3s. Rate: 363.51 forecasts/min
[2025-12-02T20:54:10.374883] [DEBUG] [REMOTE    ] VERA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:10.375772] [DEBUG] [LOCAL     ] Loaded configuration for VERA: 4 features, N/A% accuracy
[2025-12-02T20:54:10.376150] [INFO ] [LOCAL     ] VERA: Loaded 4 optimal features with 46.90% confidence from JSON config
[2025-12-02T20:54:10.376184] [DEBUG] [MAG       ] Building data for symbol: VERA with lookback: 0
[2025-12-02T20:54:10.376958] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:54:10.377016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:54:10.377859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:54:10.378449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:10.378922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:54:10.380122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:54:10.381238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:54:10.383186] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:10.389002] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:10.415635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:54:10.416696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:54:10.433334] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:10.714504] [DEBUG] [MAG       ] SHG: Last date is validated at 2025-12-02
[2025-12-02T20:54:10.719949] [DEBUG] [MAG       ] PESI: Last date is validated at 2025-12-02
[2025-12-02T20:54:10.723948] [DEBUG] [MAG       ] SGRY: Last date is validated at 2025-12-02
[2025-12-02T20:54:10.785435] [DEBUG] [MAG       ] VERA: Last date is validated at 2025-12-02
[2025-12-02T20:54:10.883391] [DEBUG] [MAG       ] SHG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:10.885285] [DEBUG] [MAG       ] PESI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:10.888858] [DEBUG] [MAG       ] SGRY: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:10.959914] [INFO ] [LOCAL     ] PESI: Saved forecast.
[2025-12-02T20:54:10.959979] [INFO ] [main      ] PESI: Signal=1 (Conf=80.0%), Magnitude=-3.04% (Conf=51.9316%)
[2025-12-02T20:54:10.959951] [DEBUG] [MAG       ] VERA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:10.960335] [INFO ] [main      ] Fetching symbol history for METD...
[2025-12-02T20:54:10.960384] [DEBUG] [REMOTE    ] METD: Fetching historical data.
[2025-12-02T20:54:10.960365] [INFO ] [main      ] Progress: 825/965 forecasts completed (85.5%). PESI finished in 0.7s. ETA: 23.2s. Rate: 362.36 forecasts/min
[2025-12-02T20:54:10.962973] [INFO ] [LOCAL     ] SHG: Saved forecast.
[2025-12-02T20:54:10.963039] [INFO ] [main      ] SHG: Signal=1 (Conf=80.0%), Magnitude=0.20% (Conf=51.0819%)
[2025-12-02T20:54:10.963194] [INFO ] [main      ] Fetching symbol history for GLNG...
[2025-12-02T20:54:10.963236] [DEBUG] [REMOTE    ] GLNG: Fetching historical data.
[2025-12-02T20:54:10.964210] [INFO ] [main      ] Progress: 826/965 forecasts completed (85.6%). SHG finished in 0.6s. ETA: 23.0s. Rate: 362.79 forecasts/min
[2025-12-02T20:54:10.971280] [DEBUG] [REMOTE    ] METD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:10.972332] [DEBUG] [LOCAL     ] Loaded configuration for METD: 7 features, N/A% accuracy
[2025-12-02T20:54:10.972383] [INFO ] [LOCAL     ] METD: Loaded 7 optimal features with 57.34% confidence from JSON config
[2025-12-02T20:54:10.972414] [DEBUG] [MAG       ] Building data for symbol: METD with lookback: 0
[2025-12-02T20:54:10.973186] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:54:10.973247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:54:10.973965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:54:10.974796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:54:10.975382] [DEBUG] [REMOTE    ] GLNG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:10.975787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:54:10.976228] [DEBUG] [LOCAL     ] Loaded configuration for GLNG: 1 features, N/A% accuracy
[2025-12-02T20:54:10.976278] [INFO ] [LOCAL     ] GLNG: Loaded 1 optimal features with 64.18% confidence from JSON config
[2025-12-02T20:54:10.976308] [DEBUG] [MAG       ] Building data for symbol: GLNG with lookback: 0
[2025-12-02T20:54:10.976545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:54:10.977082] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:54:10.977108] [INFO ] [LOCAL     ] SGRY: Saved forecast.
[2025-12-02T20:54:10.977138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:54:10.977167] [INFO ] [main      ] SGRY: Signal=1 (Conf=80.0%), Magnitude=-0.26% (Conf=51.9667%)
[2025-12-02T20:54:10.977486] [INFO ] [main      ] Progress: 827/965 forecasts completed (85.7%). SGRY finished in 0.7s. ETA: 22.8s. Rate: 363.19 forecasts/min
[2025-12-02T20:54:10.977615] [INFO ] [main      ] Fetching symbol history for ABVC...
[2025-12-02T20:54:10.977658] [DEBUG] [REMOTE    ] ABVC: Fetching historical data.
[2025-12-02T20:54:10.977787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:54:10.978855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:54:10.979856] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:10.983495] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:10.989047] [DEBUG] [REMOTE    ] ABVC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:10.989948] [DEBUG] [LOCAL     ] Loaded configuration for ABVC: 4 features, N/A% accuracy
[2025-12-02T20:54:10.989999] [INFO ] [LOCAL     ] ABVC: Loaded 4 optimal features with 55.97% confidence from JSON config
[2025-12-02T20:54:10.990030] [DEBUG] [MAG       ] Building data for symbol: ABVC with lookback: 0
[2025-12-02T20:54:10.990806] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:54:10.990867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:10.995643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:54:10.996906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:54:10.997889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:54:10.999024] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:11.061994] [INFO ] [LOCAL     ] VERA: Saved forecast.
[2025-12-02T20:54:11.062067] [INFO ] [main      ] VERA: Signal=1 (Conf=80.0%), Magnitude=6.81% (Conf=46.9002%)
[2025-12-02T20:54:11.062496] [INFO ] [main      ] Fetching symbol history for NVRI...
[2025-12-02T20:54:11.062546] [DEBUG] [REMOTE    ] NVRI: Fetching historical data.
[2025-12-02T20:54:11.062647] [INFO ] [main      ] Progress: 828/965 forecasts completed (85.8%). VERA finished in 0.7s. ETA: 22.6s. Rate: 363.40 forecasts/min
[2025-12-02T20:54:11.073884] [DEBUG] [REMOTE    ] NVRI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:11.074913] [DEBUG] [LOCAL     ] Loaded configuration for NVRI: 4 features, N/A% accuracy
[2025-12-02T20:54:11.074966] [INFO ] [LOCAL     ] NVRI: Loaded 4 optimal features with 59.31% confidence from JSON config
[2025-12-02T20:54:11.074996] [DEBUG] [MAG       ] Building data for symbol: NVRI with lookback: 0
[2025-12-02T20:54:11.075833] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:54:11.075892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:11.080641] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:54:11.081484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:54:11.130480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:54:11.132530] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:11.311731] [DEBUG] [MAG       ] GLNG: Last date is validated at 2025-12-02
[2025-12-02T20:54:11.316794] [DEBUG] [MAG       ] METD: Last date is validated at 2025-12-02
[2025-12-02T20:54:11.341173] [DEBUG] [MAG       ] ABVC: Last date is validated at 2025-12-02
[2025-12-02T20:54:11.482386] [DEBUG] [MAG       ] NVRI: Last date is validated at 2025-12-02
[2025-12-02T20:54:11.483998] [DEBUG] [MAG       ] METD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:11.488216] [DEBUG] [MAG       ] GLNG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:11.512847] [DEBUG] [MAG       ] ABVC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:11.556776] [INFO ] [LOCAL     ] METD: Saved forecast.
[2025-12-02T20:54:11.556840] [INFO ] [main      ] METD: Signal=1 (Conf=80.0%), Magnitude=-0.44% (Conf=57.3354%)
[2025-12-02T20:54:11.557348] [INFO ] [main      ] Fetching symbol history for PAM...
[2025-12-02T20:54:11.557396] [DEBUG] [REMOTE    ] PAM: Fetching historical data.
[2025-12-02T20:54:11.557375] [INFO ] [main      ] Progress: 829/965 forecasts completed (85.9%). METD finished in 0.6s. ETA: 22.5s. Rate: 362.53 forecasts/min
[2025-12-02T20:54:11.567638] [DEBUG] [REMOTE    ] PAM: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:11.568347] [DEBUG] [LOCAL     ] Loaded configuration for PAM: 10 features, N/A% accuracy
[2025-12-02T20:54:11.568396] [INFO ] [LOCAL     ] PAM: Loaded 10 optimal features with 54.39% confidence from JSON config
[2025-12-02T20:54:11.568427] [DEBUG] [MAG       ] Building data for symbol: PAM with lookback: 0
[2025-12-02T20:54:11.569184] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-02T20:54:11.569245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:11.570961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:11.571454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:11.571905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:11.572285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:54:11.572996] [INFO ] [LOCAL     ] GLNG: Saved forecast.
[2025-12-02T20:54:11.573059] [INFO ] [main      ] GLNG: Signal=1 (Conf=80.0%), Magnitude=2.07% (Conf=64.1848%)
[2025-12-02T20:54:11.573420] [INFO ] [main      ] Fetching symbol history for SRG...
[2025-12-02T20:54:11.573469] [DEBUG] [REMOTE    ] SRG: Fetching historical data.
[2025-12-02T20:54:11.574291] [INFO ] [main      ] Progress: 830/965 forecasts completed (86.0%). GLNG finished in 0.6s. ETA: 22.3s. Rate: 362.92 forecasts/min
[2025-12-02T20:54:11.574668] [INFO ] [LOCAL     ] ABVC: Saved forecast.
[2025-12-02T20:54:11.574718] [INFO ] [main      ] ABVC: Signal=1 (Conf=80.0%), Magnitude=-3.22% (Conf=55.9659%)
[2025-12-02T20:54:11.574877] [INFO ] [main      ] Fetching symbol history for VITL...
[2025-12-02T20:54:11.574918] [DEBUG] [REMOTE    ] VITL: Fetching historical data.
[2025-12-02T20:54:11.575798] [INFO ] [main      ] Progress: 831/965 forecasts completed (86.1%). ABVC finished in 0.6s. ETA: 22.1s. Rate: 363.36 forecasts/min
[2025-12-02T20:54:11.585161] [DEBUG] [REMOTE    ] SRG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:11.585959] [DEBUG] [LOCAL     ] Loaded configuration for SRG: 3 features, N/A% accuracy
[2025-12-02T20:54:11.586013] [INFO ] [LOCAL     ] SRG: Loaded 3 optimal features with 64.58% confidence from JSON config
[2025-12-02T20:54:11.586044] [DEBUG] [MAG       ] Building data for symbol: SRG with lookback: 0
[2025-12-02T20:54:11.586826] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:54:11.586883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:54:11.586973] [DEBUG] [REMOTE    ] VITL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:11.587602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:54:11.587709] [DEBUG] [LOCAL     ] Loaded configuration for VITL: 9 features, N/A% accuracy
[2025-12-02T20:54:11.587768] [INFO ] [LOCAL     ] VITL: Loaded 9 optimal features with 54.70% confidence from JSON config
[2025-12-02T20:54:11.587799] [DEBUG] [MAG       ] Building data for symbol: VITL with lookback: 0
[2025-12-02T20:54:11.588588] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:54:11.588650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:54:11.589505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-02T20:54:11.590201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:54:11.593418] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:11.647404] [DEBUG] [MAG       ] NVRI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:11.663764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:54:11.666366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:11.668010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:11.668460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:54:11.669433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:54:11.671001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:54:11.671991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:54:11.672653] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:11.681004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:54:11.683097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:54:11.684162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:54:11.685828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:54:11.686860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:54:11.689275] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:11.722315] [INFO ] [LOCAL     ] NVRI: Saved forecast.
[2025-12-02T20:54:11.722382] [INFO ] [main      ] NVRI: Signal=1 (Conf=80.0%), Magnitude=-4.64% (Conf=59.3098%)
[2025-12-02T20:54:11.722737] [INFO ] [main      ] Fetching symbol history for PDX...
[2025-12-02T20:54:11.722787] [DEBUG] [REMOTE    ] PDX: Fetching historical data.
[2025-12-02T20:54:11.723650] [INFO ] [main      ] Progress: 832/965 forecasts completed (86.2%). NVRI finished in 0.7s. ETA: 22.0s. Rate: 363.40 forecasts/min
[2025-12-02T20:54:11.733955] [DEBUG] [REMOTE    ] PDX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:11.734890] [DEBUG] [LOCAL     ] Loaded configuration for PDX: 4 features, N/A% accuracy
[2025-12-02T20:54:11.734950] [INFO ] [LOCAL     ] PDX: Loaded 4 optimal features with 51.27% confidence from JSON config
[2025-12-02T20:54:11.734983] [DEBUG] [MAG       ] Building data for symbol: PDX with lookback: 0
[2025-12-02T20:54:11.735801] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:54:11.735867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:11.737602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:11.738169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:54:11.738823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:54:11.744617] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:11.930669] [DEBUG] [MAG       ] SRG: Last date is validated at 2025-12-02
[2025-12-02T20:54:12.024402] [DEBUG] [MAG       ] PAM: Last date is validated at 2025-12-02
[2025-12-02T20:54:12.058033] [DEBUG] [MAG       ] VITL: Last date is validated at 2025-12-02
[2025-12-02T20:54:12.078652] [DEBUG] [MAG       ] PDX: Last date is validated at 2025-12-02
[2025-12-02T20:54:12.101704] [DEBUG] [MAG       ] SRG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:12.162461] [INFO ] [LOCAL     ] SRG: Saved forecast.
[2025-12-02T20:54:12.162531] [INFO ] [main      ] SRG: Signal=1 (Conf=80.0%), Magnitude=-3.21% (Conf=64.5774%)
[2025-12-02T20:54:12.162905] [INFO ] [main      ] Fetching symbol history for AIQ...
[2025-12-02T20:54:12.162957] [DEBUG] [REMOTE    ] AIQ: Fetching historical data.
[2025-12-02T20:54:12.163654] [INFO ] [main      ] Progress: 833/965 forecasts completed (86.3%). SRG finished in 0.6s. ETA: 21.8s. Rate: 362.68 forecasts/min
[2025-12-02T20:54:12.174475] [DEBUG] [REMOTE    ] AIQ: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:12.175633] [DEBUG] [LOCAL     ] Loaded configuration for AIQ: 5 features, N/A% accuracy
[2025-12-02T20:54:12.175701] [INFO ] [LOCAL     ] AIQ: Loaded 5 optimal features with 52.40% confidence from JSON config
[2025-12-02T20:54:12.175745] [DEBUG] [MAG       ] Building data for symbol: AIQ with lookback: 0
[2025-12-02T20:54:12.176598] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:54:12.176660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:12.181899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:12.183763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:12.184333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:12.184754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:54:12.186830] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:12.191525] [DEBUG] [MAG       ] PAM: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:12.223001] [DEBUG] [MAG       ] VITL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:12.243198] [DEBUG] [MAG       ] PDX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:12.304764] [INFO ] [LOCAL     ] PAM: Saved forecast.
[2025-12-02T20:54:12.304828] [INFO ] [main      ] PAM: Signal=1 (Conf=80.0%), Magnitude=0.10% (Conf=54.3903%)
[2025-12-02T20:54:12.304986] [INFO ] [main      ] Fetching symbol history for RFM...
[2025-12-02T20:54:12.305028] [DEBUG] [REMOTE    ] RFM: Fetching historical data.
[2025-12-02T20:54:12.306360] [INFO ] [main      ] Progress: 834/965 forecasts completed (86.4%). PAM finished in 0.7s. ETA: 21.7s. Rate: 362.74 forecasts/min
[2025-12-02T20:54:12.315264] [DEBUG] [REMOTE    ] RFM: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:12.316023] [DEBUG] [LOCAL     ] Loaded configuration for RFM: 7 features, N/A% accuracy
[2025-12-02T20:54:12.316073] [INFO ] [LOCAL     ] RFM: Loaded 7 optimal features with 50.50% confidence from JSON config
[2025-12-02T20:54:12.316102] [DEBUG] [MAG       ] Building data for symbol: RFM with lookback: 0
[2025-12-02T20:54:12.316860] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:54:12.316920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:12.321656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:12.322530] [INFO ] [LOCAL     ] VITL: Saved forecast.
[2025-12-02T20:54:12.322615] [INFO ] [main      ] VITL: Signal=1 (Conf=80.0%), Magnitude=-6.06% (Conf=54.7011%)
[2025-12-02T20:54:12.322964] [INFO ] [main      ] Progress: 835/965 forecasts completed (86.5%). VITL finished in 0.7s. ETA: 21.5s. Rate: 363.13 forecasts/min
[2025-12-02T20:54:12.323111] [INFO ] [main      ] Fetching symbol history for GSM...
[2025-12-02T20:54:12.323151] [DEBUG] [REMOTE    ] GSM: Fetching historical data.
[2025-12-02T20:54:12.324480] [INFO ] [LOCAL     ] PDX: Saved forecast.
[2025-12-02T20:54:12.324547] [INFO ] [main      ] PDX: Signal=1 (Conf=80.0%), Magnitude=-1.48% (Conf=51.2715%)
[2025-12-02T20:54:12.323450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:12.324932] [INFO ] [main      ] Progress: 836/965 forecasts completed (86.6%). PDX finished in 0.6s. ETA: 21.3s. Rate: 363.56 forecasts/min
[2025-12-02T20:54:12.325115] [INFO ] [main      ] Fetching symbol history for WABC...
[2025-12-02T20:54:12.325161] [DEBUG] [REMOTE    ] WABC: Fetching historical data.
[2025-12-02T20:54:12.325799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:12.326209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:54:12.335896] [DEBUG] [REMOTE    ] WABC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:12.336651] [DEBUG] [LOCAL     ] Loaded configuration for WABC: 4 features, N/A% accuracy
[2025-12-02T20:54:12.336700] [INFO ] [LOCAL     ] WABC: Loaded 4 optimal features with 58.15% confidence from JSON config
[2025-12-02T20:54:12.336392] [DEBUG] [REMOTE    ] GSM: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:12.336732] [DEBUG] [MAG       ] Building data for symbol: WABC with lookback: 0
[2025-12-02T20:54:12.337413] [DEBUG] [LOCAL     ] Loaded configuration for GSM: 8 features, N/A% accuracy
[2025-12-02T20:54:12.337464] [INFO ] [LOCAL     ] GSM: Loaded 8 optimal features with 58.56% confidence from JSON config
[2025-12-02T20:54:12.337496] [DEBUG] [MAG       ] Building data for symbol: GSM with lookback: 0
[2025-12-02T20:54:12.337478] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:54:12.337533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:12.338299] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:54:12.338361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:12.339206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:12.339721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:12.340029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:12.340100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:54:12.340521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:12.340935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:54:12.342208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:54:12.342381] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:12.343704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:54:12.345250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:54:12.347533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:54:12.348568] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:12.436564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:54:12.438828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:54:12.439949] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:12.537380] [DEBUG] [MAG       ] AIQ: Last date is validated at 2025-12-02
[2025-12-02T20:54:12.678516] [DEBUG] [MAG       ] WABC: Last date is validated at 2025-12-02
[2025-12-02T20:54:12.712395] [DEBUG] [MAG       ] GSM: Last date is validated at 2025-12-02
[2025-12-02T20:54:12.719657] [DEBUG] [MAG       ] AIQ: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:12.777399] [DEBUG] [MAG       ] RFM: Last date is validated at 2025-12-02
[2025-12-02T20:54:12.798413] [INFO ] [LOCAL     ] AIQ: Saved forecast.
[2025-12-02T20:54:12.798474] [INFO ] [main      ] AIQ: Signal=1 (Conf=80.0%), Magnitude=1.53% (Conf=52.4036%)
[2025-12-02T20:54:12.798971] [INFO ] [main      ] Fetching symbol history for MSCI...
[2025-12-02T20:54:12.799018] [DEBUG] [REMOTE    ] MSCI: Fetching historical data.
[2025-12-02T20:54:12.800773] [INFO ] [main      ] Progress: 837/965 forecasts completed (86.7%). AIQ finished in 0.6s. ETA: 21.2s. Rate: 362.74 forecasts/min
[2025-12-02T20:54:12.812378] [DEBUG] [REMOTE    ] MSCI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:12.813382] [DEBUG] [LOCAL     ] Loaded configuration for MSCI: 6 features, N/A% accuracy
[2025-12-02T20:54:12.813437] [INFO ] [LOCAL     ] MSCI: Loaded 6 optimal features with 50.83% confidence from JSON config
[2025-12-02T20:54:12.813468] [DEBUG] [MAG       ] Building data for symbol: MSCI with lookback: 0
[2025-12-02T20:54:12.814279] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:54:12.814338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:12.816066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:12.816608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:12.817003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:54:12.818546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:54:12.819722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:54:12.820464] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:12.848639] [DEBUG] [MAG       ] WABC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:12.882336] [DEBUG] [MAG       ] GSM: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:12.933169] [INFO ] [LOCAL     ] WABC: Saved forecast.
[2025-12-02T20:54:12.933238] [INFO ] [main      ] WABC: Signal=1 (Conf=80.0%), Magnitude=1.79% (Conf=58.1477%)
[2025-12-02T20:54:12.933395] [INFO ] [main      ] Fetching symbol history for ASIX...
[2025-12-02T20:54:12.933437] [DEBUG] [REMOTE    ] ASIX: Fetching historical data.
[2025-12-02T20:54:12.934103] [INFO ] [main      ] Progress: 838/965 forecasts completed (86.8%). WABC finished in 0.6s. ETA: 21.0s. Rate: 362.83 forecasts/min
[2025-12-02T20:54:12.944953] [DEBUG] [REMOTE    ] ASIX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:12.945874] [DEBUG] [LOCAL     ] Loaded configuration for ASIX: 4 features, N/A% accuracy
[2025-12-02T20:54:12.945932] [INFO ] [LOCAL     ] ASIX: Loaded 4 optimal features with 39.06% confidence from JSON config
[2025-12-02T20:54:12.945973] [DEBUG] [MAG       ] Building data for symbol: ASIX with lookback: 0
[2025-12-02T20:54:12.946730] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:54:12.946791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:12.948721] [DEBUG] [MAG       ] RFM: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:12.951706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:12.953489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:12.953784] [INFO ] [LOCAL     ] GSM: Saved forecast.
[2025-12-02T20:54:12.953877] [INFO ] [main      ] GSM: Signal=1 (Conf=80.0%), Magnitude=2.62% (Conf=58.5557%)
[2025-12-02T20:54:12.953974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:54:12.954341] [INFO ] [main      ] Fetching symbol history for DE...
[2025-12-02T20:54:12.954412] [DEBUG] [REMOTE    ] DE: Fetching historical data.
[2025-12-02T20:54:12.954651] [INFO ] [main      ] Progress: 839/965 forecasts completed (86.9%). GSM finished in 0.6s. ETA: 20.8s. Rate: 363.20 forecasts/min
[2025-12-02T20:54:12.954920] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:12.969496] [DEBUG] [REMOTE    ] DE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:12.970619] [DEBUG] [LOCAL     ] Loaded configuration for DE: 5 features, N/A% accuracy
[2025-12-02T20:54:12.970682] [INFO ] [LOCAL     ] DE: Loaded 5 optimal features with 60.07% confidence from JSON config
[2025-12-02T20:54:12.970715] [DEBUG] [MAG       ] Building data for symbol: DE with lookback: 0
[2025-12-02T20:54:12.971672] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:54:12.971734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:12.976896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:12.978767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:12.979247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:12.979655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:54:12.980530] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:13.010078] [INFO ] [LOCAL     ] RFM: Saved forecast.
[2025-12-02T20:54:13.010149] [INFO ] [main      ] RFM: Signal=1 (Conf=80.0%), Magnitude=-0.55% (Conf=50.4953%)
[2025-12-02T20:54:13.010620] [INFO ] [main      ] Fetching symbol history for GBCI...
[2025-12-02T20:54:13.010671] [DEBUG] [REMOTE    ] GBCI: Fetching historical data.
[2025-12-02T20:54:13.010641] [INFO ] [main      ] Progress: 840/965 forecasts completed (87.0%). RFM finished in 0.7s. ETA: 20.6s. Rate: 363.49 forecasts/min
[2025-12-02T20:54:13.021097] [DEBUG] [REMOTE    ] GBCI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:13.021865] [DEBUG] [LOCAL     ] Loaded configuration for GBCI: 10 features, N/A% accuracy
[2025-12-02T20:54:13.021919] [INFO ] [LOCAL     ] GBCI: Loaded 10 optimal features with 57.21% confidence from JSON config
[2025-12-02T20:54:13.021950] [DEBUG] [MAG       ] Building data for symbol: GBCI with lookback: 0
[2025-12-02T20:54:13.022727] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-02T20:54:13.022790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:13.027402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:13.029162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:13.029648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:13.030079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:13.030457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:54:13.031310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:54:13.033639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:54:13.140591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:54:13.150657] [DEBUG] [MAG       ] MSCI: Last date is validated at 2025-12-02
[2025-12-02T20:54:13.179186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:54:13.181442] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:13.286790] [DEBUG] [MAG       ] ASIX: Last date is validated at 2025-12-02
[2025-12-02T20:54:13.315036] [DEBUG] [MAG       ] MSCI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:13.321220] [DEBUG] [MAG       ] DE: Last date is validated at 2025-12-02
[2025-12-02T20:54:13.454020] [DEBUG] [MAG       ] ASIX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:13.497328] [DEBUG] [MAG       ] DE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:13.523035] [DEBUG] [MAG       ] GBCI: Last date is validated at 2025-12-02
[2025-12-02T20:54:13.536708] [INFO ] [LOCAL     ] ASIX: Saved forecast.
[2025-12-02T20:54:13.536780] [INFO ] [main      ] ASIX: Signal=1 (Conf=80.0%), Magnitude=3.22% (Conf=39.0635%)
[2025-12-02T20:54:13.537119] [INFO ] [main      ] Fetching symbol history for SSSS...
[2025-12-02T20:54:13.537167] [DEBUG] [REMOTE    ] SSSS: Fetching historical data.
[2025-12-02T20:54:13.538008] [INFO ] [main      ] Progress: 841/965 forecasts completed (87.2%). ASIX finished in 0.6s. ETA: 20.5s. Rate: 362.54 forecasts/min
[2025-12-02T20:54:13.551184] [DEBUG] [REMOTE    ] SSSS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:13.552153] [DEBUG] [LOCAL     ] Loaded configuration for SSSS: 4 features, N/A% accuracy
[2025-12-02T20:54:13.552205] [INFO ] [LOCAL     ] SSSS: Loaded 4 optimal features with 54.59% confidence from JSON config
[2025-12-02T20:54:13.552237] [DEBUG] [MAG       ] Building data for symbol: SSSS with lookback: 0
[2025-12-02T20:54:13.553030] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:54:13.553090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:13.558159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:54:13.558890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:54:13.561310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:54:13.562747] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:13.635442] [INFO ] [LOCAL     ] MSCI: Saved forecast.
[2025-12-02T20:54:13.635505] [INFO ] [main      ] MSCI: Signal=1 (Conf=80.0%), Magnitude=-2.18% (Conf=50.8292%)
[2025-12-02T20:54:13.635851] [INFO ] [main      ] Fetching symbol history for FYC...
[2025-12-02T20:54:13.635900] [DEBUG] [REMOTE    ] FYC: Fetching historical data.
[2025-12-02T20:54:13.636651] [INFO ] [main      ] Progress: 842/965 forecasts completed (87.3%). MSCI finished in 0.8s. ETA: 20.3s. Rate: 362.72 forecasts/min
[2025-12-02T20:54:13.647245] [DEBUG] [REMOTE    ] FYC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:13.648206] [DEBUG] [LOCAL     ] Loaded configuration for FYC: 5 features, N/A% accuracy
[2025-12-02T20:54:13.648257] [INFO ] [LOCAL     ] FYC: Loaded 5 optimal features with 57.46% confidence from JSON config
[2025-12-02T20:54:13.648287] [DEBUG] [MAG       ] Building data for symbol: FYC with lookback: 0
[2025-12-02T20:54:13.649078] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:54:13.649137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:13.650883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:13.651385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:54:13.652376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:54:13.653180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:54:13.654599] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:13.655450] [INFO ] [LOCAL     ] DE: Saved forecast.
[2025-12-02T20:54:13.655515] [INFO ] [main      ] DE: Signal=1 (Conf=80.0%), Magnitude=1.44% (Conf=60.0706%)
[2025-12-02T20:54:13.655687] [INFO ] [main      ] Fetching symbol history for VYMI...
[2025-12-02T20:54:13.655732] [DEBUG] [REMOTE    ] VYMI: Fetching historical data.
[2025-12-02T20:54:13.657625] [INFO ] [main      ] Progress: 843/965 forecasts completed (87.4%). DE finished in 0.7s. ETA: 20.2s. Rate: 363.09 forecasts/min
[2025-12-02T20:54:13.666967] [DEBUG] [REMOTE    ] VYMI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:13.667753] [DEBUG] [LOCAL     ] Loaded configuration for VYMI: 1 features, N/A% accuracy
[2025-12-02T20:54:13.667804] [INFO ] [LOCAL     ] VYMI: Loaded 1 optimal features with 49.77% confidence from JSON config
[2025-12-02T20:54:13.667835] [DEBUG] [MAG       ] Building data for symbol: VYMI with lookback: 0
[2025-12-02T20:54:13.668626] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:54:13.668680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:54:13.669337] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:13.695661] [DEBUG] [MAG       ] GBCI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:13.796865] [INFO ] [LOCAL     ] GBCI: Saved forecast.
[2025-12-02T20:54:13.796932] [INFO ] [main      ] GBCI: Signal=1 (Conf=80.0%), Magnitude=0.85% (Conf=57.2065%)
[2025-12-02T20:54:13.797263] [INFO ] [main      ] Fetching symbol history for BK...
[2025-12-02T20:54:13.797312] [DEBUG] [REMOTE    ] BK: Fetching historical data.
[2025-12-02T20:54:13.797649] [INFO ] [main      ] Progress: 844/965 forecasts completed (87.5%). GBCI finished in 0.8s. ETA: 20.0s. Rate: 363.16 forecasts/min
[2025-12-02T20:54:13.808528] [DEBUG] [REMOTE    ] BK: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:13.809400] [DEBUG] [LOCAL     ] Loaded configuration for BK: 5 features, N/A% accuracy
[2025-12-02T20:54:13.809449] [INFO ] [LOCAL     ] BK: Loaded 5 optimal features with 54.82% confidence from JSON config
[2025-12-02T20:54:13.809479] [DEBUG] [MAG       ] Building data for symbol: BK with lookback: 0
[2025-12-02T20:54:13.810262] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:54:13.810321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:13.811987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:13.812468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:13.812862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:54:13.814448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:54:13.815537] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:13.898640] [DEBUG] [MAG       ] SSSS: Last date is validated at 2025-12-02
[2025-12-02T20:54:13.987215] [DEBUG] [MAG       ] FYC: Last date is validated at 2025-12-02
[2025-12-02T20:54:14.000639] [DEBUG] [MAG       ] VYMI: Last date is validated at 2025-12-02
[2025-12-02T20:54:14.064443] [DEBUG] [MAG       ] SSSS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:14.128554] [INFO ] [LOCAL     ] SSSS: Saved forecast.
[2025-12-02T20:54:14.128638] [INFO ] [main      ] SSSS: Signal=1 (Conf=80.0%), Magnitude=-1.44% (Conf=54.5865%)
[2025-12-02T20:54:14.129010] [INFO ] [main      ] Progress: 845/965 forecasts completed (87.6%). SSSS finished in 0.6s. ETA: 19.8s. Rate: 362.73 forecasts/min
[2025-12-02T20:54:14.129129] [INFO ] [main      ] Fetching symbol history for ASPI...
[2025-12-02T20:54:14.129171] [DEBUG] [REMOTE    ] ASPI: Fetching historical data.
[2025-12-02T20:54:14.140463] [DEBUG] [REMOTE    ] ASPI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:14.141469] [DEBUG] [LOCAL     ] Loaded configuration for ASPI: 5 features, N/A% accuracy
[2025-12-02T20:54:14.141539] [INFO ] [LOCAL     ] ASPI: Loaded 5 optimal features with 61.54% confidence from JSON config
[2025-12-02T20:54:14.141590] [DEBUG] [MAG       ] Building data for symbol: ASPI with lookback: 0
[2025-12-02T20:54:14.142350] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:54:14.142407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:14.144061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:14.144557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:14.144959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:54:14.145887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:54:14.147651] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:14.154795] [DEBUG] [MAG       ] FYC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:14.155085] [DEBUG] [MAG       ] BK: Last date is validated at 2025-12-02
[2025-12-02T20:54:14.164352] [DEBUG] [MAG       ] VYMI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:14.238871] [INFO ] [LOCAL     ] VYMI: Saved forecast.
[2025-12-02T20:54:14.238938] [INFO ] [main      ] VYMI: Signal=1 (Conf=80.0%), Magnitude=0.01% (Conf=49.7682%)
[2025-12-02T20:54:14.239280] [INFO ] [main      ] Fetching symbol history for FMAO...
[2025-12-02T20:54:14.239329] [DEBUG] [REMOTE    ] FMAO: Fetching historical data.
[2025-12-02T20:54:14.239786] [INFO ] [main      ] Progress: 846/965 forecasts completed (87.7%). VYMI finished in 0.6s. ETA: 19.7s. Rate: 362.87 forecasts/min
[2025-12-02T20:54:14.250082] [DEBUG] [REMOTE    ] FMAO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:14.251228] [DEBUG] [LOCAL     ] Loaded configuration for FMAO: 3 features, N/A% accuracy
[2025-12-02T20:54:14.251278] [INFO ] [LOCAL     ] FMAO: Loaded 3 optimal features with 53.58% confidence from JSON config
[2025-12-02T20:54:14.251309] [DEBUG] [MAG       ] Building data for symbol: FMAO with lookback: 0
[2025-12-02T20:54:14.252091] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:54:14.252149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:54:14.254446] [INFO ] [LOCAL     ] FYC: Saved forecast.
[2025-12-02T20:54:14.254529] [INFO ] [main      ] FYC: Signal=1 (Conf=80.0%), Magnitude=-0.63% (Conf=57.4569%)
[2025-12-02T20:54:14.254893] [INFO ] [main      ] Fetching symbol history for FWONK...
[2025-12-02T20:54:14.254946] [DEBUG] [REMOTE    ] FWONK: Fetching historical data.
[2025-12-02T20:54:14.255738] [INFO ] [main      ] Progress: 847/965 forecasts completed (87.8%). FYC finished in 0.6s. ETA: 19.5s. Rate: 363.26 forecasts/min
[2025-12-02T20:54:14.267037] [DEBUG] [REMOTE    ] FWONK: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:14.268073] [DEBUG] [LOCAL     ] Loaded configuration for FWONK: 7 features, N/A% accuracy
[2025-12-02T20:54:14.268127] [INFO ] [LOCAL     ] FWONK: Loaded 7 optimal features with 66.10% confidence from JSON config
[2025-12-02T20:54:14.268158] [DEBUG] [MAG       ] Building data for symbol: FWONK with lookback: 0
[2025-12-02T20:54:14.269023] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:54:14.269083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:14.270794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:14.271294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:54:14.272121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:54:14.273978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:54:14.274683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:54:14.275909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:54:14.278784] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:14.331680] [DEBUG] [MAG       ] BK: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:14.362777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:54:14.364752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:54:14.366523] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:14.422224] [INFO ] [LOCAL     ] BK: Saved forecast.
[2025-12-02T20:54:14.422290] [INFO ] [main      ] BK: Signal=1 (Conf=80.0%), Magnitude=-0.50% (Conf=54.8158%)
[2025-12-02T20:54:14.422663] [INFO ] [main      ] Fetching symbol history for MRSN...
[2025-12-02T20:54:14.422715] [DEBUG] [REMOTE    ] MRSN: Fetching historical data.
[2025-12-02T20:54:14.423664] [INFO ] [main      ] Progress: 848/965 forecasts completed (87.9%). BK finished in 0.6s. ETA: 19.3s. Rate: 363.25 forecasts/min
[2025-12-02T20:54:14.433769] [DEBUG] [REMOTE    ] MRSN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:14.434664] [DEBUG] [LOCAL     ] Loaded configuration for MRSN: 6 features, N/A% accuracy
[2025-12-02T20:54:14.434716] [INFO ] [LOCAL     ] MRSN: Loaded 6 optimal features with 30.91% confidence from JSON config
[2025-12-02T20:54:14.434748] [DEBUG] [MAG       ] Building data for symbol: MRSN with lookback: 0
[2025-12-02T20:54:14.435512] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:54:14.435592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:14.440482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:14.442296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:14.442791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:14.443182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:54:14.443937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:54:14.482789] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:14.489755] [DEBUG] [MAG       ] ASPI: Last date is validated at 2025-12-02
[2025-12-02T20:54:14.627881] [DEBUG] [MAG       ] FWONK: Last date is validated at 2025-12-02
[2025-12-02T20:54:14.674142] [DEBUG] [MAG       ] ASPI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:14.701127] [DEBUG] [MAG       ] FMAO: Last date is validated at 2025-12-02
[2025-12-02T20:54:14.746671] [INFO ] [LOCAL     ] ASPI: Saved forecast.
[2025-12-02T20:54:14.746736] [INFO ] [main      ] ASPI: Signal=1 (Conf=80.0%), Magnitude=5.66% (Conf=61.5365%)
[2025-12-02T20:54:14.747078] [INFO ] [main      ] Fetching symbol history for GRWG...
[2025-12-02T20:54:14.747126] [DEBUG] [REMOTE    ] GRWG: Fetching historical data.
[2025-12-02T20:54:14.748651] [INFO ] [main      ] Progress: 849/965 forecasts completed (88.0%). ASPI finished in 0.6s. ETA: 19.2s. Rate: 362.84 forecasts/min
[2025-12-02T20:54:14.759153] [DEBUG] [REMOTE    ] GRWG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:14.760174] [DEBUG] [LOCAL     ] Loaded configuration for GRWG: 4 features, N/A% accuracy
[2025-12-02T20:54:14.760228] [INFO ] [LOCAL     ] GRWG: Loaded 4 optimal features with 48.34% confidence from JSON config
[2025-12-02T20:54:14.760259] [DEBUG] [MAG       ] Building data for symbol: GRWG with lookback: 0
[2025-12-02T20:54:14.761021] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:54:14.761079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:14.762714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:14.763212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:14.763608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:54:14.765962] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:14.808928] [DEBUG] [MAG       ] FWONK: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:14.823930] [DEBUG] [MAG       ] MRSN: Last date is validated at 2025-12-02
[2025-12-02T20:54:14.871893] [DEBUG] [MAG       ] FMAO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:14.908368] [INFO ] [LOCAL     ] FWONK: Saved forecast.
[2025-12-02T20:54:14.908435] [INFO ] [main      ] FWONK: Signal=1 (Conf=80.0%), Magnitude=2.96% (Conf=66.0975%)
[2025-12-02T20:54:14.908614] [INFO ] [main      ] Fetching symbol history for CMCM...
[2025-12-02T20:54:14.908659] [DEBUG] [REMOTE    ] CMCM: Fetching historical data.
[2025-12-02T20:54:14.909566] [INFO ] [main      ] Progress: 850/965 forecasts completed (88.1%). FWONK finished in 0.7s. ETA: 19.0s. Rate: 362.85 forecasts/min
[2025-12-02T20:54:14.920402] [DEBUG] [REMOTE    ] CMCM: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:14.921509] [DEBUG] [LOCAL     ] Loaded configuration for CMCM: 6 features, N/A% accuracy
[2025-12-02T20:54:14.921560] [INFO ] [LOCAL     ] CMCM: Loaded 6 optimal features with 50.70% confidence from JSON config
[2025-12-02T20:54:14.921612] [DEBUG] [MAG       ] Building data for symbol: CMCM with lookback: 0
[2025-12-02T20:54:14.922436] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:54:14.922504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:14.924291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:14.924835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:14.925225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:54:14.927882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:54:14.943613] [INFO ] [LOCAL     ] FMAO: Saved forecast.
[2025-12-02T20:54:14.943695] [INFO ] [main      ] FMAO: Signal=1 (Conf=80.0%), Magnitude=-0.34% (Conf=53.5813%)
[2025-12-02T20:54:14.944050] [INFO ] [main      ] Fetching symbol history for PGZ...
[2025-12-02T20:54:14.944098] [DEBUG] [REMOTE    ] PGZ: Fetching historical data.
[2025-12-02T20:54:14.944652] [INFO ] [main      ] Progress: 851/965 forecasts completed (88.2%). FMAO finished in 0.7s. ETA: 18.8s. Rate: 363.18 forecasts/min
[2025-12-02T20:54:14.955959] [DEBUG] [REMOTE    ] PGZ: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:14.956864] [DEBUG] [LOCAL     ] Loaded configuration for PGZ: 11 features, N/A% accuracy
[2025-12-02T20:54:14.956922] [INFO ] [LOCAL     ] PGZ: Loaded 11 optimal features with 32.49% confidence from JSON config
[2025-12-02T20:54:14.956953] [DEBUG] [MAG       ] Building data for symbol: PGZ with lookback: 0
[2025-12-02T20:54:14.957753] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-12-02T20:54:14.957819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:14.962665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:14.964440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:14.964979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:14.965439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:14.965867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:54:14.968299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:54:14.970968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:54:14.972049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:54:14.972778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:54:14.974410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:54:14.980169] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:14.999666] [DEBUG] [MAG       ] MRSN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:15.035402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:54:15.036594] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:15.107605] [DEBUG] [MAG       ] GRWG: Last date is validated at 2025-12-02
[2025-12-02T20:54:15.114899] [INFO ] [LOCAL     ] MRSN: Saved forecast.
[2025-12-02T20:54:15.114964] [INFO ] [main      ] MRSN: Signal=1 (Conf=80.0%), Magnitude=3.92% (Conf=30.9124%)
[2025-12-02T20:54:15.115298] [INFO ] [main      ] Fetching symbol history for SLRC...
[2025-12-02T20:54:15.115346] [DEBUG] [REMOTE    ] SLRC: Fetching historical data.
[2025-12-02T20:54:15.116640] [INFO ] [main      ] Progress: 852/965 forecasts completed (88.3%). MRSN finished in 0.7s. ETA: 18.7s. Rate: 363.17 forecasts/min
[2025-12-02T20:54:15.126881] [DEBUG] [REMOTE    ] SLRC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:15.127749] [DEBUG] [LOCAL     ] Loaded configuration for SLRC: 8 features, N/A% accuracy
[2025-12-02T20:54:15.127801] [INFO ] [LOCAL     ] SLRC: Loaded 8 optimal features with 64.32% confidence from JSON config
[2025-12-02T20:54:15.127833] [DEBUG] [MAG       ] Building data for symbol: SLRC with lookback: 0
[2025-12-02T20:54:15.128624] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:54:15.128686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:15.133339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:15.135109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:15.135594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:15.135977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:54:15.174203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:54:15.175657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:54:15.176396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-02T20:54:15.177067] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:15.275947] [DEBUG] [MAG       ] GRWG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:15.319065] [DEBUG] [MAG       ] PGZ: Last date is validated at 2025-12-02
[2025-12-02T20:54:15.330992] [INFO ] [LOCAL     ] GRWG: Saved forecast.
[2025-12-02T20:54:15.331056] [INFO ] [main      ] GRWG: Signal=1 (Conf=80.0%), Magnitude=-2.29% (Conf=48.3378%)
[2025-12-02T20:54:15.331385] [INFO ] [main      ] Fetching symbol history for PCYO...
[2025-12-02T20:54:15.331433] [DEBUG] [REMOTE    ] PCYO: Fetching historical data.
[2025-12-02T20:54:15.331654] [INFO ] [main      ] Progress: 853/965 forecasts completed (88.4%). GRWG finished in 0.6s. ETA: 18.5s. Rate: 363.04 forecasts/min
[2025-12-02T20:54:15.342167] [DEBUG] [REMOTE    ] PCYO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:15.343254] [DEBUG] [LOCAL     ] Loaded configuration for PCYO: 3 features, N/A% accuracy
[2025-12-02T20:54:15.343305] [INFO ] [LOCAL     ] PCYO: Loaded 3 optimal features with 50.02% confidence from JSON config
[2025-12-02T20:54:15.343336] [DEBUG] [MAG       ] Building data for symbol: PCYO with lookback: 0
[2025-12-02T20:54:15.344151] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:54:15.344211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:15.348950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:54:15.349791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:54:15.371687] [DEBUG] [MAG       ] CMCM: Last date is validated at 2025-12-02
[2025-12-02T20:54:15.457873] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:15.484814] [DEBUG] [MAG       ] PGZ: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:15.507828] [DEBUG] [MAG       ] SLRC: Last date is validated at 2025-12-02
[2025-12-02T20:54:15.537672] [DEBUG] [MAG       ] CMCM: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:15.552765] [INFO ] [LOCAL     ] PGZ: Saved forecast.
[2025-12-02T20:54:15.552839] [INFO ] [main      ] PGZ: Signal=1 (Conf=80.0%), Magnitude=0.15% (Conf=32.4938%)
[2025-12-02T20:54:15.553195] [INFO ] [main      ] Fetching symbol history for VNO...
[2025-12-02T20:54:15.553245] [DEBUG] [REMOTE    ] VNO: Fetching historical data.
[2025-12-02T20:54:15.553651] [INFO ] [main      ] Progress: 854/965 forecasts completed (88.5%). PGZ finished in 0.6s. ETA: 18.4s. Rate: 362.89 forecasts/min
[2025-12-02T20:54:15.566026] [DEBUG] [REMOTE    ] VNO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:15.567196] [DEBUG] [LOCAL     ] Loaded configuration for VNO: 7 features, N/A% accuracy
[2025-12-02T20:54:15.567253] [INFO ] [LOCAL     ] VNO: Loaded 7 optimal features with 47.12% confidence from JSON config
[2025-12-02T20:54:15.567296] [DEBUG] [MAG       ] Building data for symbol: VNO with lookback: 0
[2025-12-02T20:54:15.568219] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:54:15.568282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:15.573645] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:54:15.574495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:54:15.575437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:54:15.576514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:54:15.579637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:54:15.581167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:54:15.582412] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:15.602399] [INFO ] [LOCAL     ] CMCM: Saved forecast.
[2025-12-02T20:54:15.602464] [INFO ] [main      ] CMCM: Signal=1 (Conf=80.0%), Magnitude=-4.19% (Conf=50.7045%)
[2025-12-02T20:54:15.602859] [INFO ] [main      ] Fetching symbol history for GIB...
[2025-12-02T20:54:15.602910] [DEBUG] [REMOTE    ] GIB: Fetching historical data.
[2025-12-02T20:54:15.603653] [INFO ] [main      ] Progress: 855/965 forecasts completed (88.6%). CMCM finished in 0.7s. ETA: 18.2s. Rate: 363.19 forecasts/min
[2025-12-02T20:54:15.615011] [DEBUG] [REMOTE    ] GIB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:15.616040] [DEBUG] [LOCAL     ] Loaded configuration for GIB: 6 features, N/A% accuracy
[2025-12-02T20:54:15.616091] [INFO ] [LOCAL     ] GIB: Loaded 6 optimal features with 57.79% confidence from JSON config
[2025-12-02T20:54:15.616121] [DEBUG] [MAG       ] Building data for symbol: GIB with lookback: 0
[2025-12-02T20:54:15.616911] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:54:15.616993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:15.621692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:54:15.622487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:54:15.661291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:54:15.675108] [DEBUG] [MAG       ] SLRC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:15.733018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:54:15.735691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:54:15.736415] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:15.740278] [INFO ] [LOCAL     ] SLRC: Saved forecast.
[2025-12-02T20:54:15.740342] [INFO ] [main      ] SLRC: Signal=1 (Conf=80.0%), Magnitude=1.01% (Conf=64.3162%)
[2025-12-02T20:54:15.740698] [INFO ] [main      ] Fetching symbol history for CWEN...
[2025-12-02T20:54:15.740749] [DEBUG] [REMOTE    ] CWEN: Fetching historical data.
[2025-12-02T20:54:15.742644] [INFO ] [main      ] Progress: 856/965 forecasts completed (88.7%). SLRC finished in 0.6s. ETA: 18.0s. Rate: 363.26 forecasts/min
[2025-12-02T20:54:15.752564] [DEBUG] [REMOTE    ] CWEN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:15.753527] [DEBUG] [LOCAL     ] Loaded configuration for CWEN: 9 features, N/A% accuracy
[2025-12-02T20:54:15.753608] [INFO ] [LOCAL     ] CWEN: Loaded 9 optimal features with 45.59% confidence from JSON config
[2025-12-02T20:54:15.753642] [DEBUG] [MAG       ] Building data for symbol: CWEN with lookback: 0
[2025-12-02T20:54:15.754414] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:54:15.754477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:15.756196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:15.756724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:15.757202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:15.757615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:54:15.800367] [DEBUG] [MAG       ] PCYO: Last date is validated at 2025-12-02
[2025-12-02T20:54:15.869064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:54:15.870141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:54:15.871360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:54:15.873200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:54:15.873839] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:15.934182] [DEBUG] [MAG       ] VNO: Last date is validated at 2025-12-02
[2025-12-02T20:54:15.963659] [DEBUG] [MAG       ] PCYO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:16.023822] [INFO ] [LOCAL     ] PCYO: Saved forecast.
[2025-12-02T20:54:16.023885] [INFO ] [main      ] PCYO: Signal=1 (Conf=80.0%), Magnitude=4.57% (Conf=50.0166%)
[2025-12-02T20:54:16.024209] [INFO ] [main      ] Fetching symbol history for MHF...
[2025-12-02T20:54:16.024257] [DEBUG] [REMOTE    ] MHF: Fetching historical data.
[2025-12-02T20:54:16.024660] [INFO ] [main      ] Progress: 857/965 forecasts completed (88.8%). PCYO finished in 0.7s. ETA: 17.9s. Rate: 362.96 forecasts/min
[2025-12-02T20:54:16.034486] [DEBUG] [REMOTE    ] MHF: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:16.035603] [DEBUG] [LOCAL     ] Loaded configuration for MHF: 8 features, N/A% accuracy
[2025-12-02T20:54:16.035654] [INFO ] [LOCAL     ] MHF: Loaded 8 optimal features with 44.56% confidence from JSON config
[2025-12-02T20:54:16.035685] [DEBUG] [MAG       ] Building data for symbol: MHF with lookback: 0
[2025-12-02T20:54:16.036426] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:54:16.036487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:16.038158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:16.038674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:16.039060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:54:16.039923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:54:16.077283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:54:16.079237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:54:16.081837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:54:16.087778] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:16.096912] [DEBUG] [MAG       ] GIB: Last date is validated at 2025-12-02
[2025-12-02T20:54:16.112703] [DEBUG] [MAG       ] VNO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:16.207717] [DEBUG] [MAG       ] CWEN: Last date is validated at 2025-12-02
[2025-12-02T20:54:16.262570] [DEBUG] [MAG       ] GIB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:16.298139] [INFO ] [LOCAL     ] VNO: Saved forecast.
[2025-12-02T20:54:16.298208] [INFO ] [main      ] VNO: Signal=1 (Conf=80.0%), Magnitude=2.03% (Conf=47.1196%)
[2025-12-02T20:54:16.298602] [INFO ] [main      ] Fetching symbol history for MFIC...
[2025-12-02T20:54:16.298657] [DEBUG] [REMOTE    ] MFIC: Fetching historical data.
[2025-12-02T20:54:16.298632] [INFO ] [main      ] Progress: 858/965 forecasts completed (88.9%). VNO finished in 0.7s. ETA: 17.7s. Rate: 362.68 forecasts/min
[2025-12-02T20:54:16.312092] [DEBUG] [REMOTE    ] MFIC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:16.313074] [DEBUG] [LOCAL     ] Loaded configuration for MFIC: 6 features, N/A% accuracy
[2025-12-02T20:54:16.313129] [INFO ] [LOCAL     ] MFIC: Loaded 6 optimal features with 67.11% confidence from JSON config
[2025-12-02T20:54:16.313162] [DEBUG] [MAG       ] Building data for symbol: MFIC with lookback: 0
[2025-12-02T20:54:16.313963] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:54:16.314025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:54:16.314908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:54:16.317417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:54:16.318429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:54:16.319638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:54:16.357047] [INFO ] [LOCAL     ] GIB: Saved forecast.
[2025-12-02T20:54:16.357106] [INFO ] [main      ] GIB: Signal=1 (Conf=80.0%), Magnitude=1.31% (Conf=57.7936%)
[2025-12-02T20:54:16.357259] [INFO ] [main      ] Fetching symbol history for CDIO...
[2025-12-02T20:54:16.357301] [DEBUG] [REMOTE    ] CDIO: Fetching historical data.
[2025-12-02T20:54:16.357932] [INFO ] [main      ] Progress: 859/965 forecasts completed (89.0%). GIB finished in 0.8s. ETA: 17.5s. Rate: 362.95 forecasts/min
[2025-12-02T20:54:16.368076] [DEBUG] [REMOTE    ] CDIO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:16.368846] [DEBUG] [LOCAL     ] Loaded configuration for CDIO: 2 features, N/A% accuracy
[2025-12-02T20:54:16.368901] [INFO ] [LOCAL     ] CDIO: Loaded 2 optimal features with 68.20% confidence from JSON config
[2025-12-02T20:54:16.368932] [DEBUG] [MAG       ] Building data for symbol: CDIO with lookback: 0
[2025-12-02T20:54:16.369705] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:54:16.369762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:54:16.370762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:54:16.371969] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:16.376506] [DEBUG] [MAG       ] CWEN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:16.400346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:54:16.401909] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:16.423965] [DEBUG] [MAG       ] MHF: Last date is validated at 2025-12-02
[2025-12-02T20:54:16.450680] [INFO ] [LOCAL     ] CWEN: Saved forecast.
[2025-12-02T20:54:16.450745] [INFO ] [main      ] CWEN: Signal=1 (Conf=80.0%), Magnitude=-0.68% (Conf=45.5947%)
[2025-12-02T20:54:16.451095] [INFO ] [main      ] Fetching symbol history for ADX...
[2025-12-02T20:54:16.451145] [DEBUG] [REMOTE    ] ADX: Fetching historical data.
[2025-12-02T20:54:16.451647] [INFO ] [main      ] Progress: 860/965 forecasts completed (89.1%). CWEN finished in 0.7s. ETA: 17.3s. Rate: 363.13 forecasts/min
[2025-12-02T20:54:16.462551] [DEBUG] [REMOTE    ] ADX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:16.463462] [DEBUG] [LOCAL     ] Loaded configuration for ADX: 2 features, N/A% accuracy
[2025-12-02T20:54:16.463521] [INFO ] [LOCAL     ] ADX: Loaded 2 optimal features with 41.78% confidence from JSON config
[2025-12-02T20:54:16.463564] [DEBUG] [MAG       ] Building data for symbol: ADX with lookback: 0
[2025-12-02T20:54:16.464367] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:54:16.464428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:54:16.465155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:54:16.575687] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:16.602743] [DEBUG] [MAG       ] MHF: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:16.679388] [INFO ] [LOCAL     ] MHF: Saved forecast.
[2025-12-02T20:54:16.679457] [INFO ] [main      ] MHF: Signal=1 (Conf=80.0%), Magnitude=1.19% (Conf=44.5634%)
[2025-12-02T20:54:16.679639] [INFO ] [main      ] Fetching symbol history for JPM...
[2025-12-02T20:54:16.679684] [DEBUG] [REMOTE    ] JPM: Fetching historical data.
[2025-12-02T20:54:16.680694] [INFO ] [main      ] Progress: 861/965 forecasts completed (89.2%). MHF finished in 0.7s. ETA: 17.2s. Rate: 362.97 forecasts/min
[2025-12-02T20:54:16.690681] [DEBUG] [REMOTE    ] JPM: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:16.691753] [DEBUG] [LOCAL     ] Loaded configuration for JPM: 5 features, N/A% accuracy
[2025-12-02T20:54:16.691808] [INFO ] [LOCAL     ] JPM: Loaded 5 optimal features with 53.99% confidence from JSON config
[2025-12-02T20:54:16.691841] [DEBUG] [MAG       ] Building data for symbol: JPM with lookback: 0
[2025-12-02T20:54:16.692629] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:54:16.692689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:16.694358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:16.694901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:16.695289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:54:16.696054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:54:16.696962] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:16.702309] [DEBUG] [MAG       ] CDIO: Last date is validated at 2025-12-02
[2025-12-02T20:54:16.739681] [DEBUG] [MAG       ] MFIC: Last date is validated at 2025-12-02
[2025-12-02T20:54:16.866387] [DEBUG] [MAG       ] CDIO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:16.909815] [DEBUG] [MAG       ] MFIC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:16.909865] [DEBUG] [MAG       ] ADX: Last date is validated at 2025-12-02
[2025-12-02T20:54:16.975054] [INFO ] [LOCAL     ] MFIC: Saved forecast.
[2025-12-02T20:54:16.975122] [INFO ] [main      ] MFIC: Signal=1 (Conf=80.0%), Magnitude=-1.28% (Conf=67.1059%)
[2025-12-02T20:54:16.975467] [INFO ] [main      ] Fetching symbol history for TAK...
[2025-12-02T20:54:16.975518] [DEBUG] [REMOTE    ] TAK: Fetching historical data.
[2025-12-02T20:54:16.975653] [INFO ] [main      ] Progress: 862/965 forecasts completed (89.3%). MFIC finished in 0.7s. ETA: 17.0s. Rate: 362.64 forecasts/min
[2025-12-02T20:54:16.987713] [DEBUG] [REMOTE    ] TAK: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:16.988861] [DEBUG] [LOCAL     ] Loaded configuration for TAK: 7 features, N/A% accuracy
[2025-12-02T20:54:16.988914] [INFO ] [LOCAL     ] TAK: Loaded 7 optimal features with 44.42% confidence from JSON config
[2025-12-02T20:54:16.988948] [DEBUG] [MAG       ] Building data for symbol: TAK with lookback: 0
[2025-12-02T20:54:16.989744] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:54:16.989805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:16.994676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:16.996557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:16.997059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:16.997452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:54:16.999153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:54:17.003547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:54:17.009483] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:17.045988] [INFO ] [LOCAL     ] CDIO: Saved forecast.
[2025-12-02T20:54:17.046052] [INFO ] [main      ] CDIO: Signal=1 (Conf=80.0%), Magnitude=-1.85% (Conf=68.1954%)
[2025-12-02T20:54:17.046206] [INFO ] [main      ] Fetching symbol history for ATEC...
[2025-12-02T20:54:17.046249] [DEBUG] [REMOTE    ] ATEC: Fetching historical data.
[2025-12-02T20:54:17.046990] [DEBUG] [MAG       ] JPM: Last date is validated at 2025-12-02
[2025-12-02T20:54:17.047663] [INFO ] [main      ] Progress: 863/965 forecasts completed (89.4%). CDIO finished in 0.7s. ETA: 16.9s. Rate: 362.88 forecasts/min
[2025-12-02T20:54:17.058682] [DEBUG] [REMOTE    ] ATEC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:17.059851] [DEBUG] [LOCAL     ] Loaded configuration for ATEC: 6 features, N/A% accuracy
[2025-12-02T20:54:17.059902] [INFO ] [LOCAL     ] ATEC: Loaded 6 optimal features with 64.47% confidence from JSON config
[2025-12-02T20:54:17.059932] [DEBUG] [MAG       ] Building data for symbol: ATEC with lookback: 0
[2025-12-02T20:54:17.060702] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:54:17.060761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:17.062406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:17.062931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:54:17.084185] [DEBUG] [MAG       ] ADX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:17.141388] [INFO ] [LOCAL     ] ADX: Saved forecast.
[2025-12-02T20:54:17.141455] [INFO ] [main      ] ADX: Signal=1 (Conf=80.0%), Magnitude=-0.18% (Conf=41.7757%)
[2025-12-02T20:54:17.141796] [INFO ] [main      ] Fetching symbol history for CYN...
[2025-12-02T20:54:17.141847] [DEBUG] [REMOTE    ] CYN: Fetching historical data.
[2025-12-02T20:54:17.142658] [INFO ] [main      ] Progress: 864/965 forecasts completed (89.5%). ADX finished in 0.7s. ETA: 16.7s. Rate: 363.06 forecasts/min
[2025-12-02T20:54:17.152329] [DEBUG] [REMOTE    ] CYN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:17.153271] [DEBUG] [LOCAL     ] Loaded configuration for CYN: 6 features, N/A% accuracy
[2025-12-02T20:54:17.153320] [INFO ] [LOCAL     ] CYN: Loaded 6 optimal features with 34.77% confidence from JSON config
[2025-12-02T20:54:17.153350] [DEBUG] [MAG       ] Building data for symbol: CYN with lookback: 0
[2025-12-02T20:54:17.154128] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:54:17.154189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:17.155859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:17.156353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:17.156809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:17.157199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:54:17.158538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:54:17.160033] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:17.169000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:54:17.170540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:54:17.173391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:54:17.174496] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:17.213988] [DEBUG] [MAG       ] JPM: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:17.339257] [INFO ] [LOCAL     ] JPM: Saved forecast.
[2025-12-02T20:54:17.339327] [INFO ] [main      ] JPM: Signal=1 (Conf=80.0%), Magnitude=0.48% (Conf=53.9853%)
[2025-12-02T20:54:17.339479] [INFO ] [main      ] Fetching symbol history for PFO...
[2025-12-02T20:54:17.339521] [DEBUG] [REMOTE    ] PFO: Fetching historical data.
[2025-12-02T20:54:17.340163] [INFO ] [main      ] Progress: 865/965 forecasts completed (89.6%). JPM finished in 0.7s. ETA: 16.5s. Rate: 362.97 forecasts/min
[2025-12-02T20:54:17.350011] [DEBUG] [REMOTE    ] PFO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:17.351134] [DEBUG] [LOCAL     ] Loaded configuration for PFO: 4 features, N/A% accuracy
[2025-12-02T20:54:17.351184] [INFO ] [LOCAL     ] PFO: Loaded 4 optimal features with 23.24% confidence from JSON config
[2025-12-02T20:54:17.351214] [DEBUG] [MAG       ] Building data for symbol: PFO with lookback: 0
[2025-12-02T20:54:17.351977] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:54:17.352035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:54:17.352498] [DEBUG] [MAG       ] TAK: Last date is validated at 2025-12-02
[2025-12-02T20:54:17.390208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:54:17.392194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:54:17.393098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:54:17.394195] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:17.505341] [DEBUG] [MAG       ] ATEC: Last date is validated at 2025-12-02
[2025-12-02T20:54:17.519396] [DEBUG] [MAG       ] CYN: Last date is validated at 2025-12-02
[2025-12-02T20:54:17.529680] [DEBUG] [MAG       ] TAK: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:17.596945] [INFO ] [LOCAL     ] TAK: Saved forecast.
[2025-12-02T20:54:17.597012] [INFO ] [main      ] TAK: Signal=1 (Conf=80.0%), Magnitude=-0.29% (Conf=44.4212%)
[2025-12-02T20:54:17.597402] [INFO ] [main      ] Fetching symbol history for SYRE...
[2025-12-02T20:54:17.597458] [DEBUG] [REMOTE    ] SYRE: Fetching historical data.
[2025-12-02T20:54:17.597656] [INFO ] [main      ] Progress: 866/965 forecasts completed (89.7%). TAK finished in 0.6s. ETA: 16.4s. Rate: 362.74 forecasts/min
[2025-12-02T20:54:17.610005] [DEBUG] [REMOTE    ] SYRE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:17.611014] [DEBUG] [LOCAL     ] Loaded configuration for SYRE: 7 features, N/A% accuracy
[2025-12-02T20:54:17.611069] [INFO ] [LOCAL     ] SYRE: Loaded 7 optimal features with 53.02% confidence from JSON config
[2025-12-02T20:54:17.611103] [DEBUG] [MAG       ] Building data for symbol: SYRE with lookback: 0
[2025-12-02T20:54:17.611925] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:54:17.611988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:54:17.612869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:54:17.613892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:54:17.614687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:54:17.616697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:54:17.617362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:17.619193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:54:17.625050] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:17.670693] [DEBUG] [MAG       ] ATEC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:17.686983] [DEBUG] [MAG       ] CYN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:17.723319] [DEBUG] [MAG       ] PFO: Last date is validated at 2025-12-02
[2025-12-02T20:54:17.754707] [INFO ] [LOCAL     ] ATEC: Saved forecast.
[2025-12-02T20:54:17.754801] [INFO ] [main      ] ATEC: Signal=1 (Conf=80.0%), Magnitude=-2.20% (Conf=64.4666%)
[2025-12-02T20:54:17.755273] [INFO ] [main      ] Fetching symbol history for VSEC...
[2025-12-02T20:54:17.755341] [DEBUG] [REMOTE    ] VSEC: Fetching historical data.
[2025-12-02T20:54:17.756629] [INFO ] [main      ] Progress: 867/965 forecasts completed (89.8%). ATEC finished in 0.7s. ETA: 16.2s. Rate: 362.76 forecasts/min
[2025-12-02T20:54:17.772339] [DEBUG] [REMOTE    ] VSEC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:17.773714] [DEBUG] [LOCAL     ] Loaded configuration for VSEC: 0 features, N/A% accuracy
[2025-12-02T20:54:17.773784] [INFO ] [LOCAL     ] VSEC: Loaded 0 optimal features with 57.37% confidence from JSON config
[2025-12-02T20:54:17.773831] [DEBUG] [MAG       ] Building data for symbol: VSEC with lookback: 0
[2025-12-02T20:54:17.774945] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-02T20:54:17.876356] [INFO ] [LOCAL     ] CYN: Saved forecast.
[2025-12-02T20:54:17.876421] [INFO ] [main      ] CYN: Signal=1 (Conf=80.0%), Magnitude=26.92% (Conf=34.7704%)
[2025-12-02T20:54:17.876803] [INFO ] [main      ] Fetching symbol history for GCO...
[2025-12-02T20:54:17.876853] [DEBUG] [REMOTE    ] GCO: Fetching historical data.
[2025-12-02T20:54:17.877624] [INFO ] [main      ] Progress: 868/965 forecasts completed (89.9%). CYN finished in 0.7s. ETA: 16.0s. Rate: 362.87 forecasts/min
[2025-12-02T20:54:17.884976] [DEBUG] [MAG       ] PFO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:17.887110] [DEBUG] [REMOTE    ] GCO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:17.888189] [DEBUG] [LOCAL     ] Loaded configuration for GCO: 1 features, N/A% accuracy
[2025-12-02T20:54:17.888555] [INFO ] [LOCAL     ] GCO: Loaded 1 optimal features with 51.67% confidence from JSON config
[2025-12-02T20:54:17.888608] [DEBUG] [MAG       ] Building data for symbol: GCO with lookback: 0
[2025-12-02T20:54:17.889361] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:54:17.889417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:54:17.926951] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:17.975076] [DEBUG] [MAG       ] SYRE: Last date is validated at 2025-12-02
[2025-12-02T20:54:17.997830] [INFO ] [LOCAL     ] PFO: Saved forecast.
[2025-12-02T20:54:17.997894] [INFO ] [main      ] PFO: Signal=1 (Conf=80.0%), Magnitude=-0.04% (Conf=23.2381%)
[2025-12-02T20:54:17.998262] [INFO ] [main      ] Progress: 869/965 forecasts completed (90.1%). PFO finished in 0.7s. ETA: 15.9s. Rate: 362.98 forecasts/min
[2025-12-02T20:54:17.998382] [INFO ] [main      ] Fetching symbol history for OLED...
[2025-12-02T20:54:17.998423] [DEBUG] [REMOTE    ] OLED: Fetching historical data.
[2025-12-02T20:54:18.009716] [DEBUG] [REMOTE    ] OLED: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:18.010663] [DEBUG] [LOCAL     ] Loaded configuration for OLED: 6 features, N/A% accuracy
[2025-12-02T20:54:18.010713] [INFO ] [LOCAL     ] OLED: Loaded 6 optimal features with 41.75% confidence from JSON config
[2025-12-02T20:54:18.010744] [DEBUG] [MAG       ] Building data for symbol: OLED with lookback: 0
[2025-12-02T20:54:18.011476] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:54:18.011535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:18.016168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:54:18.063980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:54:18.065482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:54:18.066148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:54:18.068149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:54:18.069415] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:18.142953] [DEBUG] [MAG       ] VSEC: Last date is validated at 2025-12-02
[2025-12-02T20:54:18.148706] [DEBUG] [MAG       ] SYRE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:18.243730] [INFO ] [LOCAL     ] SYRE: Saved forecast.
[2025-12-02T20:54:18.243815] [INFO ] [main      ] SYRE: Signal=1 (Conf=80.0%), Magnitude=-4.46% (Conf=53.0228%)
[2025-12-02T20:54:18.244208] [INFO ] [main      ] Fetching symbol history for BBY...
[2025-12-02T20:54:18.244260] [DEBUG] [REMOTE    ] BBY: Fetching historical data.
[2025-12-02T20:54:18.244653] [INFO ] [main      ] Progress: 870/965 forecasts completed (90.2%). SYRE finished in 0.6s. ETA: 15.7s. Rate: 362.78 forecasts/min
[2025-12-02T20:54:18.255821] [DEBUG] [REMOTE    ] BBY: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:18.256137] [DEBUG] [MAG       ] GCO: Last date is validated at 2025-12-02
[2025-12-02T20:54:18.257050] [DEBUG] [LOCAL     ] Loaded configuration for BBY: 5 features, N/A% accuracy
[2025-12-02T20:54:18.257114] [INFO ] [LOCAL     ] BBY: Loaded 5 optimal features with 52.72% confidence from JSON config
[2025-12-02T20:54:18.257156] [DEBUG] [MAG       ] Building data for symbol: BBY with lookback: 0
[2025-12-02T20:54:18.258141] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:54:18.258213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:18.263371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:18.265180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:18.266003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:18.266400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:54:18.319168] [DEBUG] [MAG       ] VSEC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:18.388921] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:18.398882] [DEBUG] [MAG       ] OLED: Last date is validated at 2025-12-02
[2025-12-02T20:54:18.421357] [DEBUG] [MAG       ] GCO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:18.424108] [INFO ] [LOCAL     ] VSEC: Saved forecast.
[2025-12-02T20:54:18.424174] [INFO ] [main      ] VSEC: Signal=1 (Conf=80.0%), Magnitude=-1.84% (Conf=57.3731%)
[2025-12-02T20:54:18.424332] [INFO ] [main      ] Fetching symbol history for MFC...
[2025-12-02T20:54:18.424374] [DEBUG] [REMOTE    ] MFC: Fetching historical data.
[2025-12-02T20:54:18.425657] [INFO ] [main      ] Progress: 871/965 forecasts completed (90.3%). VSEC finished in 0.7s. ETA: 15.5s. Rate: 362.74 forecasts/min
[2025-12-02T20:54:18.436409] [DEBUG] [REMOTE    ] MFC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:18.437423] [DEBUG] [LOCAL     ] Loaded configuration for MFC: 1 features, N/A% accuracy
[2025-12-02T20:54:18.437475] [INFO ] [LOCAL     ] MFC: Loaded 1 optimal features with 66.66% confidence from JSON config
[2025-12-02T20:54:18.437506] [DEBUG] [MAG       ] Building data for symbol: MFC with lookback: 0
[2025-12-02T20:54:18.438322] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:54:18.438380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:18.443324] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:18.507952] [INFO ] [LOCAL     ] GCO: Saved forecast.
[2025-12-02T20:54:18.508031] [INFO ] [main      ] GCO: Signal=1 (Conf=80.0%), Magnitude=-1.81% (Conf=51.6691%)
[2025-12-02T20:54:18.508373] [INFO ] [main      ] Fetching symbol history for CIM...
[2025-12-02T20:54:18.508421] [DEBUG] [REMOTE    ] CIM: Fetching historical data.
[2025-12-02T20:54:18.508626] [INFO ] [main      ] Progress: 872/965 forecasts completed (90.4%). GCO finished in 0.6s. ETA: 15.4s. Rate: 362.95 forecasts/min
[2025-12-02T20:54:18.519565] [DEBUG] [REMOTE    ] CIM: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:18.520303] [DEBUG] [LOCAL     ] Loaded configuration for CIM: 6 features, N/A% accuracy
[2025-12-02T20:54:18.520367] [INFO ] [LOCAL     ] CIM: Loaded 6 optimal features with 35.31% confidence from JSON config
[2025-12-02T20:54:18.520398] [DEBUG] [MAG       ] Building data for symbol: CIM with lookback: 0
[2025-12-02T20:54:18.521170] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:54:18.521229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:18.522875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:18.523363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:18.523774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:54:18.526096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:54:18.526795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:54:18.528408] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:18.562376] [DEBUG] [MAG       ] OLED: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:18.681906] [INFO ] [LOCAL     ] OLED: Saved forecast.
[2025-12-02T20:54:18.681970] [INFO ] [main      ] OLED: Signal=1 (Conf=80.0%), Magnitude=2.27% (Conf=41.7518%)
[2025-12-02T20:54:18.682120] [INFO ] [main      ] Fetching symbol history for QNTM...
[2025-12-02T20:54:18.682162] [DEBUG] [REMOTE    ] QNTM: Fetching historical data.
[2025-12-02T20:54:18.682880] [INFO ] [main      ] Progress: 873/965 forecasts completed (90.5%). OLED finished in 0.7s. ETA: 15.2s. Rate: 362.92 forecasts/min
[2025-12-02T20:54:18.693418] [DEBUG] [REMOTE    ] QNTM: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:18.694364] [DEBUG] [LOCAL     ] Loaded configuration for QNTM: 3 features, N/A% accuracy
[2025-12-02T20:54:18.694419] [INFO ] [LOCAL     ] QNTM: Loaded 3 optimal features with 61.99% confidence from JSON config
[2025-12-02T20:54:18.694450] [DEBUG] [MAG       ] Building data for symbol: QNTM with lookback: 0
[2025-12-02T20:54:18.695204] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:54:18.695261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:18.699978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:54:18.701649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:54:18.702301] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:18.780523] [DEBUG] [MAG       ] MFC: Last date is validated at 2025-12-02
[2025-12-02T20:54:18.783246] [DEBUG] [MAG       ] BBY: Last date is validated at 2025-12-02
[2025-12-02T20:54:18.869167] [DEBUG] [MAG       ] CIM: Last date is validated at 2025-12-02
[2025-12-02T20:54:18.944129] [DEBUG] [MAG       ] MFC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:18.956964] [DEBUG] [MAG       ] BBY: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:19.018370] [INFO ] [LOCAL     ] MFC: Saved forecast.
[2025-12-02T20:54:19.018433] [INFO ] [main      ] MFC: Signal=1 (Conf=80.0%), Magnitude=-0.56% (Conf=66.6621%)
[2025-12-02T20:54:19.018602] [INFO ] [main      ] Fetching symbol history for AMTB...
[2025-12-02T20:54:19.018646] [DEBUG] [REMOTE    ] AMTB: Fetching historical data.
[2025-12-02T20:54:19.019529] [INFO ] [main      ] Progress: 874/965 forecasts completed (90.6%). MFC finished in 0.6s. ETA: 15.1s. Rate: 362.49 forecasts/min
[2025-12-02T20:54:19.030044] [DEBUG] [REMOTE    ] AMTB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:19.031301] [DEBUG] [LOCAL     ] Loaded configuration for AMTB: 7 features, N/A% accuracy
[2025-12-02T20:54:19.031351] [INFO ] [LOCAL     ] AMTB: Loaded 7 optimal features with 60.06% confidence from JSON config
[2025-12-02T20:54:19.031381] [DEBUG] [MAG       ] Building data for symbol: AMTB with lookback: 0
[2025-12-02T20:54:19.032167] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:54:19.032228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:19.035693] [DEBUG] [MAG       ] CIM: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:19.036907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:19.038752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:19.039564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:19.039967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:54:19.041138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:54:19.039116] [DEBUG] [MAG       ] QNTM: Last date is validated at 2025-12-02
[2025-12-02T20:54:19.042121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:54:19.044053] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:19.068992] [INFO ] [LOCAL     ] BBY: Saved forecast.
[2025-12-02T20:54:19.069060] [INFO ] [main      ] BBY: Signal=1 (Conf=80.0%), Magnitude=-4.42% (Conf=52.7236%)
[2025-12-02T20:54:19.069406] [INFO ] [main      ] Fetching symbol history for BKCH...
[2025-12-02T20:54:19.069458] [DEBUG] [REMOTE    ] BKCH: Fetching historical data.
[2025-12-02T20:54:19.069656] [INFO ] [main      ] Progress: 875/965 forecasts completed (90.7%). BBY finished in 0.8s. ETA: 14.9s. Rate: 362.78 forecasts/min
[2025-12-02T20:54:19.081054] [DEBUG] [REMOTE    ] BKCH: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:19.081948] [DEBUG] [LOCAL     ] Loaded configuration for BKCH: 3 features, N/A% accuracy
[2025-12-02T20:54:19.082003] [INFO ] [LOCAL     ] BKCH: Loaded 3 optimal features with 54.17% confidence from JSON config
[2025-12-02T20:54:19.082036] [DEBUG] [MAG       ] Building data for symbol: BKCH with lookback: 0
[2025-12-02T20:54:19.082891] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:54:19.082953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:19.087867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:54:19.090042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:54:19.091265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:19.103266] [INFO ] [LOCAL     ] CIM: Saved forecast.
[2025-12-02T20:54:19.103334] [INFO ] [main      ] CIM: Signal=1 (Conf=80.0%), Magnitude=-0.64% (Conf=35.3088%)
[2025-12-02T20:54:19.103502] [INFO ] [main      ] Fetching symbol history for CVKD...
[2025-12-02T20:54:19.103551] [DEBUG] [REMOTE    ] CVKD: Fetching historical data.
[2025-12-02T20:54:19.105648] [INFO ] [main      ] Progress: 876/965 forecasts completed (90.8%). CIM finished in 0.6s. ETA: 14.7s. Rate: 363.11 forecasts/min
[2025-12-02T20:54:19.114807] [DEBUG] [REMOTE    ] CVKD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:19.115828] [DEBUG] [LOCAL     ] Loaded configuration for CVKD: 2 features, N/A% accuracy
[2025-12-02T20:54:19.115881] [INFO ] [LOCAL     ] CVKD: Loaded 2 optimal features with 54.61% confidence from JSON config
[2025-12-02T20:54:19.115913] [DEBUG] [MAG       ] Building data for symbol: CVKD with lookback: 0
[2025-12-02T20:54:19.116692] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:54:19.116752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:19.118452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:19.118983] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:19.210418] [DEBUG] [MAG       ] QNTM: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:19.315411] [INFO ] [LOCAL     ] QNTM: Saved forecast.
[2025-12-02T20:54:19.315476] [INFO ] [main      ] QNTM: Signal=1 (Conf=80.0%), Magnitude=13.37% (Conf=61.9911%)
[2025-12-02T20:54:19.315823] [INFO ] [main      ] Fetching symbol history for CRBG...
[2025-12-02T20:54:19.315891] [DEBUG] [REMOTE    ] CRBG: Fetching historical data.
[2025-12-02T20:54:19.316662] [INFO ] [main      ] Progress: 877/965 forecasts completed (90.9%). QNTM finished in 0.6s. ETA: 14.5s. Rate: 362.99 forecasts/min
[2025-12-02T20:54:19.326970] [DEBUG] [REMOTE    ] CRBG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:19.327889] [DEBUG] [LOCAL     ] Loaded configuration for CRBG: 2 features, N/A% accuracy
[2025-12-02T20:54:19.327946] [INFO ] [LOCAL     ] CRBG: Loaded 2 optimal features with 60.57% confidence from JSON config
[2025-12-02T20:54:19.327976] [DEBUG] [MAG       ] Building data for symbol: CRBG with lookback: 0
[2025-12-02T20:54:19.331208] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:54:19.331268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:19.336779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:54:19.338509] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:19.374219] [DEBUG] [MAG       ] AMTB: Last date is validated at 2025-12-02
[2025-12-02T20:54:19.442947] [DEBUG] [MAG       ] BKCH: Last date is validated at 2025-12-02
[2025-12-02T20:54:19.454080] [DEBUG] [MAG       ] CVKD: Last date is validated at 2025-12-02
[2025-12-02T20:54:19.540519] [DEBUG] [MAG       ] AMTB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:19.618445] [DEBUG] [MAG       ] BKCH: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:19.620178] [DEBUG] [MAG       ] CVKD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:19.620771] [INFO ] [LOCAL     ] AMTB: Saved forecast.
[2025-12-02T20:54:19.620837] [INFO ] [main      ] AMTB: Signal=1 (Conf=80.0%), Magnitude=0.57% (Conf=60.0557%)
[2025-12-02T20:54:19.620995] [INFO ] [main      ] Fetching symbol history for FWONA...
[2025-12-02T20:54:19.621037] [DEBUG] [REMOTE    ] FWONA: Fetching historical data.
[2025-12-02T20:54:19.621827] [INFO ] [main      ] Progress: 878/965 forecasts completed (91.0%). AMTB finished in 0.6s. ETA: 14.4s. Rate: 362.64 forecasts/min
[2025-12-02T20:54:19.632949] [DEBUG] [REMOTE    ] FWONA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:19.634108] [DEBUG] [LOCAL     ] Loaded configuration for FWONA: 4 features, N/A% accuracy
[2025-12-02T20:54:19.634159] [INFO ] [LOCAL     ] FWONA: Loaded 4 optimal features with 54.84% confidence from JSON config
[2025-12-02T20:54:19.634189] [DEBUG] [MAG       ] Building data for symbol: FWONA with lookback: 0
[2025-12-02T20:54:19.634975] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:54:19.635033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:54:19.635740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:54:19.636434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:54:19.637477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:54:19.640324] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:19.671916] [DEBUG] [MAG       ] CRBG: Last date is validated at 2025-12-02
[2025-12-02T20:54:19.701307] [INFO ] [LOCAL     ] CVKD: Saved forecast.
[2025-12-02T20:54:19.701374] [INFO ] [main      ] CVKD: Signal=1 (Conf=80.0%), Magnitude=1.39% (Conf=54.609%)
[2025-12-02T20:54:19.701535] [INFO ] [main      ] Fetching symbol history for LINK...
[2025-12-02T20:54:19.701597] [DEBUG] [REMOTE    ] LINK: Fetching historical data.
[2025-12-02T20:54:19.701839] [INFO ] [main      ] Progress: 879/965 forecasts completed (91.1%). CVKD finished in 0.6s. ETA: 14.2s. Rate: 362.86 forecasts/min
[2025-12-02T20:54:19.711970] [DEBUG] [REMOTE    ] LINK: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:19.713017] [DEBUG] [LOCAL     ] Loaded configuration for LINK: 2 features, N/A% accuracy
[2025-12-02T20:54:19.713072] [INFO ] [LOCAL     ] LINK: Loaded 2 optimal features with 53.64% confidence from JSON config
[2025-12-02T20:54:19.713116] [DEBUG] [MAG       ] Building data for symbol: LINK with lookback: 0
[2025-12-02T20:54:19.713937] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:54:19.713996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:54:19.714750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:54:19.717504] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:19.740619] [INFO ] [LOCAL     ] BKCH: Saved forecast.
[2025-12-02T20:54:19.740684] [INFO ] [main      ] BKCH: Signal=1 (Conf=80.0%), Magnitude=4.42% (Conf=54.1689%)
[2025-12-02T20:54:19.741034] [INFO ] [main      ] Fetching symbol history for UNH...
[2025-12-02T20:54:19.741083] [DEBUG] [REMOTE    ] UNH: Fetching historical data.
[2025-12-02T20:54:19.741630] [INFO ] [main      ] Progress: 880/965 forecasts completed (91.2%). BKCH finished in 0.7s. ETA: 14.0s. Rate: 363.17 forecasts/min
[2025-12-02T20:54:19.752844] [DEBUG] [REMOTE    ] UNH: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:19.753667] [DEBUG] [LOCAL     ] Loaded configuration for UNH: 1 features, N/A% accuracy
[2025-12-02T20:54:19.753718] [INFO ] [LOCAL     ] UNH: Loaded 1 optimal features with 53.45% confidence from JSON config
[2025-12-02T20:54:19.753747] [DEBUG] [MAG       ] Building data for symbol: UNH with lookback: 0
[2025-12-02T20:54:19.754502] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:54:19.754559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:54:19.793252] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:19.839859] [DEBUG] [MAG       ] CRBG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:19.919911] [INFO ] [LOCAL     ] CRBG: Saved forecast.
[2025-12-02T20:54:19.919980] [INFO ] [main      ] CRBG: Signal=1 (Conf=80.0%), Magnitude=-5.31% (Conf=60.5689%)
[2025-12-02T20:54:19.920143] [INFO ] [main      ] Fetching symbol history for TSLL...
[2025-12-02T20:54:19.920187] [DEBUG] [REMOTE    ] TSLL: Fetching historical data.
[2025-12-02T20:54:19.920892] [INFO ] [main      ] Progress: 881/965 forecasts completed (91.3%). CRBG finished in 0.6s. ETA: 13.9s. Rate: 363.13 forecasts/min
[2025-12-02T20:54:19.932011] [DEBUG] [REMOTE    ] TSLL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:19.933279] [DEBUG] [LOCAL     ] Loaded configuration for TSLL: 3 features, N/A% accuracy
[2025-12-02T20:54:19.933347] [INFO ] [LOCAL     ] TSLL: Loaded 3 optimal features with 55.15% confidence from JSON config
[2025-12-02T20:54:19.933389] [DEBUG] [MAG       ] Building data for symbol: TSLL with lookback: 0
[2025-12-02T20:54:19.934243] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:54:19.934305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:54:19.936174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:54:19.937019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:54:19.938269] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:19.990372] [DEBUG] [MAG       ] FWONA: Last date is validated at 2025-12-02
[2025-12-02T20:54:20.067884] [DEBUG] [MAG       ] LINK: Last date is validated at 2025-12-02
[2025-12-02T20:54:20.148490] [DEBUG] [MAG       ] UNH: Last date is validated at 2025-12-02
[2025-12-02T20:54:20.182528] [DEBUG] [MAG       ] FWONA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:20.246729] [DEBUG] [MAG       ] LINK: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:20.285057] [INFO ] [LOCAL     ] FWONA: Saved forecast.
[2025-12-02T20:54:20.285127] [INFO ] [main      ] FWONA: Signal=1 (Conf=80.0%), Magnitude=-1.17% (Conf=54.8361%)
[2025-12-02T20:54:20.285297] [INFO ] [main      ] Fetching symbol history for OCUL...
[2025-12-02T20:54:20.285351] [DEBUG] [REMOTE    ] OCUL: Fetching historical data.
[2025-12-02T20:54:20.286659] [INFO ] [main      ] Progress: 882/965 forecasts completed (91.4%). FWONA finished in 0.7s. ETA: 13.7s. Rate: 362.64 forecasts/min
[2025-12-02T20:54:20.289226] [DEBUG] [MAG       ] TSLL: Last date is validated at 2025-12-02
[2025-12-02T20:54:20.298489] [DEBUG] [REMOTE    ] OCUL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:20.299592] [DEBUG] [LOCAL     ] Loaded configuration for OCUL: 6 features, N/A% accuracy
[2025-12-02T20:54:20.299653] [INFO ] [LOCAL     ] OCUL: Loaded 6 optimal features with 54.93% confidence from JSON config
[2025-12-02T20:54:20.299692] [DEBUG] [MAG       ] Building data for symbol: OCUL with lookback: 0
[2025-12-02T20:54:20.300504] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:54:20.300565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:20.306153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:20.308297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:20.308879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:20.309336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:54:20.312136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:54:20.312550] [INFO ] [LOCAL     ] LINK: Saved forecast.
[2025-12-02T20:54:20.312631] [INFO ] [main      ] LINK: Signal=1 (Conf=80.0%), Magnitude=-0.24% (Conf=53.6387%)
[2025-12-02T20:54:20.312969] [INFO ] [main      ] Fetching symbol history for TYL...
[2025-12-02T20:54:20.313019] [DEBUG] [REMOTE    ] TYL: Fetching historical data.
[2025-12-02T20:54:20.313625] [INFO ] [main      ] Progress: 883/965 forecasts completed (91.5%). LINK finished in 0.6s. ETA: 13.6s. Rate: 362.98 forecasts/min
[2025-12-02T20:54:20.321591] [DEBUG] [MAG       ] UNH: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:20.324202] [DEBUG] [REMOTE    ] TYL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:20.325109] [DEBUG] [LOCAL     ] Loaded configuration for TYL: 2 features, N/A% accuracy
[2025-12-02T20:54:20.325160] [INFO ] [LOCAL     ] TYL: Loaded 2 optimal features with 49.76% confidence from JSON config
[2025-12-02T20:54:20.325190] [DEBUG] [MAG       ] Building data for symbol: TYL with lookback: 0
[2025-12-02T20:54:20.325967] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:54:20.326026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:54:20.366282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:54:20.367456] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:20.447418] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:20.455750] [DEBUG] [MAG       ] TSLL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:20.521989] [INFO ] [LOCAL     ] UNH: Saved forecast.
[2025-12-02T20:54:20.522056] [INFO ] [main      ] UNH: Signal=1 (Conf=80.0%), Magnitude=-1.22% (Conf=53.4519%)
[2025-12-02T20:54:20.522415] [INFO ] [main      ] Fetching symbol history for RM...
[2025-12-02T20:54:20.522465] [DEBUG] [REMOTE    ] RM: Fetching historical data.
[2025-12-02T20:54:20.522434] [INFO ] [main      ] Progress: 884/965 forecasts completed (91.6%). UNH finished in 0.8s. ETA: 13.4s. Rate: 362.87 forecasts/min
[2025-12-02T20:54:20.533413] [DEBUG] [REMOTE    ] RM: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:20.534436] [DEBUG] [LOCAL     ] Loaded configuration for RM: 7 features, N/A% accuracy
[2025-12-02T20:54:20.534485] [INFO ] [LOCAL     ] RM: Loaded 7 optimal features with 51.80% confidence from JSON config
[2025-12-02T20:54:20.534516] [DEBUG] [MAG       ] Building data for symbol: RM with lookback: 0
[2025-12-02T20:54:20.535291] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:54:20.535351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:20.540352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:20.542210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:20.542726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:20.543206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:20.543646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:54:20.551841] [INFO ] [LOCAL     ] TSLL: Saved forecast.
[2025-12-02T20:54:20.551909] [INFO ] [main      ] TSLL: Signal=1 (Conf=80.0%), Magnitude=-1.05% (Conf=55.1506%)
[2025-12-02T20:54:20.552070] [INFO ] [main      ] Fetching symbol history for IUS...
[2025-12-02T20:54:20.552114] [DEBUG] [REMOTE    ] IUS: Fetching historical data.
[2025-12-02T20:54:20.553643] [INFO ] [main      ] Progress: 885/965 forecasts completed (91.7%). TSLL finished in 0.6s. ETA: 13.2s. Rate: 363.20 forecasts/min
[2025-12-02T20:54:20.563706] [DEBUG] [REMOTE    ] IUS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:20.564695] [DEBUG] [LOCAL     ] Loaded configuration for IUS: 7 features, N/A% accuracy
[2025-12-02T20:54:20.564748] [INFO ] [LOCAL     ] IUS: Loaded 7 optimal features with 61.10% confidence from JSON config
[2025-12-02T20:54:20.564778] [DEBUG] [MAG       ] Building data for symbol: IUS with lookback: 0
[2025-12-02T20:54:20.565514] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:54:20.565591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:20.567206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:20.567717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:20.568104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:54:20.568844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:54:20.569658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:54:20.571421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:54:20.573320] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:20.621872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:54:20.622729] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:20.702001] [DEBUG] [MAG       ] TYL: Last date is validated at 2025-12-02
[2025-12-02T20:54:20.803921] [DEBUG] [MAG       ] OCUL: Last date is validated at 2025-12-02
[2025-12-02T20:54:20.877058] [DEBUG] [MAG       ] TYL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:20.904877] [DEBUG] [MAG       ] IUS: Last date is validated at 2025-12-02
[2025-12-02T20:54:20.960495] [DEBUG] [MAG       ] RM: Last date is validated at 2025-12-02
[2025-12-02T20:54:20.968511] [DEBUG] [MAG       ] OCUL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:21.002682] [INFO ] [LOCAL     ] TYL: Saved forecast.
[2025-12-02T20:54:21.002745] [INFO ] [main      ] TYL: Signal=1 (Conf=80.0%), Magnitude=0.35% (Conf=49.7618%)
[2025-12-02T20:54:21.002899] [INFO ] [main      ] Fetching symbol history for RBB...
[2025-12-02T20:54:21.002942] [DEBUG] [REMOTE    ] RBB: Fetching historical data.
[2025-12-02T20:54:21.004324] [INFO ] [main      ] Progress: 886/965 forecasts completed (91.8%). TYL finished in 0.7s. ETA: 13.1s. Rate: 362.50 forecasts/min
[2025-12-02T20:54:21.013569] [DEBUG] [REMOTE    ] RBB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:21.014543] [DEBUG] [LOCAL     ] Loaded configuration for RBB: 1 features, N/A% accuracy
[2025-12-02T20:54:21.014621] [INFO ] [LOCAL     ] RBB: Loaded 1 optimal features with 53.53% confidence from JSON config
[2025-12-02T20:54:21.014656] [DEBUG] [MAG       ] Building data for symbol: RBB with lookback: 0
[2025-12-02T20:54:21.015412] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:54:21.015467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:54:21.016743] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:21.037721] [INFO ] [LOCAL     ] OCUL: Saved forecast.
[2025-12-02T20:54:21.037784] [INFO ] [main      ] OCUL: Signal=1 (Conf=80.0%), Magnitude=0.32% (Conf=54.9336%)
[2025-12-02T20:54:21.038112] [INFO ] [main      ] Progress: 887/965 forecasts completed (91.9%). OCUL finished in 0.8s. ETA: 12.9s. Rate: 362.82 forecasts/min
[2025-12-02T20:54:21.038231] [INFO ] [main      ] Fetching symbol history for NUS...
[2025-12-02T20:54:21.038271] [DEBUG] [REMOTE    ] NUS: Fetching historical data.
[2025-12-02T20:54:21.049953] [DEBUG] [REMOTE    ] NUS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:21.050750] [DEBUG] [LOCAL     ] Loaded configuration for NUS: 4 features, N/A% accuracy
[2025-12-02T20:54:21.050806] [INFO ] [LOCAL     ] NUS: Loaded 4 optimal features with 53.83% confidence from JSON config
[2025-12-02T20:54:21.050836] [DEBUG] [MAG       ] Building data for symbol: NUS with lookback: 0
[2025-12-02T20:54:21.051620] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:54:21.051677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:21.053328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:21.053844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:21.054237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:54:21.071707] [DEBUG] [MAG       ] IUS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:21.092209] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:21.130751] [DEBUG] [MAG       ] RM: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:21.149746] [INFO ] [LOCAL     ] IUS: Saved forecast.
[2025-12-02T20:54:21.149814] [INFO ] [main      ] IUS: Signal=1 (Conf=80.0%), Magnitude=-1.12% (Conf=61.0954%)
[2025-12-02T20:54:21.150252] [INFO ] [main      ] Fetching symbol history for FPF...
[2025-12-02T20:54:21.150305] [DEBUG] [REMOTE    ] FPF: Fetching historical data.
[2025-12-02T20:54:21.150658] [INFO ] [main      ] Progress: 888/965 forecasts completed (92.0%). IUS finished in 0.6s. ETA: 12.7s. Rate: 362.95 forecasts/min
[2025-12-02T20:54:21.161516] [DEBUG] [REMOTE    ] FPF: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:21.162391] [DEBUG] [LOCAL     ] Loaded configuration for FPF: 13 features, N/A% accuracy
[2025-12-02T20:54:21.162444] [INFO ] [LOCAL     ] FPF: Loaded 13 optimal features with 40.59% confidence from JSON config
[2025-12-02T20:54:21.162476] [DEBUG] [MAG       ] Building data for symbol: FPF with lookback: 0
[2025-12-02T20:54:21.163263] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-12-02T20:54:21.163330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:21.165047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:21.165544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:21.165953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:54:21.166847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:54:21.167634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:54:21.171877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:54:21.173028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-02T20:54:21.173657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:54:21.174699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:54:21.175368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:21.175857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:54:21.176972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:54:21.178990] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:21.213303] [INFO ] [LOCAL     ] RM: Saved forecast.
[2025-12-02T20:54:21.213367] [INFO ] [main      ] RM: Signal=1 (Conf=80.0%), Magnitude=-0.84% (Conf=51.7986%)
[2025-12-02T20:54:21.213748] [INFO ] [main      ] Fetching symbol history for BVFL...
[2025-12-02T20:54:21.213798] [DEBUG] [REMOTE    ] BVFL: Fetching historical data.
[2025-12-02T20:54:21.214634] [INFO ] [main      ] Progress: 889/965 forecasts completed (92.1%). RM finished in 0.7s. ETA: 12.6s. Rate: 363.20 forecasts/min
[2025-12-02T20:54:21.224638] [DEBUG] [REMOTE    ] BVFL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:21.225414] [DEBUG] [LOCAL     ] Loaded configuration for BVFL: 0 features, N/A% accuracy
[2025-12-02T20:54:21.225464] [INFO ] [LOCAL     ] BVFL: Loaded 0 optimal features with 55.44% confidence from JSON config
[2025-12-02T20:54:21.225494] [DEBUG] [MAG       ] Building data for symbol: BVFL with lookback: 0
[2025-12-02T20:54:21.226257] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-02T20:54:21.343655] [DEBUG] [MAG       ] RBB: Last date is validated at 2025-12-02
[2025-12-02T20:54:21.420802] [DEBUG] [MAG       ] NUS: Last date is validated at 2025-12-02
[2025-12-02T20:54:21.506877] [DEBUG] [MAG       ] RBB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:21.510516] [DEBUG] [MAG       ] FPF: Last date is validated at 2025-12-02
[2025-12-02T20:54:21.562888] [DEBUG] [MAG       ] BVFL: Last date is validated at 2025-12-02
[2025-12-02T20:54:21.572272] [INFO ] [LOCAL     ] RBB: Saved forecast.
[2025-12-02T20:54:21.572335] [INFO ] [main      ] RBB: Signal=1 (Conf=80.0%), Magnitude=-0.78% (Conf=53.532%)
[2025-12-02T20:54:21.572702] [INFO ] [main      ] Fetching symbol history for MTG...
[2025-12-02T20:54:21.572753] [DEBUG] [REMOTE    ] MTG: Fetching historical data.
[2025-12-02T20:54:21.574652] [INFO ] [main      ] Progress: 890/965 forecasts completed (92.2%). RBB finished in 0.6s. ETA: 12.4s. Rate: 362.72 forecasts/min
[2025-12-02T20:54:21.583302] [DEBUG] [REMOTE    ] MTG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:21.584289] [DEBUG] [LOCAL     ] Loaded configuration for MTG: 7 features, N/A% accuracy
[2025-12-02T20:54:21.584340] [INFO ] [LOCAL     ] MTG: Loaded 7 optimal features with 50.83% confidence from JSON config
[2025-12-02T20:54:21.584372] [DEBUG] [MAG       ] Building data for symbol: MTG with lookback: 0
[2025-12-02T20:54:21.585155] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:54:21.585162] [DEBUG] [MAG       ] NUS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:21.585217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:21.590087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:21.591862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:21.592340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:54:21.594703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:54:21.595903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:54:21.597884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:54:21.598964] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:21.651973] [INFO ] [LOCAL     ] NUS: Saved forecast.
[2025-12-02T20:54:21.652039] [INFO ] [main      ] NUS: Signal=1 (Conf=80.0%), Magnitude=0.87% (Conf=53.8267%)
[2025-12-02T20:54:21.652195] [INFO ] [main      ] Fetching symbol history for CYRX...
[2025-12-02T20:54:21.652237] [DEBUG] [REMOTE    ] CYRX: Fetching historical data.
[2025-12-02T20:54:21.652884] [INFO ] [main      ] Progress: 891/965 forecasts completed (92.3%). NUS finished in 0.6s. ETA: 12.2s. Rate: 362.94 forecasts/min
[2025-12-02T20:54:21.663763] [DEBUG] [REMOTE    ] CYRX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:21.664821] [DEBUG] [LOCAL     ] Loaded configuration for CYRX: 6 features, N/A% accuracy
[2025-12-02T20:54:21.664872] [INFO ] [LOCAL     ] CYRX: Loaded 6 optimal features with 38.78% confidence from JSON config
[2025-12-02T20:54:21.664904] [DEBUG] [MAG       ] Building data for symbol: CYRX with lookback: 0
[2025-12-02T20:54:21.665689] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:54:21.665749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:21.670441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:21.672188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:21.672673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:21.673057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:54:21.674506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:54:21.675850] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:21.675885] [DEBUG] [MAG       ] FPF: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:21.733740] [DEBUG] [MAG       ] BVFL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:21.743509] [INFO ] [LOCAL     ] FPF: Saved forecast.
[2025-12-02T20:54:21.743593] [INFO ] [main      ] FPF: Signal=1 (Conf=80.0%), Magnitude=0.25% (Conf=40.5882%)
[2025-12-02T20:54:21.743756] [INFO ] [main      ] Fetching symbol history for UAE...
[2025-12-02T20:54:21.743800] [DEBUG] [REMOTE    ] UAE: Fetching historical data.
[2025-12-02T20:54:21.744870] [INFO ] [main      ] Progress: 892/965 forecasts completed (92.4%). FPF finished in 0.6s. ETA: 12.1s. Rate: 363.12 forecasts/min
[2025-12-02T20:54:21.755930] [DEBUG] [REMOTE    ] UAE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:21.756889] [DEBUG] [LOCAL     ] Loaded configuration for UAE: 6 features, N/A% accuracy
[2025-12-02T20:54:21.756951] [INFO ] [LOCAL     ] UAE: Loaded 6 optimal features with 53.90% confidence from JSON config
[2025-12-02T20:54:21.756985] [DEBUG] [MAG       ] Building data for symbol: UAE with lookback: 0
[2025-12-02T20:54:21.758038] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:54:21.758115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:21.764028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:21.766379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:21.766966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:21.770267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:54:21.771239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:54:21.772627] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:21.792471] [INFO ] [LOCAL     ] BVFL: Saved forecast.
[2025-12-02T20:54:21.792538] [INFO ] [main      ] BVFL: Signal=1 (Conf=80.0%), Magnitude=-0.03% (Conf=55.4442%)
[2025-12-02T20:54:21.792714] [INFO ] [main      ] Fetching symbol history for GIII...
[2025-12-02T20:54:21.792758] [DEBUG] [REMOTE    ] GIII: Fetching historical data.
[2025-12-02T20:54:21.793971] [INFO ] [main      ] Progress: 893/965 forecasts completed (92.5%). BVFL finished in 0.6s. ETA: 11.9s. Rate: 363.40 forecasts/min
[2025-12-02T20:54:21.806076] [DEBUG] [REMOTE    ] GIII: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:21.807024] [DEBUG] [LOCAL     ] Loaded configuration for GIII: 6 features, N/A% accuracy
[2025-12-02T20:54:21.807076] [INFO ] [LOCAL     ] GIII: Loaded 6 optimal features with 49.91% confidence from JSON config
[2025-12-02T20:54:21.807108] [DEBUG] [MAG       ] Building data for symbol: GIII with lookback: 0
[2025-12-02T20:54:21.808126] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:54:21.808196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:21.813487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:54:21.814318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:54:21.816868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:54:21.818079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:54:21.820783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:54:21.822241] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:21.940978] [DEBUG] [MAG       ] MTG: Last date is validated at 2025-12-02
[2025-12-02T20:54:22.026895] [DEBUG] [MAG       ] CYRX: Last date is validated at 2025-12-02
[2025-12-02T20:54:22.110688] [DEBUG] [MAG       ] UAE: Last date is validated at 2025-12-02
[2025-12-02T20:54:22.117689] [DEBUG] [MAG       ] MTG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:22.176504] [DEBUG] [MAG       ] GIII: Last date is validated at 2025-12-02
[2025-12-02T20:54:22.192981] [DEBUG] [MAG       ] CYRX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:22.200026] [INFO ] [LOCAL     ] MTG: Saved forecast.
[2025-12-02T20:54:22.200092] [INFO ] [main      ] MTG: Signal=1 (Conf=80.0%), Magnitude=-1.26% (Conf=50.8259%)
[2025-12-02T20:54:22.200426] [INFO ] [main      ] Fetching symbol history for GNLN...
[2025-12-02T20:54:22.200476] [DEBUG] [REMOTE    ] GNLN: Fetching historical data.
[2025-12-02T20:54:22.200652] [INFO ] [main      ] Progress: 894/965 forecasts completed (92.6%). MTG finished in 0.6s. ETA: 11.7s. Rate: 362.81 forecasts/min
[2025-12-02T20:54:22.210869] [DEBUG] [REMOTE    ] GNLN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:22.211795] [DEBUG] [LOCAL     ] Loaded configuration for GNLN: 6 features, N/A% accuracy
[2025-12-02T20:54:22.211848] [INFO ] [LOCAL     ] GNLN: Loaded 6 optimal features with 19.12% confidence from JSON config
[2025-12-02T20:54:22.211880] [DEBUG] [MAG       ] Building data for symbol: GNLN with lookback: 0
[2025-12-02T20:54:22.212663] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:54:22.212722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:22.217554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:22.219385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:22.219882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:54:22.222368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:54:22.263142] [INFO ] [LOCAL     ] CYRX: Saved forecast.
[2025-12-02T20:54:22.263205] [INFO ] [main      ] CYRX: Signal=1 (Conf=80.0%), Magnitude=3.16% (Conf=38.7803%)
[2025-12-02T20:54:22.263625] [INFO ] [main      ] Progress: 895/965 forecasts completed (92.7%). CYRX finished in 0.6s. ETA: 11.6s. Rate: 363.06 forecasts/min
[2025-12-02T20:54:22.263640] [INFO ] [main      ] Fetching symbol history for WF...
[2025-12-02T20:54:22.263996] [DEBUG] [REMOTE    ] WF: Fetching historical data.
[2025-12-02T20:54:22.272316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:54:22.274301] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:22.282004] [DEBUG] [REMOTE    ] WF: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:22.283172] [DEBUG] [LOCAL     ] Loaded configuration for WF: 8 features, N/A% accuracy
[2025-12-02T20:54:22.283242] [INFO ] [LOCAL     ] WF: Loaded 8 optimal features with 61.68% confidence from JSON config
[2025-12-02T20:54:22.283294] [DEBUG] [MAG       ] Building data for symbol: WF with lookback: 0
[2025-12-02T20:54:22.284515] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:54:22.284614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:22.287124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:22.287870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:22.288603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:54:22.289507] [DEBUG] [MAG       ] UAE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:22.292149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:54:22.293185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:54:22.294795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:54:22.295764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:54:22.296784] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:22.348474] [DEBUG] [MAG       ] GIII: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:22.350889] [INFO ] [LOCAL     ] UAE: Saved forecast.
[2025-12-02T20:54:22.350947] [INFO ] [main      ] UAE: Signal=1 (Conf=80.0%), Magnitude=-0.09% (Conf=53.8988%)
[2025-12-02T20:54:22.351273] [INFO ] [main      ] Fetching symbol history for MRNA...
[2025-12-02T20:54:22.351321] [DEBUG] [REMOTE    ] MRNA: Fetching historical data.
[2025-12-02T20:54:22.352194] [INFO ] [main      ] Progress: 896/965 forecasts completed (92.8%). UAE finished in 0.6s. ETA: 11.4s. Rate: 363.25 forecasts/min
[2025-12-02T20:54:22.362105] [DEBUG] [REMOTE    ] MRNA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:22.363274] [DEBUG] [LOCAL     ] Loaded configuration for MRNA: 8 features, N/A% accuracy
[2025-12-02T20:54:22.363326] [INFO ] [LOCAL     ] MRNA: Loaded 8 optimal features with 54.59% confidence from JSON config
[2025-12-02T20:54:22.363357] [DEBUG] [MAG       ] Building data for symbol: MRNA with lookback: 0
[2025-12-02T20:54:22.364115] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:54:22.364177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:22.368853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:22.370590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:22.371040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:54:22.371901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:54:22.372510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:54:22.376556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:54:22.378552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:54:22.384393] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:22.440687] [INFO ] [LOCAL     ] GIII: Saved forecast.
[2025-12-02T20:54:22.440751] [INFO ] [main      ] GIII: Signal=1 (Conf=80.0%), Magnitude=1.12% (Conf=49.9144%)
[2025-12-02T20:54:22.441083] [INFO ] [main      ] Fetching symbol history for QGEN...
[2025-12-02T20:54:22.441131] [DEBUG] [REMOTE    ] QGEN: Fetching historical data.
[2025-12-02T20:54:22.441630] [INFO ] [main      ] Progress: 897/965 forecasts completed (93.0%). GIII finished in 0.6s. ETA: 11.2s. Rate: 363.44 forecasts/min
[2025-12-02T20:54:22.453053] [DEBUG] [REMOTE    ] QGEN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:22.454092] [DEBUG] [LOCAL     ] Loaded configuration for QGEN: 7 features, N/A% accuracy
[2025-12-02T20:54:22.454145] [INFO ] [LOCAL     ] QGEN: Loaded 7 optimal features with 53.32% confidence from JSON config
[2025-12-02T20:54:22.454175] [DEBUG] [MAG       ] Building data for symbol: QGEN with lookback: 0
[2025-12-02T20:54:22.454952] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:54:22.455012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:22.456675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:22.457207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:22.457636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:54:22.459628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:22.460096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:54:22.461150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:54:22.463062] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:22.621208] [DEBUG] [MAG       ] GNLN: Last date is validated at 2025-12-02
[2025-12-02T20:54:22.638495] [DEBUG] [MAG       ] WF: Last date is validated at 2025-12-02
[2025-12-02T20:54:22.717116] [DEBUG] [MAG       ] MRNA: Last date is validated at 2025-12-02
[2025-12-02T20:54:22.793938] [DEBUG] [MAG       ] GNLN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:22.796204] [DEBUG] [MAG       ] QGEN: Last date is validated at 2025-12-02
[2025-12-02T20:54:22.810529] [DEBUG] [MAG       ] WF: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:22.889153] [DEBUG] [MAG       ] MRNA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:22.892834] [INFO ] [LOCAL     ] WF: Saved forecast.
[2025-12-02T20:54:22.892898] [INFO ] [main      ] WF: Signal=1 (Conf=80.0%), Magnitude=-0.23% (Conf=61.6801%)
[2025-12-02T20:54:22.893332] [INFO ] [main      ] Fetching symbol history for CNVS...
[2025-12-02T20:54:22.893382] [DEBUG] [REMOTE    ] CNVS: Fetching historical data.
[2025-12-02T20:54:22.893679] [INFO ] [main      ] Progress: 898/965 forecasts completed (93.1%). WF finished in 0.6s. ETA: 11.1s. Rate: 362.73 forecasts/min
[2025-12-02T20:54:22.904496] [DEBUG] [REMOTE    ] CNVS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:22.905421] [DEBUG] [LOCAL     ] Loaded configuration for CNVS: 3 features, N/A% accuracy
[2025-12-02T20:54:22.905476] [INFO ] [LOCAL     ] CNVS: Loaded 3 optimal features with 48.39% confidence from JSON config
[2025-12-02T20:54:22.905506] [DEBUG] [MAG       ] Building data for symbol: CNVS with lookback: 0
[2025-12-02T20:54:22.906295] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:54:22.906353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:22.911045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:54:22.961819] [DEBUG] [MAG       ] QGEN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:23.010259] [INFO ] [LOCAL     ] MRNA: Saved forecast.
[2025-12-02T20:54:23.010322] [INFO ] [main      ] MRNA: Signal=1 (Conf=80.0%), Magnitude=7.26% (Conf=54.5935%)
[2025-12-02T20:54:23.010690] [INFO ] [main      ] Progress: 899/965 forecasts completed (93.2%). MRNA finished in 0.7s. ETA: 10.9s. Rate: 362.85 forecasts/min
[2025-12-02T20:54:23.010809] [INFO ] [main      ] Fetching symbol history for COMM...
[2025-12-02T20:54:23.010849] [DEBUG] [REMOTE    ] COMM: Fetching historical data.
[2025-12-02T20:54:23.018112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:54:23.019021] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:23.021589] [DEBUG] [REMOTE    ] COMM: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:23.022451] [DEBUG] [LOCAL     ] Loaded configuration for COMM: 8 features, N/A% accuracy
[2025-12-02T20:54:23.022501] [INFO ] [LOCAL     ] COMM: Loaded 8 optimal features with 48.50% confidence from JSON config
[2025-12-02T20:54:23.022532] [DEBUG] [MAG       ] Building data for symbol: COMM with lookback: 0
[2025-12-02T20:54:23.023297] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:54:23.023356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:23.025021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:23.025506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:23.025898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:54:23.040891] [INFO ] [LOCAL     ] GNLN: Saved forecast.
[2025-12-02T20:54:23.040957] [INFO ] [main      ] GNLN: Signal=1 (Conf=80.0%), Magnitude=-53.14% (Conf=19.1158%)
[2025-12-02T20:54:23.041316] [INFO ] [main      ] Fetching symbol history for UWMC...
[2025-12-02T20:54:23.041366] [DEBUG] [REMOTE    ] UWMC: Fetching historical data.
[2025-12-02T20:54:23.041657] [INFO ] [main      ] Progress: 900/965 forecasts completed (93.3%). GNLN finished in 0.8s. ETA: 10.7s. Rate: 363.18 forecasts/min
[2025-12-02T20:54:23.046605] [INFO ] [LOCAL     ] QGEN: Saved forecast.
[2025-12-02T20:54:23.046670] [INFO ] [main      ] QGEN: Signal=1 (Conf=80.0%), Magnitude=-2.40% (Conf=53.3178%)
[2025-12-02T20:54:23.046824] [INFO ] [main      ] Fetching symbol history for DRTS...
[2025-12-02T20:54:23.046866] [DEBUG] [REMOTE    ] DRTS: Fetching historical data.
[2025-12-02T20:54:23.048635] [INFO ] [main      ] Progress: 901/965 forecasts completed (93.4%). QGEN finished in 0.6s. ETA: 10.6s. Rate: 363.57 forecasts/min
[2025-12-02T20:54:23.053150] [DEBUG] [REMOTE    ] UWMC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:23.054069] [DEBUG] [LOCAL     ] Loaded configuration for UWMC: 2 features, N/A% accuracy
[2025-12-02T20:54:23.054121] [INFO ] [LOCAL     ] UWMC: Loaded 2 optimal features with 50.78% confidence from JSON config
[2025-12-02T20:54:23.054154] [DEBUG] [MAG       ] Building data for symbol: UWMC with lookback: 0
[2025-12-02T20:54:23.054964] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:54:23.055029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:23.057769] [DEBUG] [REMOTE    ] DRTS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:23.059200] [DEBUG] [LOCAL     ] Loaded configuration for DRTS: 7 features, N/A% accuracy
[2025-12-02T20:54:23.059254] [INFO ] [LOCAL     ] DRTS: Loaded 7 optimal features with 58.80% confidence from JSON config
[2025-12-02T20:54:23.059284] [DEBUG] [MAG       ] Building data for symbol: DRTS with lookback: 0
[2025-12-02T20:54:23.060036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:54:23.060057] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:54:23.060116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:23.061771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:23.062260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:54:23.063285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:54:23.064874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:54:23.065896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:54:23.066545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:54:23.068157] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:23.137957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:54:23.171758] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:23.186629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:54:23.187602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:54:23.261669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:54:23.262912] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:23.368515] [DEBUG] [MAG       ] CNVS: Last date is validated at 2025-12-02
[2025-12-02T20:54:23.399426] [DEBUG] [MAG       ] DRTS: Last date is validated at 2025-12-02
[2025-12-02T20:54:23.516558] [DEBUG] [MAG       ] UWMC: Last date is validated at 2025-12-02
[2025-12-02T20:54:23.535668] [DEBUG] [MAG       ] CNVS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:23.565620] [DEBUG] [MAG       ] DRTS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:23.597242] [INFO ] [LOCAL     ] CNVS: Saved forecast.
[2025-12-02T20:54:23.597308] [INFO ] [main      ] CNVS: Signal=1 (Conf=80.0%), Magnitude=-5.07% (Conf=48.3917%)
[2025-12-02T20:54:23.597662] [INFO ] [main      ] Fetching symbol history for SHC...
[2025-12-02T20:54:23.597711] [DEBUG] [REMOTE    ] SHC: Fetching historical data.
[2025-12-02T20:54:23.598644] [INFO ] [main      ] Progress: 902/965 forecasts completed (93.5%). CNVS finished in 0.7s. ETA: 10.4s. Rate: 362.63 forecasts/min
[2025-12-02T20:54:23.608929] [DEBUG] [REMOTE    ] SHC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:23.609989] [DEBUG] [LOCAL     ] Loaded configuration for SHC: 1 features, N/A% accuracy
[2025-12-02T20:54:23.610041] [INFO ] [LOCAL     ] SHC: Loaded 1 optimal features with 53.41% confidence from JSON config
[2025-12-02T20:54:23.610072] [DEBUG] [MAG       ] Building data for symbol: SHC with lookback: 0
[2025-12-02T20:54:23.610857] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:54:23.610912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:54:23.612650] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:23.624229] [INFO ] [LOCAL     ] DRTS: Saved forecast.
[2025-12-02T20:54:23.624287] [INFO ] [main      ] DRTS: Signal=1 (Conf=80.0%), Magnitude=2.27% (Conf=58.8006%)
[2025-12-02T20:54:23.624657] [INFO ] [main      ] Fetching symbol history for AVBP...
[2025-12-02T20:54:23.624705] [DEBUG] [REMOTE    ] AVBP: Fetching historical data.
[2025-12-02T20:54:23.625610] [INFO ] [main      ] Progress: 903/965 forecasts completed (93.6%). DRTS finished in 0.6s. ETA: 10.2s. Rate: 362.97 forecasts/min
[2025-12-02T20:54:23.635966] [DEBUG] [REMOTE    ] AVBP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:23.636925] [DEBUG] [LOCAL     ] Loaded configuration for AVBP: 6 features, N/A% accuracy
[2025-12-02T20:54:23.636982] [INFO ] [LOCAL     ] AVBP: Loaded 6 optimal features with 56.16% confidence from JSON config
[2025-12-02T20:54:23.637013] [DEBUG] [MAG       ] Building data for symbol: AVBP with lookback: 0
[2025-12-02T20:54:23.637791] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:54:23.637850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:23.642513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:23.644267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:23.644751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:23.645132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:54:23.655099] [DEBUG] [MAG       ] COMM: Last date is validated at 2025-12-02
[2025-12-02T20:54:23.688376] [DEBUG] [MAG       ] UWMC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:23.721016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:54:23.722199] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:23.748738] [INFO ] [LOCAL     ] UWMC: Saved forecast.
[2025-12-02T20:54:23.748806] [INFO ] [main      ] UWMC: Signal=1 (Conf=80.0%), Magnitude=-0.87% (Conf=50.7824%)
[2025-12-02T20:54:23.749244] [INFO ] [main      ] Fetching symbol history for KEX...
[2025-12-02T20:54:23.749295] [DEBUG] [REMOTE    ] KEX: Fetching historical data.
[2025-12-02T20:54:23.749640] [INFO ] [main      ] Progress: 904/965 forecasts completed (93.7%). UWMC finished in 0.7s. ETA: 10.1s. Rate: 363.07 forecasts/min
[2025-12-02T20:54:23.760754] [DEBUG] [REMOTE    ] KEX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:23.761604] [DEBUG] [LOCAL     ] Loaded configuration for KEX: 3 features, N/A% accuracy
[2025-12-02T20:54:23.761661] [INFO ] [LOCAL     ] KEX: Loaded 3 optimal features with 46.38% confidence from JSON config
[2025-12-02T20:54:23.761703] [DEBUG] [MAG       ] Building data for symbol: KEX with lookback: 0
[2025-12-02T20:54:23.762465] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:54:23.762523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:54:23.763267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:54:23.764409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-02T20:54:23.770288] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:23.819410] [DEBUG] [MAG       ] COMM: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:23.901747] [INFO ] [LOCAL     ] COMM: Saved forecast.
[2025-12-02T20:54:23.901811] [INFO ] [main      ] COMM: Signal=1 (Conf=80.0%), Magnitude=1.36% (Conf=48.4957%)
[2025-12-02T20:54:23.902159] [INFO ] [main      ] Progress: 905/965 forecasts completed (93.8%). COMM finished in 0.9s. ETA: 9.9s. Rate: 363.10 forecasts/min
[2025-12-02T20:54:23.902278] [INFO ] [main      ] Fetching symbol history for BKSY...
[2025-12-02T20:54:23.902318] [DEBUG] [REMOTE    ] BKSY: Fetching historical data.
[2025-12-02T20:54:23.912999] [DEBUG] [REMOTE    ] BKSY: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:23.913838] [DEBUG] [LOCAL     ] Loaded configuration for BKSY: 6 features, N/A% accuracy
[2025-12-02T20:54:23.913893] [INFO ] [LOCAL     ] BKSY: Loaded 6 optimal features with 66.01% confidence from JSON config
[2025-12-02T20:54:23.913924] [DEBUG] [MAG       ] Building data for symbol: BKSY with lookback: 0
[2025-12-02T20:54:23.914687] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:54:23.914748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:23.919371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:23.921153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:23.921622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:54:23.951885] [DEBUG] [MAG       ] SHC: Last date is validated at 2025-12-02
[2025-12-02T20:54:23.970219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:54:23.970886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:54:23.972248] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:24.053780] [DEBUG] [MAG       ] AVBP: Last date is validated at 2025-12-02
[2025-12-02T20:54:24.109275] [DEBUG] [MAG       ] KEX: Last date is validated at 2025-12-02
[2025-12-02T20:54:24.131844] [DEBUG] [MAG       ] SHC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:24.196200] [INFO ] [LOCAL     ] SHC: Saved forecast.
[2025-12-02T20:54:24.196266] [INFO ] [main      ] SHC: Signal=1 (Conf=80.0%), Magnitude=1.19% (Conf=53.4103%)
[2025-12-02T20:54:24.196641] [INFO ] [main      ] Fetching symbol history for PIE...
[2025-12-02T20:54:24.196691] [DEBUG] [REMOTE    ] PIE: Fetching historical data.
[2025-12-02T20:54:24.196655] [INFO ] [main      ] Progress: 906/965 forecasts completed (93.9%). SHC finished in 0.6s. ETA: 9.8s. Rate: 362.78 forecasts/min
[2025-12-02T20:54:24.207767] [DEBUG] [REMOTE    ] PIE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:24.208869] [DEBUG] [LOCAL     ] Loaded configuration for PIE: 5 features, N/A% accuracy
[2025-12-02T20:54:24.208920] [INFO ] [LOCAL     ] PIE: Loaded 5 optimal features with 43.89% confidence from JSON config
[2025-12-02T20:54:24.208950] [DEBUG] [MAG       ] Building data for symbol: PIE with lookback: 0
[2025-12-02T20:54:24.209749] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:54:24.209809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:24.211494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:24.212024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:54:24.212811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:54:24.219611] [DEBUG] [MAG       ] AVBP: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:24.252172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:54:24.255300] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:24.280648] [DEBUG] [MAG       ] KEX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:24.299722] [INFO ] [LOCAL     ] AVBP: Saved forecast.
[2025-12-02T20:54:24.299787] [INFO ] [main      ] AVBP: Signal=1 (Conf=80.0%), Magnitude=-1.29% (Conf=56.1613%)
[2025-12-02T20:54:24.300137] [INFO ] [main      ] Fetching symbol history for UYLD...
[2025-12-02T20:54:24.300186] [DEBUG] [REMOTE    ] UYLD: Fetching historical data.
[2025-12-02T20:54:24.300629] [INFO ] [main      ] Progress: 907/965 forecasts completed (94.0%). AVBP finished in 0.7s. ETA: 9.6s. Rate: 362.93 forecasts/min
[2025-12-02T20:54:24.304613] [DEBUG] [MAG       ] BKSY: Last date is validated at 2025-12-02
[2025-12-02T20:54:24.311185] [DEBUG] [REMOTE    ] UYLD: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:24.312195] [DEBUG] [LOCAL     ] Loaded configuration for UYLD: 7 features, N/A% accuracy
[2025-12-02T20:54:24.312252] [INFO ] [LOCAL     ] UYLD: Loaded 7 optimal features with 15.44% confidence from JSON config
[2025-12-02T20:54:24.312283] [DEBUG] [MAG       ] Building data for symbol: UYLD with lookback: 0
[2025-12-02T20:54:24.313066] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:54:24.313138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:24.317903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:24.319701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:24.320168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:24.320611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:24.320989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:54:24.322919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:54:24.323632] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:24.397671] [INFO ] [LOCAL     ] KEX: Saved forecast.
[2025-12-02T20:54:24.397738] [INFO ] [main      ] KEX: Signal=1 (Conf=80.0%), Magnitude=-1.01% (Conf=46.3847%)
[2025-12-02T20:54:24.398150] [INFO ] [main      ] Fetching symbol history for NA...
[2025-12-02T20:54:24.398201] [DEBUG] [REMOTE    ] NA: Fetching historical data.
[2025-12-02T20:54:24.399620] [INFO ] [main      ] Progress: 908/965 forecasts completed (94.1%). KEX finished in 0.6s. ETA: 9.4s. Rate: 363.09 forecasts/min
[2025-12-02T20:54:24.409137] [DEBUG] [REMOTE    ] NA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:24.410013] [DEBUG] [LOCAL     ] Loaded configuration for NA: 8 features, N/A% accuracy
[2025-12-02T20:54:24.410068] [INFO ] [LOCAL     ] NA: Loaded 8 optimal features with 41.80% confidence from JSON config
[2025-12-02T20:54:24.410101] [DEBUG] [MAG       ] Building data for symbol: NA with lookback: 0
[2025-12-02T20:54:24.410876] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:54:24.410937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:24.415990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:24.417803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:24.418304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:24.418774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:24.419160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:54:24.420377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:54:24.422771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:54:24.424875] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:24.468495] [DEBUG] [MAG       ] BKSY: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:24.556459] [INFO ] [LOCAL     ] BKSY: Saved forecast.
[2025-12-02T20:54:24.556523] [INFO ] [main      ] BKSY: Signal=1 (Conf=80.0%), Magnitude=-1.46% (Conf=66.0128%)
[2025-12-02T20:54:24.556888] [INFO ] [main      ] Progress: 909/965 forecasts completed (94.2%). BKSY finished in 0.7s. ETA: 9.3s. Rate: 363.11 forecasts/min
[2025-12-02T20:54:24.557019] [INFO ] [main      ] Fetching symbol history for PGC...
[2025-12-02T20:54:24.557059] [DEBUG] [REMOTE    ] PGC: Fetching historical data.
[2025-12-02T20:54:24.568341] [DEBUG] [REMOTE    ] PGC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:24.569260] [DEBUG] [LOCAL     ] Loaded configuration for PGC: 2 features, N/A% accuracy
[2025-12-02T20:54:24.569314] [INFO ] [LOCAL     ] PGC: Loaded 2 optimal features with 54.18% confidence from JSON config
[2025-12-02T20:54:24.569345] [DEBUG] [MAG       ] Building data for symbol: PGC with lookback: 0
[2025-12-02T20:54:24.570102] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:54:24.570158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:54:24.598557] [DEBUG] [MAG       ] PIE: Last date is validated at 2025-12-02
[2025-12-02T20:54:24.608243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:54:24.608961] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:24.657491] [DEBUG] [MAG       ] UYLD: Last date is validated at 2025-12-02
[2025-12-02T20:54:24.764708] [DEBUG] [MAG       ] NA: Last date is validated at 2025-12-02
[2025-12-02T20:54:24.766129] [DEBUG] [MAG       ] PIE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:24.822264] [DEBUG] [MAG       ] UYLD: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:24.830684] [INFO ] [LOCAL     ] PIE: Saved forecast.
[2025-12-02T20:54:24.830749] [INFO ] [main      ] PIE: Signal=1 (Conf=80.0%), Magnitude=-0.28% (Conf=43.887%)
[2025-12-02T20:54:24.831095] [INFO ] [main      ] Fetching symbol history for MGY...
[2025-12-02T20:54:24.831147] [DEBUG] [REMOTE    ] MGY: Fetching historical data.
[2025-12-02T20:54:24.832646] [INFO ] [main      ] Progress: 910/965 forecasts completed (94.3%). PIE finished in 0.6s. ETA: 9.1s. Rate: 362.84 forecasts/min
[2025-12-02T20:54:24.842865] [DEBUG] [REMOTE    ] MGY: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:24.843909] [DEBUG] [LOCAL     ] Loaded configuration for MGY: 5 features, N/A% accuracy
[2025-12-02T20:54:24.843961] [INFO ] [LOCAL     ] MGY: Loaded 5 optimal features with 52.96% confidence from JSON config
[2025-12-02T20:54:24.843991] [DEBUG] [MAG       ] Building data for symbol: MGY with lookback: 0
[2025-12-02T20:54:24.844766] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:54:24.844824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:24.849607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:24.851329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:24.851821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:24.852199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:54:24.882239] [INFO ] [LOCAL     ] UYLD: Saved forecast.
[2025-12-02T20:54:24.882304] [INFO ] [main      ] UYLD: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=15.4414%)
[2025-12-02T20:54:24.882686] [INFO ] [main      ] Fetching symbol history for PB...
[2025-12-02T20:54:24.882735] [DEBUG] [REMOTE    ] PB: Fetching historical data.
[2025-12-02T20:54:24.883616] [INFO ] [main      ] Progress: 911/965 forecasts completed (94.4%). UYLD finished in 0.6s. ETA: 8.9s. Rate: 363.12 forecasts/min
[2025-12-02T20:54:24.893612] [DEBUG] [REMOTE    ] PB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:24.894556] [DEBUG] [LOCAL     ] Loaded configuration for PB: 7 features, N/A% accuracy
[2025-12-02T20:54:24.894626] [INFO ] [LOCAL     ] PB: Loaded 7 optimal features with 56.65% confidence from JSON config
[2025-12-02T20:54:24.894657] [DEBUG] [MAG       ] Building data for symbol: PB with lookback: 0
[2025-12-02T20:54:24.895407] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:54:24.895467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:24.897157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:24.897674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:24.898076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:54:24.898824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:54:24.899639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:54:24.932489] [DEBUG] [MAG       ] NA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:24.938829] [DEBUG] [MAG       ] PGC: Last date is validated at 2025-12-02
[2025-12-02T20:54:24.962998] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:25.006712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:54:25.007789] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:25.025919] [INFO ] [LOCAL     ] NA: Saved forecast.
[2025-12-02T20:54:25.025985] [INFO ] [main      ] NA: Signal=1 (Conf=80.0%), Magnitude=5.75% (Conf=41.7981%)
[2025-12-02T20:54:25.026429] [INFO ] [main      ] Fetching symbol history for VINP...
[2025-12-02T20:54:25.026479] [DEBUG] [REMOTE    ] VINP: Fetching historical data.
[2025-12-02T20:54:25.026617] [INFO ] [main      ] Progress: 912/965 forecasts completed (94.5%). NA finished in 0.6s. ETA: 8.8s. Rate: 363.17 forecasts/min
[2025-12-02T20:54:25.037268] [DEBUG] [REMOTE    ] VINP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:25.038237] [DEBUG] [LOCAL     ] Loaded configuration for VINP: 1 features, N/A% accuracy
[2025-12-02T20:54:25.038288] [INFO ] [LOCAL     ] VINP: Loaded 1 optimal features with 56.52% confidence from JSON config
[2025-12-02T20:54:25.038318] [DEBUG] [MAG       ] Building data for symbol: VINP with lookback: 0
[2025-12-02T20:54:25.039087] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:54:25.039144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:54:25.040236] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:25.101587] [DEBUG] [MAG       ] PGC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:25.175382] [INFO ] [LOCAL     ] PGC: Saved forecast.
[2025-12-02T20:54:25.175795] [INFO ] [main      ] PGC: Signal=1 (Conf=80.0%), Magnitude=-0.64% (Conf=54.1793%)
[2025-12-02T20:54:25.176097] [INFO ] [main      ] Fetching symbol history for FYX...
[2025-12-02T20:54:25.176155] [DEBUG] [REMOTE    ] FYX: Fetching historical data.
[2025-12-02T20:54:25.176960] [INFO ] [main      ] Progress: 913/965 forecasts completed (94.6%). PGC finished in 0.6s. ETA: 8.6s. Rate: 363.21 forecasts/min
[2025-12-02T20:54:25.188971] [DEBUG] [REMOTE    ] FYX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:25.189958] [DEBUG] [LOCAL     ] Loaded configuration for FYX: 4 features, N/A% accuracy
[2025-12-02T20:54:25.190014] [INFO ] [LOCAL     ] FYX: Loaded 4 optimal features with 50.43% confidence from JSON config
[2025-12-02T20:54:25.190046] [DEBUG] [MAG       ] Building data for symbol: FYX with lookback: 0
[2025-12-02T20:54:25.190868] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:54:25.190925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:25.195683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:25.197519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:25.197987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:25.198388] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:25.306288] [DEBUG] [MAG       ] MGY: Last date is validated at 2025-12-02
[2025-12-02T20:54:25.338993] [DEBUG] [MAG       ] PB: Last date is validated at 2025-12-02
[2025-12-02T20:54:25.377721] [DEBUG] [MAG       ] VINP: Last date is validated at 2025-12-02
[2025-12-02T20:54:25.471068] [DEBUG] [MAG       ] MGY: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:25.505918] [DEBUG] [MAG       ] PB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:25.541692] [DEBUG] [MAG       ] FYX: Last date is validated at 2025-12-02
[2025-12-02T20:54:25.547130] [INFO ] [LOCAL     ] MGY: Saved forecast.
[2025-12-02T20:54:25.547195] [INFO ] [main      ] MGY: Signal=1 (Conf=80.0%), Magnitude=0.05% (Conf=52.9587%)
[2025-12-02T20:54:25.547523] [INFO ] [main      ] Progress: 914/965 forecasts completed (94.7%). MGY finished in 0.7s. ETA: 8.4s. Rate: 362.72 forecasts/min
[2025-12-02T20:54:25.547660] [INFO ] [main      ] Fetching symbol history for CUZ...
[2025-12-02T20:54:25.547702] [DEBUG] [REMOTE    ] CUZ: Fetching historical data.
[2025-12-02T20:54:25.549828] [DEBUG] [MAG       ] VINP: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:25.558890] [DEBUG] [REMOTE    ] CUZ: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:25.559879] [DEBUG] [LOCAL     ] Loaded configuration for CUZ: 6 features, N/A% accuracy
[2025-12-02T20:54:25.559929] [INFO ] [LOCAL     ] CUZ: Loaded 6 optimal features with 54.73% confidence from JSON config
[2025-12-02T20:54:25.559959] [DEBUG] [MAG       ] Building data for symbol: CUZ with lookback: 0
[2025-12-02T20:54:25.560752] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:54:25.560811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:25.565538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:25.567318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:25.567805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:25.568210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:54:25.569321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:54:25.569994] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:25.592066] [INFO ] [LOCAL     ] PB: Saved forecast.
[2025-12-02T20:54:25.592131] [INFO ] [main      ] PB: Signal=1 (Conf=80.0%), Magnitude=-3.38% (Conf=56.6536%)
[2025-12-02T20:54:25.592469] [INFO ] [main      ] Fetching symbol history for TEO...
[2025-12-02T20:54:25.592517] [DEBUG] [REMOTE    ] TEO: Fetching historical data.
[2025-12-02T20:54:25.592645] [INFO ] [main      ] Progress: 915/965 forecasts completed (94.8%). PB finished in 0.7s. ETA: 8.3s. Rate: 363.01 forecasts/min
[2025-12-02T20:54:25.603549] [DEBUG] [REMOTE    ] TEO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:25.604464] [DEBUG] [LOCAL     ] Loaded configuration for TEO: 6 features, N/A% accuracy
[2025-12-02T20:54:25.604515] [INFO ] [LOCAL     ] TEO: Loaded 6 optimal features with 48.28% confidence from JSON config
[2025-12-02T20:54:25.604545] [DEBUG] [MAG       ] Building data for symbol: TEO with lookback: 0
[2025-12-02T20:54:25.605305] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:54:25.605364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:25.605859] [INFO ] [LOCAL     ] VINP: Saved forecast.
[2025-12-02T20:54:25.605925] [INFO ] [main      ] VINP: Signal=1 (Conf=80.0%), Magnitude=0.62% (Conf=56.516%)
[2025-12-02T20:54:25.606299] [INFO ] [main      ] Fetching symbol history for LNKB...
[2025-12-02T20:54:25.606350] [DEBUG] [REMOTE    ] LNKB: Fetching historical data.
[2025-12-02T20:54:25.606615] [INFO ] [main      ] Progress: 916/965 forecasts completed (94.9%). VINP finished in 0.6s. ETA: 8.1s. Rate: 363.37 forecasts/min
[2025-12-02T20:54:25.610182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:25.611910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:25.612373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:25.612773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:54:25.613623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:54:25.614280] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:25.616759] [DEBUG] [REMOTE    ] LNKB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:25.617683] [DEBUG] [LOCAL     ] Loaded configuration for LNKB: 1 features, N/A% accuracy
[2025-12-02T20:54:25.617736] [INFO ] [LOCAL     ] LNKB: Loaded 1 optimal features with 57.71% confidence from JSON config
[2025-12-02T20:54:25.617767] [DEBUG] [MAG       ] Building data for symbol: LNKB with lookback: 0
[2025-12-02T20:54:25.618566] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:54:25.618642] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:25.623599] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:25.716545] [DEBUG] [MAG       ] FYX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:25.808472] [INFO ] [LOCAL     ] FYX: Saved forecast.
[2025-12-02T20:54:25.808539] [INFO ] [main      ] FYX: Signal=1 (Conf=80.0%), Magnitude=-1.81% (Conf=50.4309%)
[2025-12-02T20:54:25.808910] [INFO ] [main      ] Fetching symbol history for BCDA...
[2025-12-02T20:54:25.808959] [DEBUG] [REMOTE    ] BCDA: Fetching historical data.
[2025-12-02T20:54:25.809633] [INFO ] [main      ] Progress: 917/965 forecasts completed (95.0%). FYX finished in 0.6s. ETA: 7.9s. Rate: 363.28 forecasts/min
[2025-12-02T20:54:25.819386] [DEBUG] [REMOTE    ] BCDA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:25.820403] [DEBUG] [LOCAL     ] Loaded configuration for BCDA: 6 features, N/A% accuracy
[2025-12-02T20:54:25.820457] [INFO ] [LOCAL     ] BCDA: Loaded 6 optimal features with 59.74% confidence from JSON config
[2025-12-02T20:54:25.820489] [DEBUG] [MAG       ] Building data for symbol: BCDA with lookback: 0
[2025-12-02T20:54:25.821255] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:54:25.821314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:25.825979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:25.827711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:25.828183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:25.828552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:54:25.830012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:54:25.846951] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:25.899159] [DEBUG] [MAG       ] CUZ: Last date is validated at 2025-12-02
[2025-12-02T20:54:25.945520] [DEBUG] [MAG       ] TEO: Last date is validated at 2025-12-02
[2025-12-02T20:54:25.959352] [DEBUG] [MAG       ] LNKB: Last date is validated at 2025-12-02
[2025-12-02T20:54:26.061832] [DEBUG] [MAG       ] CUZ: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:26.109219] [DEBUG] [MAG       ] TEO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:26.124300] [DEBUG] [MAG       ] LNKB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:26.132997] [INFO ] [LOCAL     ] CUZ: Saved forecast.
[2025-12-02T20:54:26.133061] [INFO ] [main      ] CUZ: Signal=1 (Conf=80.0%), Magnitude=1.70% (Conf=54.7276%)
[2025-12-02T20:54:26.133367] [INFO ] [main      ] Fetching symbol history for TLYS...
[2025-12-02T20:54:26.133422] [DEBUG] [REMOTE    ] TLYS: Fetching historical data.
[2025-12-02T20:54:26.134218] [INFO ] [main      ] Progress: 918/965 forecasts completed (95.1%). CUZ finished in 0.6s. ETA: 7.8s. Rate: 362.90 forecasts/min
[2025-12-02T20:54:26.145058] [DEBUG] [REMOTE    ] TLYS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:26.146108] [DEBUG] [LOCAL     ] Loaded configuration for TLYS: 9 features, N/A% accuracy
[2025-12-02T20:54:26.146158] [INFO ] [LOCAL     ] TLYS: Loaded 9 optimal features with 42.63% confidence from JSON config
[2025-12-02T20:54:26.146188] [DEBUG] [MAG       ] Building data for symbol: TLYS with lookback: 0
[2025-12-02T20:54:26.146953] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:54:26.147014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:26.151732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:26.153461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:26.153947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:26.154375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:26.154773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:54:26.155489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:54:26.178678] [DEBUG] [MAG       ] BCDA: Last date is validated at 2025-12-02
[2025-12-02T20:54:26.178838] [INFO ] [LOCAL     ] LNKB: Saved forecast.
[2025-12-02T20:54:26.178905] [INFO ] [main      ] LNKB: Signal=1 (Conf=80.0%), Magnitude=-0.33% (Conf=57.7089%)
[2025-12-02T20:54:26.179155] [INFO ] [LOCAL     ] TEO: Saved forecast.
[2025-12-02T20:54:26.179226] [INFO ] [main      ] TEO: Signal=1 (Conf=80.0%), Magnitude=0.04% (Conf=48.2847%)
[2025-12-02T20:54:26.179273] [INFO ] [main      ] Fetching symbol history for STXG...
[2025-12-02T20:54:26.179324] [DEBUG] [REMOTE    ] STXG: Fetching historical data.
[2025-12-02T20:54:26.179648] [INFO ] [main      ] Fetching symbol history for NKX...
[2025-12-02T20:54:26.179730] [DEBUG] [REMOTE    ] NKX: Fetching historical data.
[2025-12-02T20:54:26.179655] [INFO ] [main      ] Progress: 919/965 forecasts completed (95.2%). LNKB finished in 0.6s. ETA: 7.6s. Rate: 363.18 forecasts/min
[2025-12-02T20:54:26.180745] [INFO ] [main      ] Progress: 920/965 forecasts completed (95.3%). TEO finished in 0.6s. ETA: 7.4s. Rate: 363.57 forecasts/min
[2025-12-02T20:54:26.190365] [DEBUG] [REMOTE    ] STXG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:26.191519] [DEBUG] [LOCAL     ] Loaded configuration for STXG: 9 features, N/A% accuracy
[2025-12-02T20:54:26.191585] [INFO ] [LOCAL     ] STXG: Loaded 9 optimal features with 42.66% confidence from JSON config
[2025-12-02T20:54:26.191632] [DEBUG] [MAG       ] Building data for symbol: STXG with lookback: 0
[2025-12-02T20:54:26.191697] [DEBUG] [REMOTE    ] NKX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:26.192392] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:54:26.192457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:26.192628] [DEBUG] [LOCAL     ] Loaded configuration for NKX: 6 features, N/A% accuracy
[2025-12-02T20:54:26.192680] [INFO ] [LOCAL     ] NKX: Loaded 6 optimal features with 50.36% confidence from JSON config
[2025-12-02T20:54:26.192712] [DEBUG] [MAG       ] Building data for symbol: NKX with lookback: 0
[2025-12-02T20:54:26.193466] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:54:26.193527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:26.195177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:26.195682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:54:26.196711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:54:26.197367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:26.198349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:54:26.199338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:26.199399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:54:26.199835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:54:26.200057] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:26.230195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:54:26.233002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-02T20:54:26.234944] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:26.309337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:54:26.311179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:54:26.312208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:54:26.313870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:54:26.314920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:54:26.315604] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:26.344820] [DEBUG] [MAG       ] BCDA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:26.404204] [INFO ] [LOCAL     ] BCDA: Saved forecast.
[2025-12-02T20:54:26.404266] [INFO ] [main      ] BCDA: Signal=1 (Conf=80.0%), Magnitude=0.67% (Conf=59.7372%)
[2025-12-02T20:54:26.404640] [INFO ] [main      ] Fetching symbol history for BMI...
[2025-12-02T20:54:26.404689] [DEBUG] [REMOTE    ] BMI: Fetching historical data.
[2025-12-02T20:54:26.406682] [INFO ] [main      ] Progress: 921/965 forecasts completed (95.4%). BCDA finished in 0.6s. ETA: 7.3s. Rate: 363.43 forecasts/min
[2025-12-02T20:54:26.415590] [DEBUG] [REMOTE    ] BMI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:26.416733] [DEBUG] [LOCAL     ] Loaded configuration for BMI: 9 features, N/A% accuracy
[2025-12-02T20:54:26.416783] [INFO ] [LOCAL     ] BMI: Loaded 9 optimal features with 52.82% confidence from JSON config
[2025-12-02T20:54:26.416813] [DEBUG] [MAG       ] Building data for symbol: BMI with lookback: 0
[2025-12-02T20:54:26.417564] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:54:26.417644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:26.422301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-02T20:54:26.424126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:54:26.424802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:26.426466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:26.426934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:54:26.427937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:54:26.429552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:54:26.430543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:54:26.431196] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:26.529428] [DEBUG] [MAG       ] NKX: Last date is validated at 2025-12-02
[2025-12-02T20:54:26.567914] [DEBUG] [MAG       ] TLYS: Last date is validated at 2025-12-02
[2025-12-02T20:54:26.679745] [DEBUG] [MAG       ] STXG: Last date is validated at 2025-12-02
[2025-12-02T20:54:26.692443] [DEBUG] [MAG       ] NKX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:26.732895] [DEBUG] [MAG       ] TLYS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:26.748986] [INFO ] [LOCAL     ] NKX: Saved forecast.
[2025-12-02T20:54:26.749057] [INFO ] [main      ] NKX: Signal=1 (Conf=80.0%), Magnitude=-0.29% (Conf=50.3635%)
[2025-12-02T20:54:26.749459] [INFO ] [main      ] Fetching symbol history for BPYPP...
[2025-12-02T20:54:26.749508] [DEBUG] [REMOTE    ] BPYPP: Fetching historical data.
[2025-12-02T20:54:26.749656] [INFO ] [main      ] Progress: 922/965 forecasts completed (95.5%). NKX finished in 0.6s. ETA: 7.1s. Rate: 363.01 forecasts/min
[2025-12-02T20:54:26.760323] [DEBUG] [REMOTE    ] BPYPP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:26.761097] [DEBUG] [MAG       ] BMI: Last date is validated at 2025-12-02
[2025-12-02T20:54:26.761355] [DEBUG] [LOCAL     ] Loaded configuration for BPYPP: 7 features, N/A% accuracy
[2025-12-02T20:54:26.761412] [INFO ] [LOCAL     ] BPYPP: Loaded 7 optimal features with 56.18% confidence from JSON config
[2025-12-02T20:54:26.761443] [DEBUG] [MAG       ] Building data for symbol: BPYPP with lookback: 0
[2025-12-02T20:54:26.762219] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:54:26.762280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:26.766950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:54:26.768697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:54:26.798386] [INFO ] [LOCAL     ] TLYS: Saved forecast.
[2025-12-02T20:54:26.798450] [INFO ] [main      ] TLYS: Signal=1 (Conf=80.0%), Magnitude=13.26% (Conf=42.6281%)
[2025-12-02T20:54:26.798834] [INFO ] [main      ] Progress: 923/965 forecasts completed (95.6%). TLYS finished in 0.7s. ETA: 6.9s. Rate: 363.28 forecasts/min
[2025-12-02T20:54:26.798962] [INFO ] [main      ] Fetching symbol history for HDB...
[2025-12-02T20:54:26.799003] [DEBUG] [REMOTE    ] HDB: Fetching historical data.
[2025-12-02T20:54:26.807733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:54:26.808623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:54:26.810224] [DEBUG] [REMOTE    ] HDB: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:26.811272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-02T20:54:26.811382] [DEBUG] [LOCAL     ] Loaded configuration for HDB: 2 features, N/A% accuracy
[2025-12-02T20:54:26.811434] [INFO ] [LOCAL     ] HDB: Loaded 2 optimal features with 54.55% confidence from JSON config
[2025-12-02T20:54:26.811465] [DEBUG] [MAG       ] Building data for symbol: HDB with lookback: 0
[2025-12-02T20:54:26.812228] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:54:26.812285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:26.812610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-02T20:54:26.813293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:26.816970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-02T20:54:26.819359] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:26.851004] [DEBUG] [MAG       ] STXG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:26.928906] [INFO ] [LOCAL     ] STXG: Saved forecast.
[2025-12-02T20:54:26.928972] [INFO ] [main      ] STXG: Signal=1 (Conf=80.0%), Magnitude=-0.75% (Conf=42.6567%)
[2025-12-02T20:54:26.929334] [INFO ] [main      ] Fetching symbol history for LANDO...
[2025-12-02T20:54:26.929383] [DEBUG] [REMOTE    ] LANDO: Fetching historical data.
[2025-12-02T20:54:26.930645] [INFO ] [main      ] Progress: 924/965 forecasts completed (95.8%). STXG finished in 0.7s. ETA: 6.8s. Rate: 363.36 forecasts/min
[2025-12-02T20:54:26.930950] [DEBUG] [MAG       ] BMI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:26.939694] [DEBUG] [REMOTE    ] LANDO: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:26.940656] [DEBUG] [LOCAL     ] Loaded configuration for LANDO: 8 features, N/A% accuracy
[2025-12-02T20:54:26.940723] [INFO ] [LOCAL     ] LANDO: Loaded 8 optimal features with 55.49% confidence from JSON config
[2025-12-02T20:54:26.940757] [DEBUG] [MAG       ] Building data for symbol: LANDO with lookback: 0
[2025-12-02T20:54:26.941543] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:54:26.941623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:26.943391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:26.943925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:26.944324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:54:26.945221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:54:26.947746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:54:27.062974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:54:27.064953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:54:27.066112] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:27.086537] [INFO ] [LOCAL     ] BMI: Saved forecast.
[2025-12-02T20:54:27.086622] [INFO ] [main      ] BMI: Signal=1 (Conf=80.0%), Magnitude=2.45% (Conf=52.8178%)
[2025-12-02T20:54:27.086978] [INFO ] [main      ] Fetching symbol history for NMRK...
[2025-12-02T20:54:27.087027] [DEBUG] [REMOTE    ] NMRK: Fetching historical data.
[2025-12-02T20:54:27.088650] [INFO ] [main      ] Progress: 925/965 forecasts completed (95.9%). BMI finished in 0.7s. ETA: 6.6s. Rate: 363.38 forecasts/min
[2025-12-02T20:54:27.098070] [DEBUG] [REMOTE    ] NMRK: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:27.099325] [DEBUG] [LOCAL     ] Loaded configuration for NMRK: 6 features, N/A% accuracy
[2025-12-02T20:54:27.099393] [INFO ] [LOCAL     ] NMRK: Loaded 6 optimal features with 63.09% confidence from JSON config
[2025-12-02T20:54:27.099436] [DEBUG] [MAG       ] Building data for symbol: NMRK with lookback: 0
[2025-12-02T20:54:27.100615] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:54:27.100692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:27.102890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:27.103393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:27.103837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:54:27.104842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:54:27.106759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:54:27.107846] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:27.141159] [DEBUG] [MAG       ] BPYPP: Last date is validated at 2025-12-02
[2025-12-02T20:54:27.147987] [DEBUG] [MAG       ] HDB: Last date is validated at 2025-12-02
[2025-12-02T20:54:27.304187] [DEBUG] [MAG       ] BPYPP: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:27.317779] [DEBUG] [MAG       ] HDB: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:27.369046] [INFO ] [LOCAL     ] BPYPP: Saved forecast.
[2025-12-02T20:54:27.369109] [INFO ] [main      ] BPYPP: Signal=1 (Conf=80.0%), Magnitude=-2.31% (Conf=56.1801%)
[2025-12-02T20:54:27.369265] [INFO ] [main      ] Fetching symbol history for FTC...
[2025-12-02T20:54:27.369820] [DEBUG] [REMOTE    ] FTC: Fetching historical data.
[2025-12-02T20:54:27.370789] [INFO ] [main      ] Progress: 926/965 forecasts completed (96.0%). BPYPP finished in 0.6s. ETA: 6.4s. Rate: 363.10 forecasts/min
[2025-12-02T20:54:27.381070] [DEBUG] [REMOTE    ] FTC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:27.382647] [DEBUG] [LOCAL     ] Loaded configuration for FTC: 6 features, N/A% accuracy
[2025-12-02T20:54:27.382700] [INFO ] [LOCAL     ] FTC: Loaded 6 optimal features with 49.82% confidence from JSON config
[2025-12-02T20:54:27.382740] [DEBUG] [MAG       ] Building data for symbol: FTC with lookback: 0
[2025-12-02T20:54:27.383506] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:54:27.383565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:27.385230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:27.385741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:27.386164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:27.386539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-02T20:54:27.388629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:54:27.389721] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:27.391946] [INFO ] [LOCAL     ] HDB: Saved forecast.
[2025-12-02T20:54:27.392012] [INFO ] [main      ] HDB: Signal=1 (Conf=80.0%), Magnitude=1.01% (Conf=54.5492%)
[2025-12-02T20:54:27.392355] [INFO ] [main      ] Progress: 927/965 forecasts completed (96.1%). HDB finished in 0.6s. ETA: 6.3s. Rate: 363.44 forecasts/min
[2025-12-02T20:54:27.392478] [INFO ] [main      ] Fetching symbol history for OSPN...
[2025-12-02T20:54:27.392520] [DEBUG] [REMOTE    ] OSPN: Fetching historical data.
[2025-12-02T20:54:27.404033] [DEBUG] [REMOTE    ] OSPN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:27.405225] [DEBUG] [LOCAL     ] Loaded configuration for OSPN: 7 features, N/A% accuracy
[2025-12-02T20:54:27.405277] [INFO ] [LOCAL     ] OSPN: Loaded 7 optimal features with 64.50% confidence from JSON config
[2025-12-02T20:54:27.405307] [DEBUG] [MAG       ] Building data for symbol: OSPN with lookback: 0
[2025-12-02T20:54:27.406162] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:54:27.406224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:27.408240] [DEBUG] [MAG       ] LANDO: Last date is validated at 2025-12-02
[2025-12-02T20:54:27.411263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:27.413150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:27.413664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:27.414107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:54:27.446531] [DEBUG] [MAG       ] NMRK: Last date is validated at 2025-12-02
[2025-12-02T20:54:27.528871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:54:27.530298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:54:27.532336] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:27.574828] [DEBUG] [MAG       ] LANDO: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:27.612084] [DEBUG] [MAG       ] NMRK: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:27.687136] [INFO ] [LOCAL     ] NMRK: Saved forecast.
[2025-12-02T20:54:27.687200] [INFO ] [main      ] NMRK: Signal=1 (Conf=80.0%), Magnitude=0.41% (Conf=63.0876%)
[2025-12-02T20:54:27.687353] [INFO ] [main      ] Fetching symbol history for REBN...
[2025-12-02T20:54:27.687395] [DEBUG] [REMOTE    ] REBN: Fetching historical data.
[2025-12-02T20:54:27.687858] [INFO ] [main      ] Progress: 928/965 forecasts completed (96.2%). NMRK finished in 0.6s. ETA: 6.1s. Rate: 363.13 forecasts/min
[2025-12-02T20:54:27.697123] [INFO ] [LOCAL     ] LANDO: Saved forecast.
[2025-12-02T20:54:27.697513] [INFO ] [main      ] LANDO: Signal=1 (Conf=80.0%), Magnitude=0.15% (Conf=55.4937%)
[2025-12-02T20:54:27.697863] [INFO ] [main      ] Fetching symbol history for CMSC...
[2025-12-02T20:54:27.697913] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-12-02T20:54:27.698667] [INFO ] [main      ] Progress: 929/965 forecasts completed (96.3%). LANDO finished in 0.8s. ETA: 5.9s. Rate: 363.50 forecasts/min
[2025-12-02T20:54:27.700381] [DEBUG] [REMOTE    ] REBN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:27.701426] [DEBUG] [LOCAL     ] Loaded configuration for REBN: 9 features, N/A% accuracy
[2025-12-02T20:54:27.701499] [INFO ] [LOCAL     ] REBN: Loaded 9 optimal features with 56.72% confidence from JSON config
[2025-12-02T20:54:27.701531] [DEBUG] [MAG       ] Building data for symbol: REBN with lookback: 0
[2025-12-02T20:54:27.702331] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-02T20:54:27.702391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:27.706922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:27.707428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:27.707821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:54:27.709207] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:27.710114] [DEBUG] [LOCAL     ] Loaded configuration for CMSC: 3 features, N/A% accuracy
[2025-12-02T20:54:27.710165] [INFO ] [LOCAL     ] CMSC: Loaded 3 optimal features with 53.29% confidence from JSON config
[2025-12-02T20:54:27.710152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:54:27.710197] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 0
[2025-12-02T20:54:27.710987] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:54:27.711046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:27.711080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:54:27.716233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:54:27.717250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:54:27.718300] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:27.721857] [DEBUG] [MAG       ] FTC: Last date is validated at 2025-12-02
[2025-12-02T20:54:27.758517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:54:27.761253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:54:27.778595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:54:27.779407] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:27.875085] [DEBUG] [MAG       ] OSPN: Last date is validated at 2025-12-02
[2025-12-02T20:54:27.885625] [DEBUG] [MAG       ] FTC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:28.046927] [DEBUG] [MAG       ] OSPN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:28.060994] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-12-02
[2025-12-02T20:54:28.077115] [INFO ] [LOCAL     ] FTC: Saved forecast.
[2025-12-02T20:54:28.077179] [INFO ] [main      ] FTC: Signal=1 (Conf=80.0%), Magnitude=0.07% (Conf=49.8219%)
[2025-12-02T20:54:28.077544] [INFO ] [main      ] Fetching symbol history for OKTA...
[2025-12-02T20:54:28.077611] [DEBUG] [REMOTE    ] OKTA: Fetching historical data.
[2025-12-02T20:54:28.077585] [INFO ] [main      ] Progress: 930/965 forecasts completed (96.4%). FTC finished in 0.7s. ETA: 5.8s. Rate: 362.99 forecasts/min
[2025-12-02T20:54:28.090060] [DEBUG] [REMOTE    ] OKTA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:28.091116] [DEBUG] [LOCAL     ] Loaded configuration for OKTA: 5 features, N/A% accuracy
[2025-12-02T20:54:28.091178] [INFO ] [LOCAL     ] OKTA: Loaded 5 optimal features with 60.61% confidence from JSON config
[2025-12-02T20:54:28.091210] [DEBUG] [MAG       ] Building data for symbol: OKTA with lookback: 0
[2025-12-02T20:54:28.091982] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:54:28.092040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:54:28.092891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:54:28.095283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-02T20:54:28.095977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:54:28.097910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:54:28.099530] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:28.111823] [DEBUG] [MAG       ] REBN: Last date is validated at 2025-12-02
[2025-12-02T20:54:28.123137] [INFO ] [LOCAL     ] OSPN: Saved forecast.
[2025-12-02T20:54:28.123205] [INFO ] [main      ] OSPN: Signal=1 (Conf=80.0%), Magnitude=-1.97% (Conf=64.4951%)
[2025-12-02T20:54:28.123371] [INFO ] [main      ] Fetching symbol history for HPS...
[2025-12-02T20:54:28.123414] [DEBUG] [REMOTE    ] HPS: Fetching historical data.
[2025-12-02T20:54:28.123853] [INFO ] [main      ] Progress: 931/965 forecasts completed (96.5%). OSPN finished in 0.7s. ETA: 5.6s. Rate: 363.27 forecasts/min
[2025-12-02T20:54:28.136598] [DEBUG] [REMOTE    ] HPS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:28.140792] [DEBUG] [LOCAL     ] Loaded configuration for HPS: 2 features, N/A% accuracy
[2025-12-02T20:54:28.140854] [INFO ] [LOCAL     ] HPS: Loaded 2 optimal features with 52.40% confidence from JSON config
[2025-12-02T20:54:28.140885] [DEBUG] [MAG       ] Building data for symbol: HPS with lookback: 0
[2025-12-02T20:54:28.141930] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:54:28.141994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:28.146856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:54:28.148705] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:28.279262] [DEBUG] [MAG       ] REBN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:28.290529] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:28.347383] [INFO ] [LOCAL     ] CMSC: Saved forecast.
[2025-12-02T20:54:28.347447] [INFO ] [main      ] CMSC: Signal=1 (Conf=80.0%), Magnitude=0.12% (Conf=53.2862%)
[2025-12-02T20:54:28.347803] [INFO ] [main      ] Fetching symbol history for HRTG...
[2025-12-02T20:54:28.347853] [DEBUG] [REMOTE    ] HRTG: Fetching historical data.
[2025-12-02T20:54:28.348683] [INFO ] [main      ] Progress: 932/965 forecasts completed (96.6%). CMSC finished in 0.6s. ETA: 5.5s. Rate: 363.13 forecasts/min
[2025-12-02T20:54:28.350678] [INFO ] [LOCAL     ] REBN: Saved forecast.
[2025-12-02T20:54:28.350744] [INFO ] [main      ] REBN: Signal=1 (Conf=80.0%), Magnitude=5.81% (Conf=56.7218%)
[2025-12-02T20:54:28.351086] [INFO ] [main      ] Fetching symbol history for BAND...
[2025-12-02T20:54:28.351135] [DEBUG] [REMOTE    ] BAND: Fetching historical data.
[2025-12-02T20:54:28.352631] [INFO ] [main      ] Progress: 933/965 forecasts completed (96.7%). REBN finished in 0.7s. ETA: 5.3s. Rate: 363.51 forecasts/min
[2025-12-02T20:54:28.359320] [DEBUG] [REMOTE    ] HRTG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:28.360298] [DEBUG] [LOCAL     ] Loaded configuration for HRTG: 3 features, N/A% accuracy
[2025-12-02T20:54:28.360350] [INFO ] [LOCAL     ] HRTG: Loaded 3 optimal features with 54.96% confidence from JSON config
[2025-12-02T20:54:28.360382] [DEBUG] [MAG       ] Building data for symbol: HRTG with lookback: 0
[2025-12-02T20:54:28.361194] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:54:28.361253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:54:28.361999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:54:28.362349] [DEBUG] [REMOTE    ] BAND: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:28.363384] [DEBUG] [LOCAL     ] Loaded configuration for BAND: 5 features, N/A% accuracy
[2025-12-02T20:54:28.363436] [INFO ] [LOCAL     ] BAND: Loaded 5 optimal features with 54.54% confidence from JSON config
[2025-12-02T20:54:28.363477] [DEBUG] [MAG       ] Building data for symbol: BAND with lookback: 0
[2025-12-02T20:54:28.363614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-02T20:54:28.364263] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:54:28.364322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:28.364308] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:28.365975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:28.366465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:28.366861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:54:28.369201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:54:28.370286] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:28.428454] [DEBUG] [MAG       ] OKTA: Last date is validated at 2025-12-02
[2025-12-02T20:54:28.501987] [DEBUG] [MAG       ] HPS: Last date is validated at 2025-12-02
[2025-12-02T20:54:28.592450] [DEBUG] [MAG       ] OKTA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:28.669992] [DEBUG] [MAG       ] HPS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:28.701022] [DEBUG] [MAG       ] HRTG: Last date is validated at 2025-12-02
[2025-12-02T20:54:28.712376] [DEBUG] [MAG       ] BAND: Last date is validated at 2025-12-02
[2025-12-02T20:54:28.727403] [INFO ] [LOCAL     ] HPS: Saved forecast.
[2025-12-02T20:54:28.727471] [INFO ] [main      ] HPS: Signal=1 (Conf=80.0%), Magnitude=0.04% (Conf=52.3953%)
[2025-12-02T20:54:28.727825] [INFO ] [main      ] Progress: 934/965 forecasts completed (96.8%). HPS finished in 0.6s. ETA: 5.1s. Rate: 363.02 forecasts/min
[2025-12-02T20:54:28.730092] [INFO ] [main      ] Fetching symbol history for VNDA...
[2025-12-02T20:54:28.730146] [DEBUG] [REMOTE    ] VNDA: Fetching historical data.
[2025-12-02T20:54:28.730605] [INFO ] [LOCAL     ] OKTA: Saved forecast.
[2025-12-02T20:54:28.730671] [INFO ] [main      ] OKTA: Signal=1 (Conf=80.0%), Magnitude=-4.26% (Conf=60.607%)
[2025-12-02T20:54:28.730997] [INFO ] [main      ] Fetching symbol history for HUBS...
[2025-12-02T20:54:28.731046] [DEBUG] [REMOTE    ] HUBS: Fetching historical data.
[2025-12-02T20:54:28.731715] [INFO ] [main      ] Progress: 935/965 forecasts completed (96.9%). OKTA finished in 0.7s. ETA: 5.0s. Rate: 363.40 forecasts/min
[2025-12-02T20:54:28.743375] [DEBUG] [REMOTE    ] VNDA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:28.744101] [DEBUG] [REMOTE    ] HUBS: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:28.744649] [DEBUG] [LOCAL     ] Loaded configuration for VNDA: 7 features, N/A% accuracy
[2025-12-02T20:54:28.744707] [INFO ] [LOCAL     ] VNDA: Loaded 7 optimal features with 52.51% confidence from JSON config
[2025-12-02T20:54:28.744738] [DEBUG] [MAG       ] Building data for symbol: VNDA with lookback: 0
[2025-12-02T20:54:28.744903] [DEBUG] [LOCAL     ] Loaded configuration for HUBS: 0 features, N/A% accuracy
[2025-12-02T20:54:28.744962] [INFO ] [LOCAL     ] HUBS: Loaded 0 optimal features with 57.25% confidence from JSON config
[2025-12-02T20:54:28.744992] [DEBUG] [MAG       ] Building data for symbol: HUBS with lookback: 0
[2025-12-02T20:54:28.745527] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:54:28.745610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:28.745758] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-02T20:54:28.750353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:28.752144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:28.752640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:28.753019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:54:28.754168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:54:28.755287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:54:28.756050] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:28.878665] [DEBUG] [MAG       ] BAND: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:28.880131] [DEBUG] [MAG       ] HRTG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:28.953123] [INFO ] [LOCAL     ] BAND: Saved forecast.
[2025-12-02T20:54:28.953189] [INFO ] [main      ] BAND: Signal=1 (Conf=80.0%), Magnitude=3.06% (Conf=54.5397%)
[2025-12-02T20:54:28.953343] [INFO ] [main      ] Fetching symbol history for RUNN...
[2025-12-02T20:54:28.953385] [DEBUG] [REMOTE    ] RUNN: Fetching historical data.
[2025-12-02T20:54:28.953862] [INFO ] [main      ] Progress: 936/965 forecasts completed (97.0%). BAND finished in 0.6s. ETA: 4.8s. Rate: 363.26 forecasts/min
[2025-12-02T20:54:28.963374] [INFO ] [LOCAL     ] HRTG: Saved forecast.
[2025-12-02T20:54:28.963438] [INFO ] [main      ] HRTG: Signal=1 (Conf=80.0%), Magnitude=2.41% (Conf=54.9633%)
[2025-12-02T20:54:28.963800] [INFO ] [main      ] Fetching symbol history for HQL...
[2025-12-02T20:54:28.963850] [DEBUG] [REMOTE    ] HQL: Fetching historical data.
[2025-12-02T20:54:28.964655] [INFO ] [main      ] Progress: 937/965 forecasts completed (97.1%). HRTG finished in 0.6s. ETA: 4.6s. Rate: 363.63 forecasts/min
[2025-12-02T20:54:28.965794] [DEBUG] [REMOTE    ] RUNN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:28.966961] [DEBUG] [LOCAL     ] Loaded configuration for RUNN: 7 features, N/A% accuracy
[2025-12-02T20:54:28.967026] [INFO ] [LOCAL     ] RUNN: Loaded 7 optimal features with 60.91% confidence from JSON config
[2025-12-02T20:54:28.967078] [DEBUG] [MAG       ] Building data for symbol: RUNN with lookback: 0
[2025-12-02T20:54:28.968126] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:54:28.968215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:28.974142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:28.974562] [DEBUG] [REMOTE    ] HQL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:28.975350] [DEBUG] [LOCAL     ] Loaded configuration for HQL: 5 features, N/A% accuracy
[2025-12-02T20:54:28.975401] [INFO ] [LOCAL     ] HQL: Loaded 5 optimal features with 56.44% confidence from JSON config
[2025-12-02T20:54:28.975432] [DEBUG] [MAG       ] Building data for symbol: HQL with lookback: 0
[2025-12-02T20:54:28.976227] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:54:28.976288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:28.976474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:28.977049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:28.977559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:54:28.978501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:54:28.980265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-02T20:54:28.981167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:54:28.982251] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:29.021519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:54:29.022555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:54:29.024201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:54:29.024946] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:29.075727] [DEBUG] [MAG       ] HUBS: Last date is validated at 2025-12-02
[2025-12-02T20:54:29.096292] [DEBUG] [MAG       ] VNDA: Last date is validated at 2025-12-02
[2025-12-02T20:54:29.239740] [DEBUG] [MAG       ] HUBS: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:29.269972] [DEBUG] [MAG       ] VNDA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:29.324498] [DEBUG] [MAG       ] RUNN: Last date is validated at 2025-12-02
[2025-12-02T20:54:29.369284] [DEBUG] [MAG       ] HQL: Last date is validated at 2025-12-02
[2025-12-02T20:54:29.395380] [INFO ] [LOCAL     ] HUBS: Saved forecast.
[2025-12-02T20:54:29.395445] [INFO ] [main      ] HUBS: Signal=1 (Conf=80.0%), Magnitude=-3.77% (Conf=57.247%)
[2025-12-02T20:54:29.395808] [INFO ] [main      ] Fetching symbol history for UMMA...
[2025-12-02T20:54:29.395857] [DEBUG] [REMOTE    ] UMMA: Fetching historical data.
[2025-12-02T20:54:29.395848] [INFO ] [main      ] Progress: 938/965 forecasts completed (97.2%). HUBS finished in 0.7s. ETA: 4.5s. Rate: 363.00 forecasts/min
[2025-12-02T20:54:29.409350] [DEBUG] [REMOTE    ] UMMA: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:29.410452] [DEBUG] [LOCAL     ] Loaded configuration for UMMA: 8 features, N/A% accuracy
[2025-12-02T20:54:29.410511] [INFO ] [LOCAL     ] UMMA: Loaded 8 optimal features with 55.95% confidence from JSON config
[2025-12-02T20:54:29.410541] [DEBUG] [MAG       ] Building data for symbol: UMMA with lookback: 0
[2025-12-02T20:54:29.411321] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:54:29.411380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:29.415251] [INFO ] [LOCAL     ] VNDA: Saved forecast.
[2025-12-02T20:54:29.415332] [INFO ] [main      ] VNDA: Signal=1 (Conf=80.0%), Magnitude=-0.72% (Conf=52.5066%)
[2025-12-02T20:54:29.415531] [INFO ] [main      ] Fetching symbol history for FPH...
[2025-12-02T20:54:29.415797] [DEBUG] [REMOTE    ] FPH: Fetching historical data.
[2025-12-02T20:54:29.416034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:29.416745] [INFO ] [main      ] Progress: 939/965 forecasts completed (97.3%). VNDA finished in 0.7s. ETA: 4.3s. Rate: 363.34 forecasts/min
[2025-12-02T20:54:29.418189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:29.418783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:29.419163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:54:29.420009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:54:29.421014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:54:29.422518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:54:29.425192] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:29.431121] [DEBUG] [REMOTE    ] FPH: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:29.432163] [DEBUG] [LOCAL     ] Loaded configuration for FPH: 13 features, N/A% accuracy
[2025-12-02T20:54:29.432223] [INFO ] [LOCAL     ] FPH: Loaded 13 optimal features with 54.91% confidence from JSON config
[2025-12-02T20:54:29.432262] [DEBUG] [MAG       ] Building data for symbol: FPH with lookback: 0
[2025-12-02T20:54:29.433241] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-12-02T20:54:29.433318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:29.439447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:54:29.440519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:54:29.442499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:54:29.501719] [DEBUG] [MAG       ] RUNN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:29.505834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:54:29.506931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:54:29.536158] [DEBUG] [MAG       ] HQL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:29.574677] [INFO ] [LOCAL     ] RUNN: Saved forecast.
[2025-12-02T20:54:29.574742] [INFO ] [main      ] RUNN: Signal=1 (Conf=80.0%), Magnitude=0.67% (Conf=60.9126%)
[2025-12-02T20:54:29.575065] [INFO ] [main      ] Fetching symbol history for SYF...
[2025-12-02T20:54:29.575114] [DEBUG] [REMOTE    ] SYF: Fetching historical data.
[2025-12-02T20:54:29.575669] [INFO ] [main      ] Progress: 940/965 forecasts completed (97.4%). RUNN finished in 0.6s. ETA: 4.1s. Rate: 363.35 forecasts/min
[2025-12-02T20:54:29.586467] [DEBUG] [REMOTE    ] SYF: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:29.586453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:54:29.587568] [DEBUG] [LOCAL     ] Loaded configuration for SYF: 3 features, N/A% accuracy
[2025-12-02T20:54:29.587638] [INFO ] [LOCAL     ] SYF: Loaded 3 optimal features with 65.27% confidence from JSON config
[2025-12-02T20:54:29.587669] [DEBUG] [MAG       ] Building data for symbol: SYF with lookback: 0
[2025-12-02T20:54:29.587828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:29.588433] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:54:29.588490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:54:29.589328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:54:29.589813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:29.590319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-02T20:54:29.591638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-02T20:54:29.591720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-02T20:54:29.592829] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:29.593653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-02T20:54:29.594455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-02T20:54:29.596047] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:29.603208] [INFO ] [LOCAL     ] HQL: Saved forecast.
[2025-12-02T20:54:29.603274] [INFO ] [main      ] HQL: Signal=1 (Conf=80.0%), Magnitude=-0.08% (Conf=56.4431%)
[2025-12-02T20:54:29.603671] [INFO ] [main      ] Fetching symbol history for OWL...
[2025-12-02T20:54:29.603722] [DEBUG] [REMOTE    ] OWL: Fetching historical data.
[2025-12-02T20:54:29.604660] [INFO ] [main      ] Progress: 941/965 forecasts completed (97.5%). HQL finished in 0.6s. ETA: 4.0s. Rate: 363.67 forecasts/min
[2025-12-02T20:54:29.615072] [DEBUG] [REMOTE    ] OWL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:29.615925] [DEBUG] [LOCAL     ] Loaded configuration for OWL: 1 features, N/A% accuracy
[2025-12-02T20:54:29.615980] [INFO ] [LOCAL     ] OWL: Loaded 1 optimal features with 57.99% confidence from JSON config
[2025-12-02T20:54:29.616012] [DEBUG] [MAG       ] Building data for symbol: OWL with lookback: 0
[2025-12-02T20:54:29.616806] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-02T20:54:29.616883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:54:29.617683] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:29.761857] [DEBUG] [MAG       ] UMMA: Last date is validated at 2025-12-02
[2025-12-02T20:54:29.925244] [DEBUG] [MAG       ] UMMA: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:29.937228] [DEBUG] [MAG       ] SYF: Last date is validated at 2025-12-02
[2025-12-02T20:54:29.952238] [DEBUG] [MAG       ] FPH: Last date is validated at 2025-12-02
[2025-12-02T20:54:29.954867] [DEBUG] [MAG       ] OWL: Last date is validated at 2025-12-02
[2025-12-02T20:54:29.997560] [INFO ] [LOCAL     ] UMMA: Saved forecast.
[2025-12-02T20:54:29.997650] [INFO ] [main      ] UMMA: Signal=1 (Conf=80.0%), Magnitude=-0.23% (Conf=55.9485%)
[2025-12-02T20:54:29.998078] [INFO ] [main      ] Fetching symbol history for WMG...
[2025-12-02T20:54:29.998128] [DEBUG] [REMOTE    ] WMG: Fetching historical data.
[2025-12-02T20:54:29.998665] [INFO ] [main      ] Progress: 942/965 forecasts completed (97.6%). UMMA finished in 0.6s. ETA: 3.8s. Rate: 363.14 forecasts/min
[2025-12-02T20:54:30.009448] [DEBUG] [REMOTE    ] WMG: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:30.010423] [DEBUG] [LOCAL     ] Loaded configuration for WMG: 3 features, N/A% accuracy
[2025-12-02T20:54:30.010479] [INFO ] [LOCAL     ] WMG: Loaded 3 optimal features with 63.35% confidence from JSON config
[2025-12-02T20:54:30.010510] [DEBUG] [MAG       ] Building data for symbol: WMG with lookback: 0
[2025-12-02T20:54:30.011279] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:54:30.011336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:54:30.012046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:54:30.012895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:54:30.013873] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:30.107685] [DEBUG] [MAG       ] SYF: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:30.122591] [DEBUG] [MAG       ] FPH: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:30.123123] [DEBUG] [MAG       ] OWL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:30.193986] [INFO ] [LOCAL     ] FPH: Saved forecast.
[2025-12-02T20:54:30.194053] [INFO ] [main      ] FPH: Signal=1 (Conf=80.0%), Magnitude=0.34% (Conf=54.909%)
[2025-12-02T20:54:30.194219] [INFO ] [main      ] Fetching symbol history for ARTL...
[2025-12-02T20:54:30.194261] [DEBUG] [REMOTE    ] ARTL: Fetching historical data.
[2025-12-02T20:54:30.195183] [INFO ] [main      ] Progress: 943/965 forecasts completed (97.7%). FPH finished in 0.8s. ETA: 3.6s. Rate: 363.06 forecasts/min
[2025-12-02T20:54:30.195636] [INFO ] [LOCAL     ] OWL: Saved forecast.
[2025-12-02T20:54:30.195687] [INFO ] [main      ] OWL: Signal=1 (Conf=80.0%), Magnitude=-0.09% (Conf=57.9891%)
[2025-12-02T20:54:30.195990] [INFO ] [main      ] Progress: 944/965 forecasts completed (97.8%). OWL finished in 0.6s. ETA: 3.5s. Rate: 363.45 forecasts/min
[2025-12-02T20:54:30.196088] [INFO ] [main      ] Fetching symbol history for MGNX...
[2025-12-02T20:54:30.196128] [DEBUG] [REMOTE    ] MGNX: Fetching historical data.
[2025-12-02T20:54:30.206555] [DEBUG] [REMOTE    ] ARTL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:30.207433] [DEBUG] [REMOTE    ] MGNX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:30.207799] [DEBUG] [LOCAL     ] Loaded configuration for ARTL: 4 features, N/A% accuracy
[2025-12-02T20:54:30.207855] [INFO ] [LOCAL     ] ARTL: Loaded 4 optimal features with 31.94% confidence from JSON config
[2025-12-02T20:54:30.207888] [DEBUG] [MAG       ] Building data for symbol: ARTL with lookback: 0
[2025-12-02T20:54:30.208386] [DEBUG] [LOCAL     ] Loaded configuration for MGNX: 3 features, N/A% accuracy
[2025-12-02T20:54:30.208436] [INFO ] [LOCAL     ] MGNX: Loaded 3 optimal features with 45.72% confidence from JSON config
[2025-12-02T20:54:30.208465] [DEBUG] [MAG       ] Building data for symbol: MGNX with lookback: 0
[2025-12-02T20:54:30.208736] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:54:30.208796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:30.209224] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:54:30.209284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:30.213677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:30.213958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:54:30.215664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:30.216190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:30.216601] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:30.252303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-02T20:54:30.255189] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:30.302764] [INFO ] [LOCAL     ] SYF: Saved forecast.
[2025-12-02T20:54:30.302830] [INFO ] [main      ] SYF: Signal=1 (Conf=80.0%), Magnitude=1.50% (Conf=65.269%)
[2025-12-02T20:54:30.303184] [INFO ] [main      ] Fetching symbol history for ODC...
[2025-12-02T20:54:30.303232] [DEBUG] [REMOTE    ] ODC: Fetching historical data.
[2025-12-02T20:54:30.304650] [INFO ] [main      ] Progress: 945/965 forecasts completed (97.9%). SYF finished in 0.7s. ETA: 3.3s. Rate: 363.58 forecasts/min
[2025-12-02T20:54:30.314481] [DEBUG] [REMOTE    ] ODC: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:30.315487] [DEBUG] [LOCAL     ] Loaded configuration for ODC: 6 features, N/A% accuracy
[2025-12-02T20:54:30.315538] [INFO ] [LOCAL     ] ODC: Loaded 6 optimal features with 58.95% confidence from JSON config
[2025-12-02T20:54:30.315568] [DEBUG] [MAG       ] Building data for symbol: ODC with lookback: 0
[2025-12-02T20:54:30.316342] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:54:30.316401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:30.321145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:30.322866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:30.323317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:30.326860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:54:30.328125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:54:30.330725] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:30.344760] [DEBUG] [MAG       ] WMG: Last date is validated at 2025-12-02
[2025-12-02T20:54:30.512932] [DEBUG] [MAG       ] WMG: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:30.564251] [DEBUG] [MAG       ] ARTL: Last date is validated at 2025-12-02
[2025-12-02T20:54:30.587344] [INFO ] [LOCAL     ] WMG: Saved forecast.
[2025-12-02T20:54:30.587411] [INFO ] [main      ] WMG: Signal=1 (Conf=80.0%), Magnitude=-0.08% (Conf=63.3505%)
[2025-12-02T20:54:30.587766] [INFO ] [main      ] Fetching symbol history for BFZ...
[2025-12-02T20:54:30.587817] [DEBUG] [REMOTE    ] BFZ: Fetching historical data.
[2025-12-02T20:54:30.589651] [INFO ] [main      ] Progress: 946/965 forecasts completed (98.0%). WMG finished in 0.6s. ETA: 3.1s. Rate: 363.30 forecasts/min
[2025-12-02T20:54:30.595796] [DEBUG] [MAG       ] MGNX: Last date is validated at 2025-12-02
[2025-12-02T20:54:30.599747] [DEBUG] [REMOTE    ] BFZ: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:30.600921] [DEBUG] [LOCAL     ] Loaded configuration for BFZ: 2 features, N/A% accuracy
[2025-12-02T20:54:30.600973] [INFO ] [LOCAL     ] BFZ: Loaded 2 optimal features with 47.89% confidence from JSON config
[2025-12-02T20:54:30.601005] [DEBUG] [MAG       ] Building data for symbol: BFZ with lookback: 0
[2025-12-02T20:54:30.601805] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-02T20:54:30.601861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:30.606797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-02T20:54:30.608175] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:30.677920] [DEBUG] [MAG       ] ODC: Last date is validated at 2025-12-02
[2025-12-02T20:54:30.732859] [DEBUG] [MAG       ] ARTL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:30.764343] [DEBUG] [MAG       ] MGNX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:30.824418] [INFO ] [LOCAL     ] MGNX: Saved forecast.
[2025-12-02T20:54:30.824488] [INFO ] [main      ] MGNX: Signal=1 (Conf=80.0%), Magnitude=1.84% (Conf=45.7232%)
[2025-12-02T20:54:30.824848] [INFO ] [main      ] Progress: 947/965 forecasts completed (98.1%). MGNX finished in 0.6s. ETA: 3.0s. Rate: 363.14 forecasts/min
[2025-12-02T20:54:30.824972] [INFO ] [main      ] Fetching symbol history for CUK...
[2025-12-02T20:54:30.825326] [DEBUG] [REMOTE    ] CUK: Fetching historical data.
[2025-12-02T20:54:30.833107] [INFO ] [LOCAL     ] ARTL: Saved forecast.
[2025-12-02T20:54:30.833180] [INFO ] [main      ] ARTL: Signal=1 (Conf=80.0%), Magnitude=17.54% (Conf=31.9424%)
[2025-12-02T20:54:30.833536] [INFO ] [main      ] Fetching symbol history for VAL...
[2025-12-02T20:54:30.833601] [DEBUG] [REMOTE    ] VAL: Fetching historical data.
[2025-12-02T20:54:30.834669] [INFO ] [main      ] Progress: 948/965 forecasts completed (98.2%). ARTL finished in 0.6s. ETA: 2.8s. Rate: 363.50 forecasts/min
[2025-12-02T20:54:30.836538] [DEBUG] [REMOTE    ] CUK: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:30.837617] [DEBUG] [LOCAL     ] Loaded configuration for CUK: 7 features, N/A% accuracy
[2025-12-02T20:54:30.837668] [INFO ] [LOCAL     ] CUK: Loaded 7 optimal features with 51.33% confidence from JSON config
[2025-12-02T20:54:30.837700] [DEBUG] [MAG       ] Building data for symbol: CUK with lookback: 0
[2025-12-02T20:54:30.838528] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-02T20:54:30.838607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:30.840298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:30.840828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:30.841219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:54:30.842012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-02T20:54:30.844645] [DEBUG] [MAG       ] ODC: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:30.844927] [DEBUG] [REMOTE    ] VAL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:30.845793] [DEBUG] [LOCAL     ] Loaded configuration for VAL: 6 features, N/A% accuracy
[2025-12-02T20:54:30.845844] [INFO ] [LOCAL     ] VAL: Loaded 6 optimal features with 75.79% confidence from JSON config
[2025-12-02T20:54:30.845874] [DEBUG] [MAG       ] Building data for symbol: VAL with lookback: 0
[2025-12-02T20:54:30.846980] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:54:30.847040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:30.848749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:30.849233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:54:30.850131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:54:30.851093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:54:30.900350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-02T20:54:30.901527] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:30.937732] [DEBUG] [MAG       ] BFZ: Last date is validated at 2025-12-02
[2025-12-02T20:54:30.938164] [INFO ] [LOCAL     ] ODC: Saved forecast.
[2025-12-02T20:54:30.938231] [INFO ] [main      ] ODC: Signal=1 (Conf=80.0%), Magnitude=-0.57% (Conf=58.9499%)
[2025-12-02T20:54:30.938610] [INFO ] [main      ] Fetching symbol history for AKAM...
[2025-12-02T20:54:30.938661] [DEBUG] [REMOTE    ] AKAM: Fetching historical data.
[2025-12-02T20:54:30.938647] [INFO ] [main      ] Progress: 949/965 forecasts completed (98.3%). ODC finished in 0.6s. ETA: 2.6s. Rate: 363.64 forecasts/min
[2025-12-02T20:54:30.949742] [DEBUG] [REMOTE    ] AKAM: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:30.950658] [DEBUG] [LOCAL     ] Loaded configuration for AKAM: 6 features, N/A% accuracy
[2025-12-02T20:54:30.950724] [INFO ] [LOCAL     ] AKAM: Loaded 6 optimal features with 45.48% confidence from JSON config
[2025-12-02T20:54:30.950756] [DEBUG] [MAG       ] Building data for symbol: AKAM with lookback: 0
[2025-12-02T20:54:30.951520] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:54:30.951606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:30.953246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:30.953765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:30.954138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:54:30.955009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:54:30.956607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:54:30.957118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:54:30.957507] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:30.958297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:54:30.959555] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:31.100761] [DEBUG] [MAG       ] BFZ: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:31.153856] [INFO ] [LOCAL     ] BFZ: Saved forecast.
[2025-12-02T20:54:31.153920] [INFO ] [main      ] BFZ: Signal=1 (Conf=80.0%), Magnitude=-0.54% (Conf=47.8916%)
[2025-12-02T20:54:31.154078] [INFO ] [main      ] Fetching symbol history for MLTX...
[2025-12-02T20:54:31.154121] [DEBUG] [REMOTE    ] MLTX: Fetching historical data.
[2025-12-02T20:54:31.155662] [INFO ] [main      ] Progress: 950/965 forecasts completed (98.4%). BFZ finished in 0.6s. ETA: 2.5s. Rate: 363.52 forecasts/min
[2025-12-02T20:54:31.165905] [DEBUG] [REMOTE    ] MLTX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:31.166957] [DEBUG] [LOCAL     ] Loaded configuration for MLTX: 8 features, N/A% accuracy
[2025-12-02T20:54:31.167008] [INFO ] [LOCAL     ] MLTX: Loaded 8 optimal features with 39.65% confidence from JSON config
[2025-12-02T20:54:31.167038] [DEBUG] [MAG       ] Building data for symbol: MLTX with lookback: 0
[2025-12-02T20:54:31.167808] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:54:31.167883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:31.172511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:31.174222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:31.174695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:31.175071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:54:31.176617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-02T20:54:31.177270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-02T20:54:31.178270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-02T20:54:31.179778] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:31.239639] [DEBUG] [MAG       ] VAL: Last date is validated at 2025-12-02
[2025-12-02T20:54:31.290692] [DEBUG] [MAG       ] AKAM: Last date is validated at 2025-12-02
[2025-12-02T20:54:31.299025] [DEBUG] [MAG       ] CUK: Last date is validated at 2025-12-02
[2025-12-02T20:54:31.433148] [DEBUG] [MAG       ] VAL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:31.462037] [DEBUG] [MAG       ] AKAM: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:31.467072] [DEBUG] [MAG       ] CUK: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:31.508097] [DEBUG] [MAG       ] MLTX: Last date is validated at 2025-12-02
[2025-12-02T20:54:31.531851] [INFO ] [LOCAL     ] VAL: Saved forecast.
[2025-12-02T20:54:31.531915] [INFO ] [main      ] VAL: Signal=1 (Conf=80.0%), Magnitude=-0.64% (Conf=75.7878%)
[2025-12-02T20:54:31.532255] [INFO ] [main      ] Progress: 951/965 forecasts completed (98.5%). VAL finished in 0.7s. ETA: 2.3s. Rate: 363.03 forecasts/min
[2025-12-02T20:54:31.532376] [INFO ] [main      ] Fetching symbol history for ALTY...
[2025-12-02T20:54:31.532417] [DEBUG] [REMOTE    ] ALTY: Fetching historical data.
[2025-12-02T20:54:31.543788] [DEBUG] [REMOTE    ] ALTY: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:31.544815] [DEBUG] [LOCAL     ] Loaded configuration for ALTY: 5 features, N/A% accuracy
[2025-12-02T20:54:31.544867] [INFO ] [LOCAL     ] ALTY: Loaded 5 optimal features with 34.09% confidence from JSON config
[2025-12-02T20:54:31.544898] [DEBUG] [MAG       ] Building data for symbol: ALTY with lookback: 0
[2025-12-02T20:54:31.545399] [INFO ] [LOCAL     ] CUK: Saved forecast.
[2025-12-02T20:54:31.545637] [INFO ] [main      ] CUK: Signal=1 (Conf=80.0%), Magnitude=0.77% (Conf=51.3313%)
[2025-12-02T20:54:31.545845] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:54:31.545906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:31.545994] [INFO ] [main      ] Fetching symbol history for UFI...
[2025-12-02T20:54:31.546006] [INFO ] [main      ] Progress: 952/965 forecasts completed (98.7%). CUK finished in 0.7s. ETA: 2.1s. Rate: 363.38 forecasts/min
[2025-12-02T20:54:31.546043] [DEBUG] [REMOTE    ] UFI: Fetching historical data.
[2025-12-02T20:54:31.551465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-02T20:54:31.552445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-02T20:54:31.553241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:54:31.555959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-02T20:54:31.556709] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:31.557677] [DEBUG] [REMOTE    ] UFI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:31.558338] [DEBUG] [LOCAL     ] Loaded configuration for UFI: 3 features, N/A% accuracy
[2025-12-02T20:54:31.558387] [INFO ] [LOCAL     ] UFI: Loaded 3 optimal features with 58.97% confidence from JSON config
[2025-12-02T20:54:31.558418] [DEBUG] [MAG       ] Building data for symbol: UFI with lookback: 0
[2025-12-02T20:54:31.559171] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:54:31.559227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:54:31.568914] [INFO ] [LOCAL     ] AKAM: Saved forecast.
[2025-12-02T20:54:31.568981] [INFO ] [main      ] AKAM: Signal=1 (Conf=80.0%), Magnitude=1.84% (Conf=45.4844%)
[2025-12-02T20:54:31.569144] [INFO ] [main      ] Fetching symbol history for DFGP...
[2025-12-02T20:54:31.569194] [DEBUG] [REMOTE    ] DFGP: Fetching historical data.
[2025-12-02T20:54:31.569820] [INFO ] [main      ] Progress: 953/965 forecasts completed (98.8%). AKAM finished in 0.6s. ETA: 2.0s. Rate: 363.71 forecasts/min
[2025-12-02T20:54:31.580834] [DEBUG] [REMOTE    ] DFGP: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:31.581780] [DEBUG] [LOCAL     ] Loaded configuration for DFGP: 5 features, N/A% accuracy
[2025-12-02T20:54:31.581833] [INFO ] [LOCAL     ] DFGP: Loaded 5 optimal features with 53.21% confidence from JSON config
[2025-12-02T20:54:31.581864] [DEBUG] [MAG       ] Building data for symbol: DFGP with lookback: 0
[2025-12-02T20:54:31.582650] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-02T20:54:31.582709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:54:31.583417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:54:31.624731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:54:31.625999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:54:31.628915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-02T20:54:31.631692] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:31.636702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-02T20:54:31.639719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-02T20:54:31.640821] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:31.671690] [DEBUG] [MAG       ] MLTX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:31.818988] [INFO ] [LOCAL     ] MLTX: Saved forecast.
[2025-12-02T20:54:31.819052] [INFO ] [main      ] MLTX: Signal=1 (Conf=80.0%), Magnitude=-4.15% (Conf=39.6478%)
[2025-12-02T20:54:31.819387] [INFO ] [main      ] Fetching symbol history for GMRE...
[2025-12-02T20:54:31.819436] [DEBUG] [REMOTE    ] GMRE: Fetching historical data.
[2025-12-02T20:54:31.819648] [INFO ] [main      ] Progress: 954/965 forecasts completed (98.9%). MLTX finished in 0.7s. ETA: 1.8s. Rate: 363.51 forecasts/min
[2025-12-02T20:54:31.831886] [DEBUG] [REMOTE    ] GMRE: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:31.832823] [DEBUG] [LOCAL     ] Loaded configuration for GMRE: 8 features, N/A% accuracy
[2025-12-02T20:54:31.832874] [INFO ] [LOCAL     ] GMRE: Loaded 8 optimal features with 56.07% confidence from JSON config
[2025-12-02T20:54:31.832905] [DEBUG] [MAG       ] Building data for symbol: GMRE with lookback: 0
[2025-12-02T20:54:31.833682] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-02T20:54:31.833741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:31.835370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:31.835883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:31.836307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:31.836715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:54:31.837916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-02T20:54:31.839922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-02T20:54:31.840689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-02T20:54:31.842022] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:31.894636] [DEBUG] [MAG       ] ALTY: Last date is validated at 2025-12-02
[2025-12-02T20:54:31.974082] [DEBUG] [MAG       ] UFI: Last date is validated at 2025-12-02
[2025-12-02T20:54:31.974992] [DEBUG] [MAG       ] DFGP: Last date is validated at 2025-12-02
[2025-12-02T20:54:32.060914] [DEBUG] [MAG       ] ALTY: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:32.117840] [INFO ] [LOCAL     ] ALTY: Saved forecast.
[2025-12-02T20:54:32.117905] [INFO ] [main      ] ALTY: Signal=1 (Conf=80.0%), Magnitude=-0.01% (Conf=34.0864%)
[2025-12-02T20:54:32.118083] [INFO ] [main      ] Fetching symbol history for QUIK...
[2025-12-02T20:54:32.118128] [DEBUG] [REMOTE    ] QUIK: Fetching historical data.
[2025-12-02T20:54:32.119657] [INFO ] [main      ] Progress: 955/965 forecasts completed (99.0%). ALTY finished in 0.6s. ETA: 1.7s. Rate: 363.20 forecasts/min
[2025-12-02T20:54:32.129736] [DEBUG] [REMOTE    ] QUIK: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:32.130754] [DEBUG] [LOCAL     ] Loaded configuration for QUIK: 3 features, N/A% accuracy
[2025-12-02T20:54:32.130805] [INFO ] [LOCAL     ] QUIK: Loaded 3 optimal features with 44.92% confidence from JSON config
[2025-12-02T20:54:32.130835] [DEBUG] [MAG       ] Building data for symbol: QUIK with lookback: 0
[2025-12-02T20:54:32.131606] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:54:32.131664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-02T20:54:32.133218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-02T20:54:32.139379] [DEBUG] [MAG       ] UFI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:32.145246] [DEBUG] [MAG       ] DFGP: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:32.171839] [DEBUG] [MAG       ] GMRE: Last date is validated at 2025-12-02
[2025-12-02T20:54:32.198062] [INFO ] [LOCAL     ] UFI: Saved forecast.
[2025-12-02T20:54:32.198128] [INFO ] [main      ] UFI: Signal=1 (Conf=80.0%), Magnitude=-0.17% (Conf=58.9698%)
[2025-12-02T20:54:32.198472] [INFO ] [main      ] Fetching symbol history for LPX...
[2025-12-02T20:54:32.198481] [INFO ] [main      ] Progress: 956/965 forecasts completed (99.1%). UFI finished in 0.7s. ETA: 1.5s. Rate: 363.40 forecasts/min
[2025-12-02T20:54:32.198521] [DEBUG] [REMOTE    ] LPX: Fetching historical data.
[2025-12-02T20:54:32.208828] [DEBUG] [REMOTE    ] LPX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:32.209065] [INFO ] [LOCAL     ] DFGP: Saved forecast.
[2025-12-02T20:54:32.209122] [INFO ] [main      ] DFGP: Signal=1 (Conf=80.0%), Magnitude=0.12% (Conf=53.2141%)
[2025-12-02T20:54:32.209476] [INFO ] [main      ] Fetching symbol history for CSPI...
[2025-12-02T20:54:32.209525] [DEBUG] [REMOTE    ] CSPI: Fetching historical data.
[2025-12-02T20:54:32.209762] [DEBUG] [LOCAL     ] Loaded configuration for LPX: 4 features, N/A% accuracy
[2025-12-02T20:54:32.209811] [INFO ] [LOCAL     ] LPX: Loaded 4 optimal features with 54.26% confidence from JSON config
[2025-12-02T20:54:32.209842] [DEBUG] [MAG       ] Building data for symbol: LPX with lookback: 0
[2025-12-02T20:54:32.210309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-02T20:54:32.210322] [INFO ] [main      ] Progress: 957/965 forecasts completed (99.2%). DFGP finished in 0.6s. ETA: 1.3s. Rate: 363.75 forecasts/min
[2025-12-02T20:54:32.210608] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:54:32.210680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:32.211973] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:32.212316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:32.212828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:32.213203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-02T20:54:32.213965] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:32.220073] [DEBUG] [REMOTE    ] CSPI: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:32.221013] [DEBUG] [LOCAL     ] Loaded configuration for CSPI: 3 features, N/A% accuracy
[2025-12-02T20:54:32.221064] [INFO ] [LOCAL     ] CSPI: Loaded 3 optimal features with 55.67% confidence from JSON config
[2025-12-02T20:54:32.221094] [DEBUG] [MAG       ] Building data for symbol: CSPI with lookback: 0
[2025-12-02T20:54:32.221849] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-02T20:54:32.221906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:32.226557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:54:32.227802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-02T20:54:32.230456] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:32.336647] [DEBUG] [MAG       ] GMRE: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:32.427128] [INFO ] [LOCAL     ] GMRE: Saved forecast.
[2025-12-02T20:54:32.427190] [INFO ] [main      ] GMRE: Signal=1 (Conf=80.0%), Magnitude=-1.95% (Conf=56.0742%)
[2025-12-02T20:54:32.427525] [INFO ] [main      ] Fetching symbol history for ATEX...
[2025-12-02T20:54:32.427588] [DEBUG] [REMOTE    ] ATEX: Fetching historical data.
[2025-12-02T20:54:32.427647] [INFO ] [main      ] Progress: 958/965 forecasts completed (99.3%). GMRE finished in 0.6s. ETA: 1.2s. Rate: 363.63 forecasts/min
[2025-12-02T20:54:32.438905] [DEBUG] [REMOTE    ] ATEX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:32.440128] [DEBUG] [LOCAL     ] Loaded configuration for ATEX: 6 features, N/A% accuracy
[2025-12-02T20:54:32.440178] [INFO ] [LOCAL     ] ATEX: Loaded 6 optimal features with 53.53% confidence from JSON config
[2025-12-02T20:54:32.440213] [DEBUG] [MAG       ] Building data for symbol: ATEX with lookback: 0
[2025-12-02T20:54:32.441179] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:54:32.441242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:32.446215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:32.448292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:32.448763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:32.449139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-02T20:54:32.451729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-02T20:54:32.456214] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:32.552831] [DEBUG] [MAG       ] LPX: Last date is validated at 2025-12-02
[2025-12-02T20:54:32.560083] [DEBUG] [MAG       ] QUIK: Last date is validated at 2025-12-02
[2025-12-02T20:54:32.571810] [DEBUG] [MAG       ] CSPI: Last date is validated at 2025-12-02
[2025-12-02T20:54:32.723237] [DEBUG] [MAG       ] LPX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:32.729743] [DEBUG] [MAG       ] QUIK: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:32.746247] [DEBUG] [MAG       ] CSPI: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:32.786681] [DEBUG] [MAG       ] ATEX: Last date is validated at 2025-12-02
[2025-12-02T20:54:32.796868] [INFO ] [LOCAL     ] QUIK: Saved forecast.
[2025-12-02T20:54:32.796932] [INFO ] [main      ] QUIK: Signal=1 (Conf=80.0%), Magnitude=-0.31% (Conf=44.9216%)
[2025-12-02T20:54:32.797087] [INFO ] [main      ] Fetching symbol history for EXEL...
[2025-12-02T20:54:32.797129] [DEBUG] [REMOTE    ] EXEL: Fetching historical data.
[2025-12-02T20:54:32.797858] [INFO ] [main      ] Progress: 959/965 forecasts completed (99.4%). QUIK finished in 0.7s. ETA: 1.0s. Rate: 363.16 forecasts/min
[2025-12-02T20:54:32.809098] [DEBUG] [REMOTE    ] EXEL: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:32.810048] [DEBUG] [LOCAL     ] Loaded configuration for EXEL: 6 features, N/A% accuracy
[2025-12-02T20:54:32.810098] [INFO ] [LOCAL     ] EXEL: Loaded 6 optimal features with 49.81% confidence from JSON config
[2025-12-02T20:54:32.810128] [DEBUG] [MAG       ] Building data for symbol: EXEL with lookback: 0
[2025-12-02T20:54:32.810905] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:54:32.810964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:32.815643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:32.817377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:32.817850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-02T20:54:32.820759] [INFO ] [LOCAL     ] LPX: Saved forecast.
[2025-12-02T20:54:32.820825] [INFO ] [main      ] LPX: Signal=1 (Conf=80.0%), Magnitude=-2.06% (Conf=54.2643%)
[2025-12-02T20:54:32.820983] [INFO ] [main      ] Fetching symbol history for MKTX...
[2025-12-02T20:54:32.821024] [DEBUG] [REMOTE    ] MKTX: Fetching historical data.
[2025-12-02T20:54:32.822241] [INFO ] [main      ] Progress: 960/965 forecasts completed (99.5%). LPX finished in 0.6s. ETA: 0.8s. Rate: 363.48 forecasts/min
[2025-12-02T20:54:32.822728] [INFO ] [LOCAL     ] CSPI: Saved forecast.
[2025-12-02T20:54:32.822787] [INFO ] [main      ] CSPI: Signal=1 (Conf=80.0%), Magnitude=-1.13% (Conf=55.6692%)
[2025-12-02T20:54:32.823094] [INFO ] [main      ] Progress: 961/965 forecasts completed (99.6%). CSPI finished in 0.6s. ETA: 0.7s. Rate: 363.86 forecasts/min
[2025-12-02T20:54:32.823196] [INFO ] [main      ] Fetching symbol history for NN...
[2025-12-02T20:54:32.823254] [DEBUG] [REMOTE    ] NN: Fetching historical data.
[2025-12-02T20:54:32.833528] [DEBUG] [REMOTE    ] MKTX: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:32.834512] [DEBUG] [LOCAL     ] Loaded configuration for MKTX: 4 features, N/A% accuracy
[2025-12-02T20:54:32.834596] [INFO ] [LOCAL     ] MKTX: Loaded 4 optimal features with 53.69% confidence from JSON config
[2025-12-02T20:54:32.834643] [DEBUG] [MAG       ] Building data for symbol: MKTX with lookback: 0
[2025-12-02T20:54:32.835595] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-02T20:54:32.835656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:32.835694] [DEBUG] [REMOTE    ] NN: Successfully parsed 300 rows of historical data.
[2025-12-02T20:54:32.836356] [DEBUG] [LOCAL     ] Loaded configuration for NN: 6 features, N/A% accuracy
[2025-12-02T20:54:32.836418] [INFO ] [LOCAL     ] NN: Loaded 6 optimal features with 47.07% confidence from JSON config
[2025-12-02T20:54:32.836461] [DEBUG] [MAG       ] Building data for symbol: NN with lookback: 0
[2025-12-02T20:54:32.837346] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-02T20:54:32.837408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-02T20:54:32.837706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-02T20:54:32.838300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-02T20:54:32.838746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-02T20:54:32.839718] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:32.842872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-02T20:54:32.855769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-02T20:54:32.857867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-02T20:54:32.859722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-02T20:54:32.860200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-02T20:54:32.861319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-02T20:54:32.863330] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:32.903056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-02T20:54:32.904303] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-02T20:54:32.950043] [DEBUG] [MAG       ] ATEX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:33.047023] [INFO ] [LOCAL     ] ATEX: Saved forecast.
[2025-12-02T20:54:33.047089] [INFO ] [main      ] ATEX: Signal=1 (Conf=80.0%), Magnitude=1.07% (Conf=53.5277%)
[2025-12-02T20:54:33.047634] [INFO ] [main      ] Progress: 962/965 forecasts completed (99.7%). ATEX finished in 0.6s. ETA: 0.5s. Rate: 363.72 forecasts/min
[2025-12-02T20:54:33.178651] [DEBUG] [MAG       ] MKTX: Last date is validated at 2025-12-02
[2025-12-02T20:54:33.194149] [DEBUG] [MAG       ] NN: Last date is validated at 2025-12-02
[2025-12-02T20:54:33.237012] [DEBUG] [MAG       ] EXEL: Last date is validated at 2025-12-02
[2025-12-02T20:54:33.354115] [DEBUG] [MAG       ] MKTX: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:33.359448] [DEBUG] [MAG       ] NN: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:33.410911] [DEBUG] [MAG       ] EXEL: Forecast date (T1) determined as 2025-12-03
[2025-12-02T20:54:33.439038] [INFO ] [LOCAL     ] NN: Saved forecast.
[2025-12-02T20:54:33.439105] [INFO ] [main      ] NN: Signal=1 (Conf=80.0%), Magnitude=0.74% (Conf=47.0687%)
[2025-12-02T20:54:33.439802] [INFO ] [main      ] Progress: 963/965 forecasts completed (99.8%). NN finished in 0.6s. ETA: 0.3s. Rate: 363.20 forecasts/min
[2025-12-02T20:54:33.467597] [INFO ] [LOCAL     ] MKTX: Saved forecast.
[2025-12-02T20:54:33.467662] [INFO ] [main      ] MKTX: Signal=1 (Conf=80.0%), Magnitude=0.98% (Conf=53.688%)
[2025-12-02T20:54:33.468079] [INFO ] [main      ] Progress: 964/965 forecasts completed (99.9%). MKTX finished in 0.6s. ETA: 0.2s. Rate: 363.52 forecasts/min
[2025-12-02T20:54:33.512056] [INFO ] [LOCAL     ] EXEL: Saved forecast.
[2025-12-02T20:54:33.512118] [INFO ] [main      ] EXEL: Signal=1 (Conf=80.0%), Magnitude=-0.05% (Conf=49.8051%)
[2025-12-02T20:54:33.512534] [INFO ] [main      ] Progress: 965/965 forecasts completed (100.0%). EXEL finished in 0.7s. ETA: 0.0s. Rate: 363.79 forecasts/min
[2025-12-02T20:54:33.536094] [INFO ] [main      ] Parallel forecast generation completed in 2m 39s. Processed 965 forecasts.
[2025-12-02T20:54:33.536212] [INFO ] [main      ] Generated and saved 965 forecast pairs.
[2025-12-02T20:54:34.363318] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'MAG Forecast Generation Completed (965/965 @ 100.00%)'
[2025-12-02T20:54:34.365292] [INFO ] [MODE      ] Ignoring multithreaded flag for report generation
[2025-12-02T20:54:34.365348] [INFO ] [main      ] Fetching available MAG forecast dates...
[2025-12-02T20:54:34.366442] [INFO ] [main      ] Found 12 forecast dates
[2025-12-02T20:54:34.366488] [INFO ] [main      ] Processing forecast date: 2025-11-17
[2025-12-02T20:54:34.480366] [INFO ] [main      ] Overwriting existing report for 2025-11-17
[2025-12-02T20:54:34.482805] [INFO ] [main      ] Generated forecast report for 2025-11-17: 472 forecasts
[2025-12-02T20:54:34.482919] [INFO ] [main      ] Processing forecast date: 2025-11-18
[2025-12-02T20:54:34.581274] [INFO ] [main      ] Overwriting existing report for 2025-11-18
[2025-12-02T20:54:34.582897] [INFO ] [main      ] Generated forecast report for 2025-11-18: 421 forecasts
[2025-12-02T20:54:34.582996] [INFO ] [main      ] Processing forecast date: 2025-11-19
[2025-12-02T20:54:34.692353] [INFO ] [main      ] Overwriting existing report for 2025-11-19
[2025-12-02T20:54:34.694172] [INFO ] [main      ] Generated forecast report for 2025-11-19: 480 forecasts
[2025-12-02T20:54:34.694282] [INFO ] [main      ] Processing forecast date: 2025-11-20
[2025-12-02T20:54:34.784747] [INFO ] [main      ] Overwriting existing report for 2025-11-20
[2025-12-02T20:54:34.786320] [INFO ] [main      ] Generated forecast report for 2025-11-20: 423 forecasts
[2025-12-02T20:54:34.786426] [INFO ] [main      ] Processing forecast date: 2025-11-21
[2025-12-02T20:54:34.872410] [INFO ] [main      ] Overwriting existing report for 2025-11-21
[2025-12-02T20:54:34.892486] [INFO ] [main      ] Generated forecast report for 2025-11-21: 368 forecasts
[2025-12-02T20:54:34.892603] [INFO ] [main      ] Processing forecast date: 2025-11-24
[2025-12-02T20:54:35.003767] [INFO ] [main      ] Overwriting existing report for 2025-11-24
[2025-12-02T20:54:35.005674] [INFO ] [main      ] Generated forecast report for 2025-11-24: 527 forecasts
[2025-12-02T20:54:35.005789] [INFO ] [main      ] Processing forecast date: 2025-11-25
[2025-12-02T20:54:35.127299] [INFO ] [main      ] Overwriting existing report for 2025-11-25
[2025-12-02T20:54:35.129842] [INFO ] [main      ] Generated forecast report for 2025-11-25: 524 forecasts
[2025-12-02T20:54:35.129947] [INFO ] [main      ] Processing forecast date: 2025-11-26
[2025-12-02T20:54:35.229668] [INFO ] [main      ] Overwriting existing report for 2025-11-26
[2025-12-02T20:54:35.231235] [INFO ] [main      ] Generated forecast report for 2025-11-26: 452 forecasts
[2025-12-02T20:54:35.231329] [INFO ] [main      ] Processing forecast date: 2025-11-28
[2025-12-02T20:54:35.446362] [INFO ] [main      ] Overwriting existing report for 2025-11-28
[2025-12-02T20:54:35.449794] [INFO ] [main      ] Generated forecast report for 2025-11-28: 1002 forecasts
[2025-12-02T20:54:35.449963] [INFO ] [main      ] Processing forecast date: 2025-12-01
[2025-12-02T20:54:35.642452] [INFO ] [main      ] Overwriting existing report for 2025-12-01
[2025-12-02T20:54:35.645336] [INFO ] [main      ] Generated forecast report for 2025-12-01: 835 forecasts
[2025-12-02T20:54:35.645498] [INFO ] [main      ] Processing forecast date: 2025-12-02
[2025-12-02T20:54:35.834614] [INFO ] [main      ] Overwriting existing report for 2025-12-02
[2025-12-02T20:54:35.837422] [INFO ] [main      ] Generated forecast report for 2025-12-02: 769 forecasts
[2025-12-02T20:54:35.837732] [INFO ] [main      ] Processing forecast date: 2025-12-03
[2025-12-02T20:54:35.858448] [INFO ] [main      ] Generated forecast report for 2025-12-03: 965 forecasts
[2025-12-02T20:54:35.858641] [INFO ] [main      ] Generated 12/12 forecast reports
[2025-12-02T20:54:35.858684] [INFO ] [main      ] Reading forecast report for email: ./output/forecasts/full/2025-12-03.txt
[2025-12-02T20:54:36.569995] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'MAG Forecast Report - 2025-12-03'
[2025-12-02T20:54:36.570325] [INFO ] [main      ] Forecast report email sent for 2025-12-03
[2025-12-02T20:54:36.570430] [INFO ] [MAG       ] MAG operation completed successfully
[2025-12-02T20:54:36.570790] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2025-12-02T20:54:36.571025] [INFO ] [STATE     ] Last completion updated: 2025-12-02T20:54:36.570880