INFO:puck.fit_xgboost_tensor:Fitting XGBTensorXGClassifier on 732893 rows. INFO:puck.fit_xgboost_tensor: Generating Tensor Product Spline Basis (5x5)... INFO:puck.fit_xgboost_tensor: [ALIGNMENT CHECK] Correlation(distance, y_block): 0.9391 INFO:puck.fit_xgboost_tensor: [ALIGNMENT CHECK] Block Rate in Training DF: 0.2625 INFO:puck.fit_xgboost_tensor: Block Model Balance (scale_pos_weight): 2.81 INFO:puck.fit_xgboost_tensor:Fit Complete. Config: Platform=Pi, Workers=1 Data Dir: /ssd/new_puck/data ============================================================ MODERN ERA TRAINING: Pure Spatial XGBoost (Tensor) ============================================================ Loading and aggregating 6 seasons: ['20202021', '20212022', '20222023', '20232024', '20242025', '20252026'] [OK] 20202021: 245298 events loaded. [OK] 20212022: 375226 events loaded. [OK] 20222023: 379340 events loaded. [OK] 20232024: 383457 events loaded. [OK] 20242025: 388180 events loaded. [OK] 20252026: 357590 events loaded. Total Modern Era Dataset: 2129091 events. Verifying Blocked Shot Enrichment... Blocked Shot Type Distribution: shot_type NaN 241352 Name: count, dtype: int64 Unknown Fraction: 100.0% WARNING: Data stream appears UNENRICHED. Shot type responsiveness will be minimal. Starting training session... --- Training XGBoost (Tensor - No GLM) Model --- Preprocessing 2129091 rows. Training=True, Impute=True, Adjust=True Correcting Attribution: Blocked Shots (Blocker -> Shooter)... Flipping 1063845 events to Right-Attack orientation. Imputing blocked shots using x_adj, y_adj... Training on 732893 rows with 21 features... Training took 526.5s. --- Evaluation (Test Set) --- Overall xG AUC: 0.8311, LogLoss: 0.2830, Brier: 0.087194 Saving model to /ssd/new_puck/analysis/xgs/xg_model_xgboost_tensor_modern_era.joblib... Generating model summary... ============================================================ GENERATING MODEL SUMMARY ============================================================ [1/5] Loading model... Loaded XGBTensorXGClassifier [2/5] Regenerating dashboards... Running xgboost_tensor_model_dashboard.py... [OK] analysis/xgboost_tensor_xgs_modern/xg_model_xgboost_tensor_modern_era_dashboard.html [3/5] Generating text summary... [OK] /ssd/new_puck/analysis/xgboost_tensor_xgs_modern/model_summary.txt [4/5] Feature analysis... [OK] /ssd/new_puck/analysis/xgboost_tensor_xgs_modern/feature_analysis.txt [5/6] Calibration testing... [OK] /ssd/new_puck/analysis/xgboost_tensor_xgs_modern/calibration_results.txt [6/6] Predictive power analysis... Skipping Predictive Analysis (run_predictive_analysis=False) ============================================================ SUMMARY COMPLETE ============================================================ Artifacts generated: 4 - xgboost_tensor_model_dashboard.py: analysis/xgboost_tensor_xgs_modern/xg_model_xgboost_tensor_modern_era_dashboard.html - summary: /ssd/new_puck/analysis/xgboost_tensor_xgs_modern/model_summary.txt - feature_analysis: /ssd/new_puck/analysis/xgboost_tensor_xgs_modern/feature_analysis.txt - calibration: /ssd/new_puck/analysis/xgboost_tensor_xgs_modern/calibration_results.txt ============================================================ MODERN ERA TRAINING COMPLETE Model: /ssd/new_puck/analysis/xgs/xg_model_xgboost_tensor_modern_era.joblib Dashboard: /ssd/new_puck/analysis/xgboost_tensor_xgs_modern/xg_model_xgboost_tensor_modern_era_dashboard.html ============================================================