{ "feature_names": [ "Age", "G", "GS", "MP", "FG", "FGA", "FG_1", "3P", "3PA", "3P_1", "2P", "2PA", "2P_1", "eFG", "FT", "FTA", "FT_1", "ORB", "DRB", "TRB", "AST", "STL", "BLK", "TOV", "PF", "Pos_encoded", "Team_encoded", "Age_category_encoded", "Points_per_minute", "Efficiency", "Usage_rate", "PTS_lag_1", "PTS_lag_2", "PTS_lag_3", "TRB_lag_1", "TRB_lag_2", "TRB_lag_3", "AST_lag_1", "AST_lag_2", "AST_lag_3", "FG_1_lag_1", "FG_1_lag_2", "FG_1_lag_3", "FT_1_lag_1", "FT_1_lag_2", "FT_1_lag_3", "MP_lag_1", "MP_lag_2", "MP_lag_3", "STL_lag_1", "STL_lag_2", "STL_lag_3", "BLK_lag_1", "BLK_lag_2", "BLK_lag_3", "Points_per_minute_lag_1", "Points_per_minute_lag_2", "Points_per_minute_lag_3", "Efficiency_lag_1", "Efficiency_lag_2", "Efficiency_lag_3", "Usage_rate_lag_1", "Usage_rate_lag_2", "Usage_rate_lag_3", "PTS_rolling_2", "PTS_rolling_3", "TRB_rolling_2", "TRB_rolling_3", "AST_rolling_2", "AST_rolling_3", "FG_1_rolling_2", "FG_1_rolling_3", "FT_1_rolling_2", "FT_1_rolling_3", "MP_rolling_2", "MP_rolling_3", "STL_rolling_2", "STL_rolling_3", "BLK_rolling_2", "BLK_rolling_3", "Points_per_minute_rolling_2", "Points_per_minute_rolling_3", "Efficiency_rolling_2", "Efficiency_rolling_3", "Usage_rate_rolling_2", "Usage_rate_rolling_3", "PTS_trend", "TRB_trend", "AST_trend", "FG_1_trend", "FT_1_trend", "MP_trend", "STL_trend", "BLK_trend", "Points_per_minute_trend", "Efficiency_trend", "Usage_rate_trend" ], "target_column": "PTS", "model_type": "XGBRegressor", "model_params": { "objective": "reg:squarederror", "base_score": null, "booster": null, "callbacks": null, "colsample_bylevel": null, "colsample_bynode": null, "colsample_bytree": 1.0, "device": null, "early_stopping_rounds": null, "enable_categorical": false, "eval_metric": null, "feature_types": null, "feature_weights": null, "gamma": null, "grow_policy": null, "importance_type": null, "interaction_constraints": null, "learning_rate": 0.1, "max_bin": null, "max_cat_threshold": null, "max_cat_to_onehot": null, "max_delta_step": null, "max_depth": 3, "max_leaves": null, "min_child_weight": null, "missing": NaN, "monotone_constraints": null, "multi_strategy": null, "n_estimators": 300, "n_jobs": -1, "num_parallel_tree": null, "random_state": 42, "reg_alpha": null, "reg_lambda": null, "sampling_method": null, "scale_pos_weight": null, "subsample": 1.0, "tree_method": null, "validate_parameters": null, "verbosity": null } }