nba_model/model_metadata.json

{
  "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
  }
}