best_params_xgboost.json

{
  "pca_outliers_compon_min_expl_var": 0.6792160610201244,
  "pca_outliers_score_distribution": "uniform",
  "living_lot_ratio": true,
  "spaciousness": true,
  "outside_sf_features": true,
  "outdoor_area_type_count": false,
  "a2l_lot_area": "disable",
  "a2l_total_bsmt_sf": "enable_drop",
  "a2l_first_flr_sf": "enable",
  "a2l_gr_liv_area": "disable",
  "coalesce_mssubclass": "enable_drop",
  "GrLivArea_BldgType_interaction": "disable",
  "garage_interaction": true,
  "exterior_interaction": false,
  "overall_interaction": true,
  "basement_interaction": false,
  "basement_num_cat_interaction": false,
  "pool_num_cat_interaction": true,
  "group_LotArea_by_MSZoning": true,
  "group_GrLivArea_by_MSSubClass": false,
  "group_LotArea_by_MSSubClass": true,
  "group_GrLivArea_by_HouseStyle": true,
  "area_features_cluster_labels": 5,
  "area_features_cluster_distances": 22,
  "pca_replace_num_features": 0,
  "n_clusters_labels_pca": 10,
  "cluster_labels_pca_features_count": 8,
  "n_clusters_distances_pca": 26,
  "cluster_distances_pca_features_count": 2,
  "basement_sf_pca": true,
  "target_encoder": true,
  "max_acceptable_nan": 0.9898168862678122,
  "min_mutual_info_score": 0.006684153644376341,
  "simple_imputer": false,
  "log_quantile_transform_numeric": null,
  "xgboost_n_estimators": 9167,
  "xgboost_max_depth": 3,
  "xgboost_learning_rate": 0.007954996213047077,
  "xgboost_gamma": 1.8878965142297428,
  "xgboost_min_child_weight": 1,
  "xgboost_subsample": 0.8057864465614245,
  "xgboost_colsample_bytree": 0.11573611124523174,
  "xgboost_reg_alpha": 1.9207869752515219,
  "xgboost_reg_lambda": 2.8588908361664043,
  "xgboost_num_parallel_tree": 3
}