best_params_lgbm.json

{
  "pca_outliers_compon_min_expl_var": 0.4693924952169375,
  "pca_outliers_score_distribution": "uniform",
  "living_lot_ratio": true,
  "spaciousness": false,
  "outside_sf_features": true,
  "outdoor_area_type_count": false,
  "a2l_lot_area": "enable_drop",
  "a2l_total_bsmt_sf": "enable_drop",
  "a2l_first_flr_sf": "enable_drop",
  "a2l_gr_liv_area": "enable",
  "coalesce_mssubclass": "enable_drop",
  "GrLivArea_BldgType_interaction": "enable",
  "garage_interaction": false,
  "exterior_interaction": false,
  "overall_interaction": true,
  "basement_interaction": false,
  "basement_num_cat_interaction": false,
  "pool_num_cat_interaction": false,
  "group_LotArea_by_MSZoning": true,
  "group_GrLivArea_by_MSSubClass": false,
  "group_LotArea_by_MSSubClass": false,
  "group_GrLivArea_by_HouseStyle": false,
  "area_features_cluster_labels": 3,
  "area_features_cluster_distances": 1,
  "pca_replace_num_features": 4,
  "n_clusters_labels_pca": 28,
  "cluster_labels_pca_features_count": 13,
  "n_clusters_distances_pca": 1,
  "cluster_distances_pca_features_count": 31,
  "basement_sf_pca": false,
  "target_encoder": false,
  "max_acceptable_nan": 0.9905825130421669,
  "min_mutual_info_score": 0.007685542570961947,
  "simple_imputer": false,
  "log_quantile_transform_numeric": "quantile",
  "lgbm_learning_rate": 0.02165737167195487,
  "lgbm_reg_alpha": 10.850386698476989,
  "lgbm_reg_lambda": 0.2304919757106442,
  "lgbm_max_depth": 4,
  "lgbm_num_leaves_frac_max_depth_exp": 0.5030905420520119,
  "lgbm_n_estimators": 3351,
  "lgbm_bagging_freq": 9,
  "lgbm_bagging_fraction": 0.7690824854888628,
  "lgbm_feature_fraction": 0.423111768380243,
  "lgbm_max_bin": 1974,
  "lgbm_min_data_in_leaf": 1,
  "lgbm_min_split_gain": 0.031341064357919134
}