resultats.csv

,target_feature,with_energy_star_score,model_name,params,train_time,pred_time,train_score,test_score,R2,MAE,MSE,RMSE,model_score
0,SiteEnergyUse(kBtu),False,GradientBoostingRegressor,"{'cv': 5, 'error_score': nan, 'estimator__alpha': 0.9, 'estimator__ccp_alpha': 0.0, 'estimator__criterion': 'friedman_mse', 'estimator__init': None, 'estimator__learning_rate': 0.1, 'estimator__loss': 'squared_error', 'estimator__max_depth': 3, 'estimator__max_features': None, 'estimator__max_leaf_nodes': None, 'estimator__min_impurity_decrease': 0.0, 'estimator__min_samples_leaf': 1, 'estimator__min_samples_split': 2, 'estimator__min_weight_fraction_leaf': 0.0, 'estimator__n_estimators': 100, 'estimator__n_iter_no_change': None, 'estimator__random_state': None, 'estimator__subsample': 1.0, 'estimator__tol': 0.0001, 'estimator__validation_fraction': 0.1, 'estimator__verbose': 0, 'estimator__warm_start': False, 'estimator': GradientBoostingRegressor(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",4.303,0.004,-0.3543796485297767,-0.4176245209402118,0.752,0.378,0.418,0.646,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=GradientBoostingRegressor(), param_grid={},
             scoring='neg_mean_squared_error')>"
1,SiteEnergyUse(kBtu),False,LinearRegression,"{'cv': 5, 'error_score': nan, 'estimator__copy_X': True, 'estimator__fit_intercept': True, 'estimator__n_jobs': None, 'estimator__normalize': 'deprecated', 'estimator__positive': False, 'estimator': LinearRegression(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",0.265,0.003,-0.4527480979859308,-0.47053003170828533,0.72,0.37,0.471,0.686,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=LinearRegression(), param_grid={},
             scoring='neg_mean_squared_error')>"
2,SiteEnergyUse(kBtu),False,LinearSVR,"{'cv': 5, 'error_score': nan, 'estimator__C': 1.0, 'estimator__dual': True, 'estimator__epsilon': 0.0, 'estimator__fit_intercept': True, 'estimator__intercept_scaling': 1.0, 'estimator__loss': 'epsilon_insensitive', 'estimator__max_iter': 1000, 'estimator__random_state': None, 'estimator__tol': 0.0001, 'estimator__verbose': 0, 'estimator': LinearSVR(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",0.314,0.003,-0.4779631240445268,-0.4916375607216083,0.708,0.385,0.492,0.701,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=LinearSVR(), param_grid={},
             scoring='neg_mean_squared_error')>"
3,SiteEnergyUse(kBtu),False,BaggingRegressor,"{'cv': 5, 'error_score': nan, 'estimator__base_estimator': None, 'estimator__bootstrap': True, 'estimator__bootstrap_features': False, 'estimator__max_features': 1.0, 'estimator__max_samples': 1.0, 'estimator__n_estimators': 10, 'estimator__n_jobs': None, 'estimator__oob_score': False, 'estimator__random_state': None, 'estimator__verbose': 0, 'estimator__warm_start': False, 'estimator': BaggingRegressor(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",1.263,0.01,-0.04361525673315384,-0.24191376676276397,0.856,0.235,0.242,0.492,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=BaggingRegressor(), param_grid={},
             scoring='neg_mean_squared_error')>"
4,SiteEnergyUse(kBtu),False,DummyRegressor,"{'cv': 5, 'error_score': nan, 'estimator__constant': None, 'estimator__quantile': None, 'estimator__strategy': 'mean', 'estimator': DummyRegressor(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",0.014,0.0,-1.6806357068288893,-1.6836789856746524,-0.001,0.845,1.684,1.298,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=DummyRegressor(), param_grid={},
             scoring='neg_mean_squared_error')>"
5,SiteEnergyUse(kBtu),False,KernelRidge,"{'cv': 5, 'error_score': nan, 'estimator__alpha': 1, 'estimator__coef0': 1, 'estimator__degree': 3, 'estimator__gamma': None, 'estimator__kernel': 'linear', 'estimator__kernel_params': None, 'estimator': KernelRidge(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",1.115,0.012,-0.9159523004337505,-0.9123875511581973,0.458,0.566,0.912,0.955,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=KernelRidge(), param_grid={},
             scoring='neg_mean_squared_error')>"
6,SiteEnergyUse(kBtu),False,Lasso,"{'cv': 5, 'error_score': nan, 'estimator__alpha': 1.0, 'estimator__copy_X': True, 'estimator__fit_intercept': True, 'estimator__max_iter': 1000, 'estimator__normalize': 'deprecated', 'estimator__positive': False, 'estimator__precompute': False, 'estimator__random_state': None, 'estimator__selection': 'cyclic', 'estimator__tol': 0.0001, 'estimator__warm_start': False, 'estimator': Lasso(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",0.07,0.003,-1.6806357068288893,-1.6836789856746524,-0.001,0.845,1.684,1.298,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=Lasso(), param_grid={},
             scoring='neg_mean_squared_error')>"
7,SiteEnergyUse(kBtu),False,SVR,"{'cv': 5, 'error_score': nan, 'estimator__C': 1.0, 'estimator__cache_size': 200, 'estimator__coef0': 0.0, 'estimator__degree': 3, 'estimator__epsilon': 0.1, 'estimator__gamma': 'scale', 'estimator__kernel': 'rbf', 'estimator__max_iter': -1, 'estimator__shrinking': True, 'estimator__tol': 0.001, 'estimator__verbose': False, 'estimator': SVR(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",2.931,0.23,-0.3247471967703443,-0.4244748154799875,0.748,0.302,0.424,0.652,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=SVR(), param_grid={},
             scoring='neg_mean_squared_error')>"
8,SiteEnergyUse(kBtu),False,KNeighborsRegressor,"{'cv': 5, 'error_score': nan, 'estimator__algorithm': 'auto', 'estimator__leaf_size': 30, 'estimator__metric': 'minkowski', 'estimator__metric_params': None, 'estimator__n_jobs': None, 'estimator__n_neighbors': 5, 'estimator__p': 2, 'estimator__weights': 'uniform', 'estimator': KNeighborsRegressor(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",0.152,0.04,-0.39538589007168395,-0.5412476296210345,0.678,0.411,0.541,0.736,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=KNeighborsRegressor(), param_grid={},
             scoring='neg_mean_squared_error')>"
9,SiteEnergyUse(kBtu),False,DecisionTreeRegressor,"{'cv': 5, 'error_score': nan, 'estimator__ccp_alpha': 0.0, 'estimator__criterion': 'squared_error', 'estimator__max_depth': None, 'estimator__max_features': None, 'estimator__max_leaf_nodes': None, 'estimator__min_impurity_decrease': 0.0, 'estimator__min_samples_leaf': 1, 'estimator__min_samples_split': 2, 'estimator__min_weight_fraction_leaf': 0.0, 'estimator__random_state': None, 'estimator__splitter': 'best', 'estimator': DecisionTreeRegressor(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",0.233,0.003,-0.0,-0.2710604020921785,0.839,0.1,0.271,0.521,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=DecisionTreeRegressor(), param_grid={},
             scoring='neg_mean_squared_error')>"
10,SiteEnergyUse(kBtu),False,ExtraTreeRegressor,"{'cv': 5, 'error_score': nan, 'estimator__ccp_alpha': 0.0, 'estimator__criterion': 'squared_error', 'estimator__max_depth': None, 'estimator__max_features': 'auto', 'estimator__max_leaf_nodes': None, 'estimator__min_impurity_decrease': 0.0, 'estimator__min_samples_leaf': 1, 'estimator__min_samples_split': 2, 'estimator__min_weight_fraction_leaf': 0.0, 'estimator__random_state': None, 'estimator__splitter': 'random', 'estimator': ExtraTreeRegressor(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",0.168,0.003,-0.0,-0.3486416038407446,0.793,0.107,0.349,0.59,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=ExtraTreeRegressor(), param_grid={},
             scoring='neg_mean_squared_error')>"
11,SiteEnergyUse(kBtu),False,RandomForestRegressor,"{'cv': 5, 'error_score': nan, 'estimator__bootstrap': True, 'estimator__ccp_alpha': 0.0, 'estimator__criterion': 'squared_error', 'estimator__max_depth': None, 'estimator__max_features': 'auto', 'estimator__max_leaf_nodes': None, 'estimator__max_samples': None, 'estimator__min_impurity_decrease': 0.0, 'estimator__min_samples_leaf': 1, 'estimator__min_samples_split': 2, 'estimator__min_weight_fraction_leaf': 0.0, 'estimator__n_estimators': 100, 'estimator__n_jobs': None, 'estimator__oob_score': False, 'estimator__random_state': None, 'estimator__verbose': 0, 'estimator__warm_start': False, 'estimator': RandomForestRegressor(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",12.167,0.025,-0.033695560676093736,-0.2202838319504331,0.869,0.208,0.22,0.469,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=RandomForestRegressor(), param_grid={},
             scoring='neg_mean_squared_error')>"
12,SiteEnergyUse(kBtu),False,AdaBoostRegressor,"{'cv': 5, 'error_score': nan, 'estimator__base_estimator': None, 'estimator__learning_rate': 1.0, 'estimator__loss': 'linear', 'estimator__n_estimators': 50, 'estimator__random_state': None, 'estimator': AdaBoostRegressor(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",3.135,0.015,-0.5454824645846063,-0.5196772943942404,0.691,0.417,0.52,0.721,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=AdaBoostRegressor(), param_grid={},
             scoring='neg_mean_squared_error')>"
13,SiteEnergyUse(kBtu),False,HistGradientBoostingRegressor,"{'cv': 5, 'error_score': nan, 'estimator__categorical_features': None, 'estimator__early_stopping': 'auto', 'estimator__l2_regularization': 0.0, 'estimator__learning_rate': 0.1, 'estimator__loss': 'squared_error', 'estimator__max_bins': 255, 'estimator__max_depth': None, 'estimator__max_iter': 100, 'estimator__max_leaf_nodes': 31, 'estimator__min_samples_leaf': 20, 'estimator__monotonic_cst': None, 'estimator__n_iter_no_change': 10, 'estimator__random_state': None, 'estimator__scoring': 'loss', 'estimator__tol': 1e-07, 'estimator__validation_fraction': 0.1, 'estimator__verbose': 0, 'estimator__warm_start': False, 'estimator': HistGradientBoostingRegressor(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",23.51,0.019,-0.12932168747899306,-0.30323393928567605,0.82,0.294,0.303,0.551,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=HistGradientBoostingRegressor(), param_grid={},
             scoring='neg_mean_squared_error')>"
14,SiteEnergyUse(kBtu),False,ExtraTreesRegressor,"{'cv': 5, 'error_score': nan, 'estimator__bootstrap': False, 'estimator__ccp_alpha': 0.0, 'estimator__criterion': 'squared_error', 'estimator__max_depth': None, 'estimator__max_features': 'auto', 'estimator__max_leaf_nodes': None, 'estimator__max_samples': None, 'estimator__min_impurity_decrease': 0.0, 'estimator__min_samples_leaf': 1, 'estimator__min_samples_split': 2, 'estimator__min_weight_fraction_leaf': 0.0, 'estimator__n_estimators': 100, 'estimator__n_jobs': None, 'estimator__oob_score': False, 'estimator__random_state': None, 'estimator__verbose': 0, 'estimator__warm_start': False, 'estimator': ExtraTreesRegressor(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",15.046,0.022,-4.131622653281157e-28,-0.17524409250547032,0.896,0.102,0.175,0.419,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=ExtraTreesRegressor(), param_grid={},
             scoring='neg_mean_squared_error')>"
15,SiteEnergyUse(kBtu),False,ElasticNet,"{'cv': 5, 'error_score': nan, 'estimator__alpha': 1.0, 'estimator__copy_X': True, 'estimator__fit_intercept': True, 'estimator__l1_ratio': 0.5, 'estimator__max_iter': 1000, 'estimator__normalize': 'deprecated', 'estimator__positive': False, 'estimator__precompute': False, 'estimator__random_state': None, 'estimator__selection': 'cyclic', 'estimator__tol': 0.0001, 'estimator__warm_start': False, 'estimator': ElasticNet(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",0.057,0.002,-1.2086333836005834,-1.2121319094806298,0.279,0.685,1.212,1.101,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=ElasticNet(), param_grid={},
             scoring='neg_mean_squared_error')>"
16,SiteEnergyUse(kBtu),False,Ridge,"{'cv': 5, 'error_score': nan, 'estimator__alpha': 1.0, 'estimator__copy_X': True, 'estimator__fit_intercept': True, 'estimator__max_iter': None, 'estimator__normalize': 'deprecated', 'estimator__positive': False, 'estimator__random_state': None, 'estimator__solver': 'auto', 'estimator__tol': 0.001, 'estimator': Ridge(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",0.061,0.004,-0.45620676784009867,-0.46799097214208807,0.722,0.369,0.468,0.684,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=Ridge(), param_grid={},
             scoring='neg_mean_squared_error')>"
17,TotalGHGEmissions,False,GradientBoostingRegressor,"{'cv': 5, 'error_score': nan, 'estimator__alpha': 0.9, 'estimator__ccp_alpha': 0.0, 'estimator__criterion': 'friedman_mse', 'estimator__init': None, 'estimator__learning_rate': 0.1, 'estimator__loss': 'squared_error', 'estimator__max_depth': 3, 'estimator__max_features': None, 'estimator__max_leaf_nodes': None, 'estimator__min_impurity_decrease': 0.0, 'estimator__min_samples_leaf': 1, 'estimator__min_samples_split': 2, 'estimator__min_weight_fraction_leaf': 0.0, 'estimator__n_estimators': 100, 'estimator__n_iter_no_change': None, 'estimator__random_state': None, 'estimator__subsample': 1.0, 'estimator__tol': 0.0001, 'estimator__validation_fraction': 0.1, 'estimator__verbose': 0, 'estimator__warm_start': False, 'estimator': GradientBoostingRegressor(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",4.798,0.003,-0.7166033251573899,-0.8578687493493997,0.573,0.586,0.858,0.926,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=GradientBoostingRegressor(), param_grid={},
             scoring='neg_mean_squared_error')>"
18,TotalGHGEmissions,False,LinearRegression,"{'cv': 5, 'error_score': nan, 'estimator__copy_X': True, 'estimator__fit_intercept': True, 'estimator__n_jobs': None, 'estimator__normalize': 'deprecated', 'estimator__positive': False, 'estimator': LinearRegression(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",0.267,0.003,-0.8764425504872803,-0.9633165364625506,0.52,0.623,0.963,0.981,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=LinearRegression(), param_grid={},
             scoring='neg_mean_squared_error')>"
19,TotalGHGEmissions,False,LinearSVR,"{'cv': 5, 'error_score': nan, 'estimator__C': 1.0, 'estimator__dual': True, 'estimator__epsilon': 0.0, 'estimator__fit_intercept': True, 'estimator__intercept_scaling': 1.0, 'estimator__loss': 'epsilon_insensitive', 'estimator__max_iter': 1000, 'estimator__random_state': None, 'estimator__tol': 0.0001, 'estimator__verbose': 0, 'estimator': LinearSVR(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",0.268,0.0,-0.9226535305834751,-1.0293278417058556,0.487,0.609,1.029,1.015,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=LinearSVR(), param_grid={},
             scoring='neg_mean_squared_error')>"
20,TotalGHGEmissions,False,BaggingRegressor,"{'cv': 5, 'error_score': nan, 'estimator__base_estimator': None, 'estimator__bootstrap': True, 'estimator__bootstrap_features': False, 'estimator__max_features': 1.0, 'estimator__max_samples': 1.0, 'estimator__n_estimators': 10, 'estimator__n_jobs': None, 'estimator__oob_score': False, 'estimator__random_state': None, 'estimator__verbose': 0, 'estimator__warm_start': False, 'estimator': BaggingRegressor(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",1.384,0.008,-0.08729297266270657,-0.41661415865802703,0.792,0.345,0.417,0.645,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=BaggingRegressor(), param_grid={},
             scoring='neg_mean_squared_error')>"
21,TotalGHGEmissions,False,DummyRegressor,"{'cv': 5, 'error_score': nan, 'estimator__constant': None, 'estimator__quantile': None, 'estimator__strategy': 'mean', 'estimator': DummyRegressor(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",0.014,0.001,-2.0467231829308665,-2.0115093623327494,-0.002,0.99,2.012,1.418,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=DummyRegressor(), param_grid={},
             scoring='neg_mean_squared_error')>"
22,TotalGHGEmissions,False,KernelRidge,"{'cv': 5, 'error_score': nan, 'estimator__alpha': 1, 'estimator__coef0': 1, 'estimator__degree': 3, 'estimator__gamma': None, 'estimator__kernel': 'linear', 'estimator__kernel_params': None, 'estimator': KernelRidge(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",1.283,0.021,-0.9421374758404445,-0.9928002177382373,0.505,0.661,0.993,0.996,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=KernelRidge(), param_grid={},
             scoring='neg_mean_squared_error')>"
23,TotalGHGEmissions,False,Lasso,"{'cv': 5, 'error_score': nan, 'estimator__alpha': 1.0, 'estimator__copy_X': True, 'estimator__fit_intercept': True, 'estimator__max_iter': 1000, 'estimator__normalize': 'deprecated', 'estimator__positive': False, 'estimator__precompute': False, 'estimator__random_state': None, 'estimator__selection': 'cyclic', 'estimator__tol': 0.0001, 'estimator__warm_start': False, 'estimator': Lasso(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",0.082,0.006,-2.0467231829308665,-2.0115093623327494,-0.002,0.99,2.012,1.418,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=Lasso(), param_grid={},
             scoring='neg_mean_squared_error')>"
24,TotalGHGEmissions,False,SVR,"{'cv': 5, 'error_score': nan, 'estimator__C': 1.0, 'estimator__cache_size': 200, 'estimator__coef0': 0.0, 'estimator__degree': 3, 'estimator__epsilon': 0.1, 'estimator__gamma': 'scale', 'estimator__kernel': 'rbf', 'estimator__max_iter': -1, 'estimator__shrinking': True, 'estimator__tol': 0.001, 'estimator__verbose': False, 'estimator': SVR(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",3.358,0.258,-0.675377608364065,-0.8582777040279022,0.573,0.494,0.858,0.926,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=SVR(), param_grid={},
             scoring='neg_mean_squared_error')>"
25,TotalGHGEmissions,False,KNeighborsRegressor,"{'cv': 5, 'error_score': nan, 'estimator__algorithm': 'auto', 'estimator__leaf_size': 30, 'estimator__metric': 'minkowski', 'estimator__metric_params': None, 'estimator__n_jobs': None, 'estimator__n_neighbors': 5, 'estimator__p': 2, 'estimator__weights': 'uniform', 'estimator': KNeighborsRegressor(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",0.194,0.058,-0.6933396562630192,-0.9891818761145493,0.507,0.605,0.989,0.995,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=KNeighborsRegressor(), param_grid={},
             scoring='neg_mean_squared_error')>"
26,TotalGHGEmissions,False,DecisionTreeRegressor,"{'cv': 5, 'error_score': nan, 'estimator__ccp_alpha': 0.0, 'estimator__criterion': 'squared_error', 'estimator__max_depth': None, 'estimator__max_features': None, 'estimator__max_leaf_nodes': None, 'estimator__min_impurity_decrease': 0.0, 'estimator__min_samples_leaf': 1, 'estimator__min_samples_split': 2, 'estimator__min_weight_fraction_leaf': 0.0, 'estimator__random_state': None, 'estimator__splitter': 'best', 'estimator': DecisionTreeRegressor(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",0.39,0.003,-0.0,-0.5002513084302517,0.751,0.128,0.5,0.707,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=DecisionTreeRegressor(), param_grid={},
             scoring='neg_mean_squared_error')>"
27,TotalGHGEmissions,False,ExtraTreeRegressor,"{'cv': 5, 'error_score': nan, 'estimator__ccp_alpha': 0.0, 'estimator__criterion': 'squared_error', 'estimator__max_depth': None, 'estimator__max_features': 'auto', 'estimator__max_leaf_nodes': None, 'estimator__min_impurity_decrease': 0.0, 'estimator__min_samples_leaf': 1, 'estimator__min_samples_split': 2, 'estimator__min_weight_fraction_leaf': 0.0, 'estimator__random_state': None, 'estimator__splitter': 'random', 'estimator': ExtraTreeRegressor(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",0.176,0.004,-0.0,-0.6245411943668796,0.689,0.152,0.625,0.79,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=ExtraTreeRegressor(), param_grid={},
             scoring='neg_mean_squared_error')>"
28,TotalGHGEmissions,False,RandomForestRegressor,"{'cv': 5, 'error_score': nan, 'estimator__bootstrap': True, 'estimator__ccp_alpha': 0.0, 'estimator__criterion': 'squared_error', 'estimator__max_depth': None, 'estimator__max_features': 'auto', 'estimator__max_leaf_nodes': None, 'estimator__max_samples': None, 'estimator__min_impurity_decrease': 0.0, 'estimator__min_samples_leaf': 1, 'estimator__min_samples_split': 2, 'estimator__min_weight_fraction_leaf': 0.0, 'estimator__n_estimators': 100, 'estimator__n_jobs': None, 'estimator__oob_score': False, 'estimator__random_state': None, 'estimator__verbose': 0, 'estimator__warm_start': False, 'estimator': RandomForestRegressor(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",13.371,0.024,-0.05886642406043461,-0.39030414222073684,0.806,0.312,0.39,0.625,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=RandomForestRegressor(), param_grid={},
             scoring='neg_mean_squared_error')>"
29,TotalGHGEmissions,False,AdaBoostRegressor,"{'cv': 5, 'error_score': nan, 'estimator__base_estimator': None, 'estimator__learning_rate': 1.0, 'estimator__loss': 'linear', 'estimator__n_estimators': 50, 'estimator__random_state': None, 'estimator': AdaBoostRegressor(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",2.977,0.016,-1.0429758282284736,-1.0419450030230981,0.481,0.75,1.042,1.021,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=AdaBoostRegressor(), param_grid={},
             scoring='neg_mean_squared_error')>"
30,TotalGHGEmissions,False,HistGradientBoostingRegressor,"{'cv': 5, 'error_score': nan, 'estimator__categorical_features': None, 'estimator__early_stopping': 'auto', 'estimator__l2_regularization': 0.0, 'estimator__learning_rate': 0.1, 'estimator__loss': 'squared_error', 'estimator__max_bins': 255, 'estimator__max_depth': None, 'estimator__max_iter': 100, 'estimator__max_leaf_nodes': 31, 'estimator__min_samples_leaf': 20, 'estimator__monotonic_cst': None, 'estimator__n_iter_no_change': 10, 'estimator__random_state': None, 'estimator__scoring': 'loss', 'estimator__tol': 1e-07, 'estimator__validation_fraction': 0.1, 'estimator__verbose': 0, 'estimator__warm_start': False, 'estimator': HistGradientBoostingRegressor(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",23.693,0.02,-0.24977432605350264,-0.6057594854256779,0.698,0.445,0.606,0.778,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=HistGradientBoostingRegressor(), param_grid={},
             scoring='neg_mean_squared_error')>"
31,TotalGHGEmissions,False,ExtraTreesRegressor,"{'cv': 5, 'error_score': nan, 'estimator__bootstrap': False, 'estimator__ccp_alpha': 0.0, 'estimator__criterion': 'squared_error', 'estimator__max_depth': None, 'estimator__max_features': 'auto', 'estimator__max_leaf_nodes': None, 'estimator__max_samples': None, 'estimator__min_impurity_decrease': 0.0, 'estimator__min_samples_leaf': 1, 'estimator__min_samples_split': 2, 'estimator__min_weight_fraction_leaf': 0.0, 'estimator__n_estimators': 100, 'estimator__n_jobs': None, 'estimator__oob_score': False, 'estimator__random_state': None, 'estimator__verbose': 0, 'estimator__warm_start': False, 'estimator': ExtraTreesRegressor(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",13.589,0.031,-3.397428459802237e-29,-0.3174923312375166,0.842,0.127,0.317,0.563,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=ExtraTreesRegressor(), param_grid={},
             scoring='neg_mean_squared_error')>"
32,TotalGHGEmissions,False,ElasticNet,"{'cv': 5, 'error_score': nan, 'estimator__alpha': 1.0, 'estimator__copy_X': True, 'estimator__fit_intercept': True, 'estimator__l1_ratio': 0.5, 'estimator__max_iter': 1000, 'estimator__normalize': 'deprecated', 'estimator__positive': False, 'estimator__precompute': False, 'estimator__random_state': None, 'estimator__selection': 'cyclic', 'estimator__tol': 0.0001, 'estimator__warm_start': False, 'estimator': ElasticNet(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",0.078,0.0,-1.7055576551553064,-1.6770920054653526,0.165,0.871,1.677,1.295,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=ElasticNet(), param_grid={},
             scoring='neg_mean_squared_error')>"
33,TotalGHGEmissions,False,Ridge,"{'cv': 5, 'error_score': nan, 'estimator__alpha': 1.0, 'estimator__copy_X': True, 'estimator__fit_intercept': True, 'estimator__max_iter': None, 'estimator__normalize': 'deprecated', 'estimator__positive': False, 'estimator__random_state': None, 'estimator__solver': 'auto', 'estimator__tol': 0.001, 'estimator': Ridge(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",0.203,0.0,-0.882630208706741,-0.961612803420146,0.521,0.629,0.962,0.981,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=Ridge(), param_grid={},
             scoring='neg_mean_squared_error')>"
34,SiteEnergyUse(kBtu),True,GradientBoostingRegressor,"{'cv': 5, 'error_score': nan, 'estimator__alpha': 0.9, 'estimator__ccp_alpha': 0.0, 'estimator__criterion': 'friedman_mse', 'estimator__init': None, 'estimator__learning_rate': 0.1, 'estimator__loss': 'squared_error', 'estimator__max_depth': 3, 'estimator__max_features': None, 'estimator__max_leaf_nodes': None, 'estimator__min_impurity_decrease': 0.0, 'estimator__min_samples_leaf': 1, 'estimator__min_samples_split': 2, 'estimator__min_weight_fraction_leaf': 0.0, 'estimator__n_estimators': 100, 'estimator__n_iter_no_change': None, 'estimator__random_state': None, 'estimator__subsample': 1.0, 'estimator__tol': 0.0001, 'estimator__validation_fraction': 0.1, 'estimator__verbose': 0, 'estimator__warm_start': False, 'estimator': GradientBoostingRegressor(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",3.431,0.005,-0.12208137042033074,-0.18759800750568104,0.888,0.224,0.188,0.433,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=GradientBoostingRegressor(), param_grid={},
             scoring='neg_mean_squared_error')>"
35,SiteEnergyUse(kBtu),True,LinearRegression,"{'cv': 5, 'error_score': nan, 'estimator__copy_X': True, 'estimator__fit_intercept': True, 'estimator__n_jobs': None, 'estimator__normalize': 'deprecated', 'estimator__positive': False, 'estimator': LinearRegression(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",0.323,0.005,-0.20863601255275827,-1.4514723618643748e+18,-8.667700164573684e+17,0.27,1.4514723618643748e+18,1204770667.747,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=LinearRegression(), param_grid={},
             scoring='neg_mean_squared_error')>"
36,SiteEnergyUse(kBtu),True,LinearSVR,"{'cv': 5, 'error_score': nan, 'estimator__C': 1.0, 'estimator__dual': True, 'estimator__epsilon': 0.0, 'estimator__fit_intercept': True, 'estimator__intercept_scaling': 1.0, 'estimator__loss': 'epsilon_insensitive', 'estimator__max_iter': 1000, 'estimator__random_state': None, 'estimator__tol': 0.0001, 'estimator__verbose': 0, 'estimator': LinearSVR(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",0.383,0.004,-0.22442661284531018,-0.2626998055164637,0.843,0.254,0.263,0.513,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=LinearSVR(), param_grid={},
             scoring='neg_mean_squared_error')>"
37,SiteEnergyUse(kBtu),True,BaggingRegressor,"{'cv': 5, 'error_score': nan, 'estimator__base_estimator': None, 'estimator__bootstrap': True, 'estimator__bootstrap_features': False, 'estimator__max_features': 1.0, 'estimator__max_samples': 1.0, 'estimator__n_estimators': 10, 'estimator__n_jobs': None, 'estimator__oob_score': False, 'estimator__random_state': None, 'estimator__verbose': 0, 'estimator__warm_start': False, 'estimator': BaggingRegressor(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",1.11,0.007,-0.02807676037361551,-0.19773294491642077,0.882,0.168,0.198,0.445,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=BaggingRegressor(), param_grid={},
             scoring='neg_mean_squared_error')>"
38,SiteEnergyUse(kBtu),True,DummyRegressor,"{'cv': 5, 'error_score': nan, 'estimator__constant': None, 'estimator__quantile': None, 'estimator__strategy': 'mean', 'estimator': DummyRegressor(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",0.014,0.0,-1.5993360730892061,-1.6745982532278583,-0.0,0.856,1.675,1.294,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=DummyRegressor(), param_grid={},
             scoring='neg_mean_squared_error')>"
39,SiteEnergyUse(kBtu),True,KernelRidge,"{'cv': 5, 'error_score': nan, 'estimator__alpha': 1, 'estimator__coef0': 1, 'estimator__degree': 3, 'estimator__gamma': None, 'estimator__kernel': 'linear', 'estimator__kernel_params': None, 'estimator': KernelRidge(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",0.696,0.021,-0.4018598665449343,-0.46303252774550174,0.723,0.39,0.463,0.68,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=KernelRidge(), param_grid={},
             scoring='neg_mean_squared_error')>"
40,SiteEnergyUse(kBtu),True,Lasso,"{'cv': 5, 'error_score': nan, 'estimator__alpha': 1.0, 'estimator__copy_X': True, 'estimator__fit_intercept': True, 'estimator__max_iter': 1000, 'estimator__normalize': 'deprecated', 'estimator__positive': False, 'estimator__precompute': False, 'estimator__random_state': None, 'estimator__selection': 'cyclic', 'estimator__tol': 0.0001, 'estimator__warm_start': False, 'estimator': Lasso(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",0.099,0.003,-1.5993360730892061,-1.6745982532278583,-0.0,0.856,1.675,1.294,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=Lasso(), param_grid={},
             scoring='neg_mean_squared_error')>"
41,SiteEnergyUse(kBtu),True,SVR,"{'cv': 5, 'error_score': nan, 'estimator__C': 1.0, 'estimator__cache_size': 200, 'estimator__coef0': 0.0, 'estimator__degree': 3, 'estimator__epsilon': 0.1, 'estimator__gamma': 'scale', 'estimator__kernel': 'rbf', 'estimator__max_iter': -1, 'estimator__shrinking': True, 'estimator__tol': 0.001, 'estimator__verbose': False, 'estimator': SVR(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",1.411,0.093,-0.13467045718708515,-0.20537689901309034,0.877,0.175,0.205,0.453,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=SVR(), param_grid={},
             scoring='neg_mean_squared_error')>"
42,SiteEnergyUse(kBtu),True,KNeighborsRegressor,"{'cv': 5, 'error_score': nan, 'estimator__algorithm': 'auto', 'estimator__leaf_size': 30, 'estimator__metric': 'minkowski', 'estimator__metric_params': None, 'estimator__n_jobs': None, 'estimator__n_neighbors': 5, 'estimator__p': 2, 'estimator__weights': 'uniform', 'estimator': KNeighborsRegressor(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",0.118,0.029,-0.23051001003391436,-0.3644973320685972,0.782,0.328,0.364,0.604,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=KNeighborsRegressor(), param_grid={},
             scoring='neg_mean_squared_error')>"
43,SiteEnergyUse(kBtu),True,DecisionTreeRegressor,"{'cv': 5, 'error_score': nan, 'estimator__ccp_alpha': 0.0, 'estimator__criterion': 'squared_error', 'estimator__max_depth': None, 'estimator__max_features': None, 'estimator__max_leaf_nodes': None, 'estimator__min_impurity_decrease': 0.0, 'estimator__min_samples_leaf': 1, 'estimator__min_samples_split': 2, 'estimator__min_weight_fraction_leaf': 0.0, 'estimator__random_state': None, 'estimator__splitter': 'best', 'estimator': DecisionTreeRegressor(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",0.206,0.008,-0.0,-0.30066930550823406,0.82,0.108,0.301,0.548,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=DecisionTreeRegressor(), param_grid={},
             scoring='neg_mean_squared_error')>"
44,SiteEnergyUse(kBtu),True,ExtraTreeRegressor,"{'cv': 5, 'error_score': nan, 'estimator__ccp_alpha': 0.0, 'estimator__criterion': 'squared_error', 'estimator__max_depth': None, 'estimator__max_features': 'auto', 'estimator__max_leaf_nodes': None, 'estimator__min_impurity_decrease': 0.0, 'estimator__min_samples_leaf': 1, 'estimator__min_samples_split': 2, 'estimator__min_weight_fraction_leaf': 0.0, 'estimator__random_state': None, 'estimator__splitter': 'random', 'estimator': ExtraTreeRegressor(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",0.171,0.003,-0.0,-0.3437176892166949,0.795,0.119,0.344,0.586,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=ExtraTreeRegressor(), param_grid={},
             scoring='neg_mean_squared_error')>"
45,SiteEnergyUse(kBtu),True,RandomForestRegressor,"{'cv': 5, 'error_score': nan, 'estimator__bootstrap': True, 'estimator__ccp_alpha': 0.0, 'estimator__criterion': 'squared_error', 'estimator__max_depth': None, 'estimator__max_features': 'auto', 'estimator__max_leaf_nodes': None, 'estimator__max_samples': None, 'estimator__min_impurity_decrease': 0.0, 'estimator__min_samples_leaf': 1, 'estimator__min_samples_split': 2, 'estimator__min_weight_fraction_leaf': 0.0, 'estimator__n_estimators': 100, 'estimator__n_jobs': None, 'estimator__oob_score': False, 'estimator__random_state': None, 'estimator__verbose': 0, 'estimator__warm_start': False, 'estimator': RandomForestRegressor(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",8.409,0.018,-0.019055904278642385,-0.15883707004032577,0.905,0.16,0.159,0.399,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=RandomForestRegressor(), param_grid={},
             scoring='neg_mean_squared_error')>"
46,SiteEnergyUse(kBtu),True,AdaBoostRegressor,"{'cv': 5, 'error_score': nan, 'estimator__base_estimator': None, 'estimator__learning_rate': 1.0, 'estimator__loss': 'linear', 'estimator__n_estimators': 50, 'estimator__random_state': None, 'estimator': AdaBoostRegressor(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",1.854,0.012,-0.2831230957417947,-0.3118893420500885,0.814,0.368,0.312,0.558,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=AdaBoostRegressor(), param_grid={},
             scoring='neg_mean_squared_error')>"
47,SiteEnergyUse(kBtu),True,HistGradientBoostingRegressor,"{'cv': 5, 'error_score': nan, 'estimator__categorical_features': None, 'estimator__early_stopping': 'auto', 'estimator__l2_regularization': 0.0, 'estimator__learning_rate': 0.1, 'estimator__loss': 'squared_error', 'estimator__max_bins': 255, 'estimator__max_depth': None, 'estimator__max_iter': 100, 'estimator__max_leaf_nodes': 31, 'estimator__min_samples_leaf': 20, 'estimator__monotonic_cst': None, 'estimator__n_iter_no_change': 10, 'estimator__random_state': None, 'estimator__scoring': 'loss', 'estimator__tol': 1e-07, 'estimator__validation_fraction': 0.1, 'estimator__verbose': 0, 'estimator__warm_start': False, 'estimator': HistGradientBoostingRegressor(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",29.894,0.009,-0.03180694503105907,-0.14122744741040497,0.916,0.17,0.141,0.376,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=HistGradientBoostingRegressor(), param_grid={},
             scoring='neg_mean_squared_error')>"
48,SiteEnergyUse(kBtu),True,ExtraTreesRegressor,"{'cv': 5, 'error_score': nan, 'estimator__bootstrap': False, 'estimator__ccp_alpha': 0.0, 'estimator__criterion': 'squared_error', 'estimator__max_depth': None, 'estimator__max_features': 'auto', 'estimator__max_leaf_nodes': None, 'estimator__max_samples': None, 'estimator__min_impurity_decrease': 0.0, 'estimator__min_samples_leaf': 1, 'estimator__min_samples_split': 2, 'estimator__min_weight_fraction_leaf': 0.0, 'estimator__n_estimators': 100, 'estimator__n_jobs': None, 'estimator__oob_score': False, 'estimator__random_state': None, 'estimator__verbose': 0, 'estimator__warm_start': False, 'estimator': ExtraTreesRegressor(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",12.725,0.039,-4.127657630591522e-28,-0.12494537005819056,0.925,0.088,0.125,0.353,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=ExtraTreesRegressor(), param_grid={},
             scoring='neg_mean_squared_error')>"
49,SiteEnergyUse(kBtu),True,ElasticNet,"{'cv': 5, 'error_score': nan, 'estimator__alpha': 1.0, 'estimator__copy_X': True, 'estimator__fit_intercept': True, 'estimator__l1_ratio': 0.5, 'estimator__max_iter': 1000, 'estimator__normalize': 'deprecated', 'estimator__positive': False, 'estimator__precompute': False, 'estimator__random_state': None, 'estimator__selection': 'cyclic', 'estimator__tol': 0.0001, 'estimator__warm_start': False, 'estimator': ElasticNet(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",0.11,0.008,-1.0849151252621239,-1.1340466094670854,0.323,0.677,1.134,1.065,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=ElasticNet(), param_grid={},
             scoring='neg_mean_squared_error')>"
50,SiteEnergyUse(kBtu),True,Ridge,"{'cv': 5, 'error_score': nan, 'estimator__alpha': 1.0, 'estimator__copy_X': True, 'estimator__fit_intercept': True, 'estimator__max_iter': None, 'estimator__normalize': 'deprecated', 'estimator__positive': False, 'estimator__random_state': None, 'estimator__solver': 'auto', 'estimator__tol': 0.001, 'estimator': Ridge(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",0.106,0.007,-0.209735928293889,-0.2542210060262421,0.848,0.266,0.254,0.504,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=Ridge(), param_grid={},
             scoring='neg_mean_squared_error')>"
51,TotalGHGEmissions,True,GradientBoostingRegressor,"{'cv': 5, 'error_score': nan, 'estimator__alpha': 0.9, 'estimator__ccp_alpha': 0.0, 'estimator__criterion': 'friedman_mse', 'estimator__init': None, 'estimator__learning_rate': 0.1, 'estimator__loss': 'squared_error', 'estimator__max_depth': 3, 'estimator__max_features': None, 'estimator__max_leaf_nodes': None, 'estimator__min_impurity_decrease': 0.0, 'estimator__min_samples_leaf': 1, 'estimator__min_samples_split': 2, 'estimator__min_weight_fraction_leaf': 0.0, 'estimator__n_estimators': 100, 'estimator__n_iter_no_change': None, 'estimator__random_state': None, 'estimator__subsample': 1.0, 'estimator__tol': 0.0001, 'estimator__validation_fraction': 0.1, 'estimator__verbose': 0, 'estimator__warm_start': False, 'estimator': GradientBoostingRegressor(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",5.339,0.007,-0.421823830634505,-0.6099145020969379,0.696,0.51,0.61,0.781,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=GradientBoostingRegressor(), param_grid={},
             scoring='neg_mean_squared_error')>"
52,TotalGHGEmissions,True,LinearRegression,"{'cv': 5, 'error_score': nan, 'estimator__copy_X': True, 'estimator__fit_intercept': True, 'estimator__n_jobs': None, 'estimator__normalize': 'deprecated', 'estimator__positive': False, 'estimator': LinearRegression(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",0.573,0.006,-0.6443357573288974,-1.3316370999165245e+19,-6.641270097635279e+18,0.533,1.3316370999165245e+19,3649160314.259,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=LinearRegression(), param_grid={},
             scoring='neg_mean_squared_error')>"
53,TotalGHGEmissions,True,LinearSVR,"{'cv': 5, 'error_score': nan, 'estimator__C': 1.0, 'estimator__dual': True, 'estimator__epsilon': 0.0, 'estimator__fit_intercept': True, 'estimator__intercept_scaling': 1.0, 'estimator__loss': 'epsilon_insensitive', 'estimator__max_iter': 1000, 'estimator__random_state': None, 'estimator__tol': 0.0001, 'estimator__verbose': 0, 'estimator': LinearSVR(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",0.527,0.005,-0.6860335914997129,-0.7560069326884428,0.623,0.497,0.756,0.869,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=LinearSVR(), param_grid={},
             scoring='neg_mean_squared_error')>"
54,TotalGHGEmissions,True,BaggingRegressor,"{'cv': 5, 'error_score': nan, 'estimator__base_estimator': None, 'estimator__bootstrap': True, 'estimator__bootstrap_features': False, 'estimator__max_features': 1.0, 'estimator__max_samples': 1.0, 'estimator__n_estimators': 10, 'estimator__n_jobs': None, 'estimator__oob_score': False, 'estimator__random_state': None, 'estimator__verbose': 0, 'estimator__warm_start': False, 'estimator': BaggingRegressor(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",1.487,0.012,-0.07865601838912761,-0.475771150668357,0.763,0.317,0.476,0.69,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=BaggingRegressor(), param_grid={},
             scoring='neg_mean_squared_error')>"
55,TotalGHGEmissions,True,DummyRegressor,"{'cv': 5, 'error_score': nan, 'estimator__constant': None, 'estimator__quantile': None, 'estimator__strategy': 'mean', 'estimator': DummyRegressor(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",0.027,0.0,-1.933253454557067,-2.006940362518966,-0.001,1.016,2.007,1.417,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=DummyRegressor(), param_grid={},
             scoring='neg_mean_squared_error')>"
56,TotalGHGEmissions,True,KernelRidge,"{'cv': 5, 'error_score': nan, 'estimator__alpha': 1, 'estimator__coef0': 1, 'estimator__degree': 3, 'estimator__gamma': None, 'estimator__kernel': 'linear', 'estimator__kernel_params': None, 'estimator': KernelRidge(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",0.769,0.012,-0.6671401073067595,-0.7304531018749468,0.636,0.576,0.73,0.855,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=KernelRidge(), param_grid={},
             scoring='neg_mean_squared_error')>"
57,TotalGHGEmissions,True,Lasso,"{'cv': 5, 'error_score': nan, 'estimator__alpha': 1.0, 'estimator__copy_X': True, 'estimator__fit_intercept': True, 'estimator__max_iter': 1000, 'estimator__normalize': 'deprecated', 'estimator__positive': False, 'estimator__precompute': False, 'estimator__random_state': None, 'estimator__selection': 'cyclic', 'estimator__tol': 0.0001, 'estimator__warm_start': False, 'estimator': Lasso(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",0.106,0.006,-1.933253454557067,-2.006940362518966,-0.001,1.016,2.007,1.417,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=Lasso(), param_grid={},
             scoring='neg_mean_squared_error')>"
58,TotalGHGEmissions,True,SVR,"{'cv': 5, 'error_score': nan, 'estimator__C': 1.0, 'estimator__cache_size': 200, 'estimator__coef0': 0.0, 'estimator__degree': 3, 'estimator__epsilon': 0.1, 'estimator__gamma': 'scale', 'estimator__kernel': 'rbf', 'estimator__max_iter': -1, 'estimator__shrinking': True, 'estimator__tol': 0.001, 'estimator__verbose': False, 'estimator': SVR(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",2.951,0.181,-0.43340385106358476,-0.6206718216446134,0.69,0.427,0.621,0.788,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=SVR(), param_grid={},
             scoring='neg_mean_squared_error')>"
59,TotalGHGEmissions,True,KNeighborsRegressor,"{'cv': 5, 'error_score': nan, 'estimator__algorithm': 'auto', 'estimator__leaf_size': 30, 'estimator__metric': 'minkowski', 'estimator__metric_params': None, 'estimator__n_jobs': None, 'estimator__n_neighbors': 5, 'estimator__p': 2, 'estimator__weights': 'uniform', 'estimator': KNeighborsRegressor(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",0.163,0.028,-0.5025163829433026,-0.7709124806877634,0.616,0.519,0.771,0.878,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=KNeighborsRegressor(), param_grid={},
             scoring='neg_mean_squared_error')>"
60,TotalGHGEmissions,True,DecisionTreeRegressor,"{'cv': 5, 'error_score': nan, 'estimator__ccp_alpha': 0.0, 'estimator__criterion': 'squared_error', 'estimator__max_depth': None, 'estimator__max_features': None, 'estimator__max_leaf_nodes': None, 'estimator__min_impurity_decrease': 0.0, 'estimator__min_samples_leaf': 1, 'estimator__min_samples_split': 2, 'estimator__min_weight_fraction_leaf': 0.0, 'estimator__random_state': None, 'estimator__splitter': 'best', 'estimator': DecisionTreeRegressor(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",0.301,0.01,-0.0,-0.8644843973658675,0.569,0.156,0.864,0.93,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=DecisionTreeRegressor(), param_grid={},
             scoring='neg_mean_squared_error')>"
61,TotalGHGEmissions,True,ExtraTreeRegressor,"{'cv': 5, 'error_score': nan, 'estimator__ccp_alpha': 0.0, 'estimator__criterion': 'squared_error', 'estimator__max_depth': None, 'estimator__max_features': 'auto', 'estimator__max_leaf_nodes': None, 'estimator__min_impurity_decrease': 0.0, 'estimator__min_samples_leaf': 1, 'estimator__min_samples_split': 2, 'estimator__min_weight_fraction_leaf': 0.0, 'estimator__random_state': None, 'estimator__splitter': 'random', 'estimator': ExtraTreeRegressor(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",0.233,0.006,-0.0,-0.8819537806083716,0.56,0.211,0.882,0.939,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=ExtraTreeRegressor(), param_grid={},
             scoring='neg_mean_squared_error')>"
62,TotalGHGEmissions,True,RandomForestRegressor,"{'cv': 5, 'error_score': nan, 'estimator__bootstrap': True, 'estimator__ccp_alpha': 0.0, 'estimator__criterion': 'squared_error', 'estimator__max_depth': None, 'estimator__max_features': 'auto', 'estimator__max_leaf_nodes': None, 'estimator__max_samples': None, 'estimator__min_impurity_decrease': 0.0, 'estimator__min_samples_leaf': 1, 'estimator__min_samples_split': 2, 'estimator__min_weight_fraction_leaf': 0.0, 'estimator__n_estimators': 100, 'estimator__n_jobs': None, 'estimator__oob_score': False, 'estimator__random_state': None, 'estimator__verbose': 0, 'estimator__warm_start': False, 'estimator': RandomForestRegressor(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",13.115,0.029,-0.04955583838672861,-0.43802782809632235,0.782,0.309,0.438,0.662,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=RandomForestRegressor(), param_grid={},
             scoring='neg_mean_squared_error')>"
63,TotalGHGEmissions,True,AdaBoostRegressor,"{'cv': 5, 'error_score': nan, 'estimator__base_estimator': None, 'estimator__learning_rate': 1.0, 'estimator__loss': 'linear', 'estimator__n_estimators': 50, 'estimator__random_state': None, 'estimator': AdaBoostRegressor(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",3.746,0.024,-0.784006259119376,-0.8051820027620467,0.598,0.699,0.805,0.897,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=AdaBoostRegressor(), param_grid={},
             scoring='neg_mean_squared_error')>"
64,TotalGHGEmissions,True,HistGradientBoostingRegressor,"{'cv': 5, 'error_score': nan, 'estimator__categorical_features': None, 'estimator__early_stopping': 'auto', 'estimator__l2_regularization': 0.0, 'estimator__learning_rate': 0.1, 'estimator__loss': 'squared_error', 'estimator__max_bins': 255, 'estimator__max_depth': None, 'estimator__max_iter': 100, 'estimator__max_leaf_nodes': 31, 'estimator__min_samples_leaf': 20, 'estimator__monotonic_cst': None, 'estimator__n_iter_no_change': 10, 'estimator__random_state': None, 'estimator__scoring': 'loss', 'estimator__tol': 1e-07, 'estimator__validation_fraction': 0.1, 'estimator__verbose': 0, 'estimator__warm_start': False, 'estimator': HistGradientBoostingRegressor(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",21.186,0.013,-0.09649282912730418,-0.4499235818839135,0.776,0.37,0.45,0.671,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=HistGradientBoostingRegressor(), param_grid={},
             scoring='neg_mean_squared_error')>"
65,TotalGHGEmissions,True,ExtraTreesRegressor,"{'cv': 5, 'error_score': nan, 'estimator__bootstrap': False, 'estimator__ccp_alpha': 0.0, 'estimator__criterion': 'squared_error', 'estimator__max_depth': None, 'estimator__max_features': 'auto', 'estimator__max_leaf_nodes': None, 'estimator__max_samples': None, 'estimator__min_impurity_decrease': 0.0, 'estimator__min_samples_leaf': 1, 'estimator__min_samples_split': 2, 'estimator__min_weight_fraction_leaf': 0.0, 'estimator__n_estimators': 100, 'estimator__n_jobs': None, 'estimator__oob_score': False, 'estimator__random_state': None, 'estimator__verbose': 0, 'estimator__warm_start': False, 'estimator': ExtraTreesRegressor(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",7.647,0.017,-3.328159855471068e-29,-0.36164954610481537,0.82,0.154,0.362,0.601,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=ExtraTreesRegressor(), param_grid={},
             scoring='neg_mean_squared_error')>"
66,TotalGHGEmissions,True,ElasticNet,"{'cv': 5, 'error_score': nan, 'estimator__alpha': 1.0, 'estimator__copy_X': True, 'estimator__fit_intercept': True, 'estimator__l1_ratio': 0.5, 'estimator__max_iter': 1000, 'estimator__normalize': 'deprecated', 'estimator__positive': False, 'estimator__precompute': False, 'estimator__random_state': None, 'estimator__selection': 'cyclic', 'estimator__tol': 0.0001, 'estimator__warm_start': False, 'estimator': ElasticNet(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",0.045,0.002,-1.5676576252536123,-1.6170939807267586,0.194,0.886,1.617,1.272,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=ElasticNet(), param_grid={},
             scoring='neg_mean_squared_error')>"
67,TotalGHGEmissions,True,Ridge,"{'cv': 5, 'error_score': nan, 'estimator__alpha': 1.0, 'estimator__copy_X': True, 'estimator__fit_intercept': True, 'estimator__max_iter': None, 'estimator__normalize': 'deprecated', 'estimator__positive': False, 'estimator__random_state': None, 'estimator__solver': 'auto', 'estimator__tol': 0.001, 'estimator': Ridge(), 'n_jobs': None, 'param_grid': {}, 'pre_dispatch': '2*n_jobs', 'refit': True, 'return_train_score': False, 'scoring': 'neg_mean_squared_error', 'verbose': 0}",0.051,0.003,-0.6480686155719823,-0.7159186930828031,0.643,0.546,0.716,0.846,"<bound method BaseSearchCV.score of GridSearchCV(cv=5, estimator=Ridge(), param_grid={},
             scoring='neg_mean_squared_error')>"