07/08 17:28:34 - INFO - #################################################################################################################################################################################################################################################################################
07/08 17:28:34 - INFO - OptimalFlow - autoCV - Auto Model Selection w/ Cross Validation :: 2020.08.07.17.28.34
07/08 17:28:34 - INFO - #################################################################################################################################################################################################################################################################################
07/08 17:28:34 - INFO - Copyright All Reserved by Tony Dong | e-mail: tonyleidong@gmail.com 
07/08 17:28:34 - INFO - Official Documentation: https://optimal-flow.readthedocs.io/
07/08 17:28:34 - INFO - ------------------------------------------------------------
07/08 17:28:34 - INFO - All previous logfiles will be deleted, when DELETE_FLAG is set to True.
07/08 17:28:34 - INFO - Deleted file:autoCV_log_2020.08.07.16.05.31.log
07/08 17:28:34 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:43:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:43:31 - INFO - Current Running:lgr estimator
07/08 18:43:31 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 18:43:31 - INFO - Best CV Score: 0.9299159663865547

07/08 18:43:31 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:43:31 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:43:31 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 18:43:31 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 18:43:31 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 18:43:31 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 18:43:31 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 18:43:31 - INFO - This estimator executed 0.0132 minutes
07/08 18:43:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:43:31 - INFO - Current Running:svm estimator
07/08 18:43:32 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:43:32 - INFO - Best CV Score: 0.9005042016806722

07/08 18:43:32 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:43:32 - INFO - This estimator executed 0.0033 minutes
07/08 18:43:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:43:32 - INFO - Current Running:mlp estimator
07/08 18:43:32 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:43:32 - INFO - Best CV Score: 0.5205042016806722

07/08 18:43:32 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:43:32 - INFO - This estimator executed 0.0015 minutes
07/08 18:43:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:43:32 - INFO - Current Running:rf estimator
07/08 18:43:32 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:43:32 - INFO - Best CV Score: 0.9181512605042018

07/08 18:43:32 - INFO - 0.918 (+/-0.078) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:43:32 - INFO - This estimator executed 0.0072 minutes
07/08 18:43:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:43:32 - INFO - Current Running:ada estimator
07/08 18:43:33 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:43:33 - INFO - Best CV Score: 0.9063865546218487

07/08 18:43:33 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:43:33 - INFO - This estimator executed 0.0079 minutes
07/08 18:43:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:43:33 - INFO - Current Running:gb estimator
07/08 18:43:33 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:43:33 - INFO - Best CV Score: 0.9297478991596637

07/08 18:43:33 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:43:33 - INFO - This estimator executed 0.0033 minutes
07/08 18:43:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:43:33 - INFO - Current Running:xgb estimator
07/08 18:43:33 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:43:33 - INFO - Best CV Score: 0.9415126050420168

07/08 18:43:33 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:43:33 - INFO - This estimator executed 0.0022 minutes
07/08 18:43:33 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:43:33 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 18:43:33 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 4.0s
07/08 18:43:33 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 18:43:33 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 18:43:33 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 18:43:33 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 18:43:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:43:36 - INFO - Current Running:lgr estimator
07/08 18:43:36 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 18:43:36 - INFO - Best CV Score: 0.9534453781512605

07/08 18:43:36 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:43:36 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 18:43:36 - INFO - 0.942 (+/-0.052) for {'C': 0.1, 'random_state': 13}
07/08 18:43:36 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 18:43:36 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 18:43:36 - INFO - 0.942 (+/-0.083) for {'C': 100, 'random_state': 13}
07/08 18:43:36 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 18:43:36 - INFO - This estimator executed 0.0068 minutes
07/08 18:43:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:43:36 - INFO - Current Running:svm estimator
07/08 18:43:36 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:43:36 - INFO - Best CV Score: 0.9650420168067226

07/08 18:43:36 - INFO - 0.965 (+/-0.022) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:43:36 - INFO - This estimator executed 0.0005 minutes
07/08 18:43:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:43:36 - INFO - Current Running:mlp estimator
07/08 18:43:37 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:43:37 - INFO - Best CV Score: 0.8892436974789917

07/08 18:43:37 - INFO - 0.889 (+/-0.075) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:43:37 - INFO - This estimator executed 0.0092 minutes
07/08 18:43:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:43:37 - INFO - Current Running:rf estimator
07/08 18:43:37 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:43:37 - INFO - Best CV Score: 0.917983193277311

07/08 18:43:37 - INFO - 0.918 (+/-0.102) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:43:37 - INFO - This estimator executed 0.0073 minutes
07/08 18:43:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:43:37 - INFO - Current Running:ada estimator
07/08 18:43:38 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:43:38 - INFO - Best CV Score: 0.9181512605042016

07/08 18:43:38 - INFO - 0.918 (+/-0.023) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:43:38 - INFO - This estimator executed 0.0079 minutes
07/08 18:43:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:43:38 - INFO - Current Running:gb estimator
07/08 18:43:38 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:43:38 - INFO - Best CV Score: 0.9297478991596637

07/08 18:43:38 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:43:38 - INFO - This estimator executed 0.0033 minutes
07/08 18:43:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:43:38 - INFO - Current Running:xgb estimator
07/08 18:43:38 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:43:38 - INFO - Best CV Score: 0.917983193277311

07/08 18:43:38 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:43:38 - INFO - This estimator executed 0.002 minutes
07/08 18:43:38 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:43:38 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:43:38 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.947 / Recall: 0.72 / Latency: 3.0s
07/08 18:43:38 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 18:43:38 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 18:43:38 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 18:43:38 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 18:43:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:43:56 - INFO - Current Running:lgr estimator
07/08 18:43:57 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 18:43:57 - INFO - Best CV Score: 0.9299159663865547

07/08 18:43:57 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:43:57 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:43:57 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 18:43:57 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 18:43:57 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 18:43:57 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 18:43:57 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 18:43:57 - INFO - This estimator executed 0.0135 minutes
07/08 18:43:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:43:57 - INFO - Current Running:svm estimator
07/08 18:43:57 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:43:57 - INFO - Best CV Score: 0.9005042016806722

07/08 18:43:57 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:43:57 - INFO - This estimator executed 0.0033 minutes
07/08 18:43:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:43:57 - INFO - Current Running:mlp estimator
07/08 18:43:57 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:43:57 - INFO - Best CV Score: 0.5205042016806722

07/08 18:43:57 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:43:57 - INFO - This estimator executed 0.0015 minutes
07/08 18:43:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:43:57 - INFO - Current Running:rf estimator
07/08 18:43:58 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:43:58 - INFO - Best CV Score: 0.9065546218487395

07/08 18:43:58 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:43:58 - INFO - This estimator executed 0.0074 minutes
07/08 18:43:58 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:43:58 - INFO - Current Running:ada estimator
07/08 18:43:58 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:43:58 - INFO - Best CV Score: 0.9063865546218487

07/08 18:43:58 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:43:58 - INFO - This estimator executed 0.0081 minutes
07/08 18:43:58 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:43:58 - INFO - Current Running:gb estimator
07/08 18:43:59 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:43:59 - INFO - Best CV Score: 0.9297478991596637

07/08 18:43:59 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:43:59 - INFO - This estimator executed 0.0033 minutes
07/08 18:43:59 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:43:59 - INFO - Current Running:xgb estimator
07/08 18:43:59 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:43:59 - INFO - Best CV Score: 0.9415126050420168

07/08 18:43:59 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:43:59 - INFO - This estimator executed 0.0021 minutes
07/08 18:43:59 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:43:59 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 18:43:59 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 18:43:59 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 18:43:59 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 18:43:59 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 18:43:59 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 18:44:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:44:02 - INFO - Current Running:lgr estimator
07/08 18:44:02 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 18:44:02 - INFO - Best CV Score: 0.9591596638655462

07/08 18:44:02 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:44:02 - INFO - 0.924 (+/-0.077) for {'C': 0.01, 'random_state': 13}
07/08 18:44:02 - INFO - 0.93 (+/-0.085) for {'C': 0.1, 'random_state': 13}
07/08 18:44:02 - INFO - 0.959 (+/-0.047) for {'C': 1, 'random_state': 13}
07/08 18:44:02 - INFO - 0.948 (+/-0.068) for {'C': 10, 'random_state': 13}
07/08 18:44:02 - INFO - 0.953 (+/-0.06) for {'C': 100, 'random_state': 13}
07/08 18:44:02 - INFO - 0.947 (+/-0.044) for {'C': 1000, 'random_state': 13}
07/08 18:44:02 - INFO - This estimator executed 0.0064 minutes
07/08 18:44:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:44:02 - INFO - Current Running:svm estimator
07/08 18:44:02 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:44:02 - INFO - Best CV Score: 0.9709243697478991

07/08 18:44:02 - INFO - 0.971 (+/-0.036) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:44:02 - INFO - This estimator executed 0.0005 minutes
07/08 18:44:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:44:02 - INFO - Current Running:mlp estimator
07/08 18:44:03 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:44:03 - INFO - Best CV Score: 0.8657142857142859

07/08 18:44:03 - INFO - 0.866 (+/-0.101) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:44:03 - INFO - This estimator executed 0.009 minutes
07/08 18:44:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:44:03 - INFO - Current Running:rf estimator
07/08 18:44:03 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:44:03 - INFO - Best CV Score: 0.9122689075630254

07/08 18:44:03 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:44:03 - INFO - This estimator executed 0.0072 minutes
07/08 18:44:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:44:03 - INFO - Current Running:ada estimator
07/08 18:44:03 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:44:03 - INFO - Best CV Score: 0.9240336134453783

07/08 18:44:03 - INFO - 0.924 (+/-0.06) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:44:03 - INFO - This estimator executed 0.0078 minutes
07/08 18:44:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:44:03 - INFO - Current Running:gb estimator
07/08 18:44:04 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:44:04 - INFO - Best CV Score: 0.9238655462184873

07/08 18:44:04 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:44:04 - INFO - This estimator executed 0.0033 minutes
07/08 18:44:04 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:44:04 - INFO - Current Running:xgb estimator
07/08 18:44:04 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:44:04 - INFO - Best CV Score: 0.9295798319327732

07/08 18:44:04 - INFO - 0.93 (+/-0.08) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:44:04 - INFO - This estimator executed 0.002 minutes
07/08 18:44:04 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 18:44:04 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:44:04 - INFO - mlp -- Accuracy: 0.825 / Precision: 0.895 / Recall: 0.68 / Latency: 3.0s
07/08 18:44:04 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 18:44:04 - INFO - ada -- Accuracy: 0.93 / Precision: 0.957 / Recall: 0.88 / Latency: 16.0s
07/08 18:44:04 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 18:44:04 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 18:44:19 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:44:19 - INFO - Current Running:lgr estimator
07/08 18:44:20 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 18:44:20 - INFO - Best CV Score: 0.9299159663865547

07/08 18:44:20 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:44:20 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:44:20 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 18:44:20 - INFO - 0.889 (+/-0.079) for {'C': 1, 'random_state': 13}
07/08 18:44:20 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 18:44:20 - INFO - 0.924 (+/-0.103) for {'C': 100, 'random_state': 13}
07/08 18:44:20 - INFO - 0.93 (+/-0.088) for {'C': 1000, 'random_state': 13}
07/08 18:44:20 - INFO - This estimator executed 0.0138 minutes
07/08 18:44:20 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:44:20 - INFO - Current Running:svm estimator
07/08 18:44:20 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:44:20 - INFO - Best CV Score: 0.8946218487394958

07/08 18:44:20 - INFO - 0.895 (+/-0.096) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:44:20 - INFO - This estimator executed 0.0027 minutes
07/08 18:44:20 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:44:20 - INFO - Current Running:mlp estimator
07/08 18:44:20 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:44:20 - INFO - Best CV Score: 0.5205042016806722

07/08 18:44:20 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:44:20 - INFO - This estimator executed 0.0015 minutes
07/08 18:44:20 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:44:20 - INFO - Current Running:rf estimator
07/08 18:44:20 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:44:20 - INFO - Best CV Score: 0.9122689075630254

07/08 18:44:20 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:44:20 - INFO - This estimator executed 0.0073 minutes
07/08 18:44:20 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:44:20 - INFO - Current Running:ada estimator
07/08 18:44:21 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:44:21 - INFO - Best CV Score: 0.9122689075630251

07/08 18:44:21 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:44:21 - INFO - This estimator executed 0.0081 minutes
07/08 18:44:21 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:44:21 - INFO - Current Running:gb estimator
07/08 18:44:21 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:44:21 - INFO - Best CV Score: 0.9297478991596637

07/08 18:44:21 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:44:21 - INFO - This estimator executed 0.0032 minutes
07/08 18:44:21 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:44:21 - INFO - Current Running:xgb estimator
07/08 18:44:21 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:44:21 - INFO - Best CV Score: 0.9415126050420168

07/08 18:44:21 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:44:21 - INFO - This estimator executed 0.0021 minutes
07/08 18:44:21 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:44:21 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 18:44:21 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 18:44:21 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 18:44:21 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 18:44:21 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 18:44:21 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 18:44:24 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:44:24 - INFO - Current Running:lgr estimator
07/08 18:44:24 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 18:44:24 - INFO - Best CV Score: 0.9534453781512605

07/08 18:44:24 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:44:24 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 18:44:24 - INFO - 0.942 (+/-0.052) for {'C': 0.1, 'random_state': 13}
07/08 18:44:24 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 18:44:24 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 18:44:24 - INFO - 0.942 (+/-0.083) for {'C': 100, 'random_state': 13}
07/08 18:44:24 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 18:44:24 - INFO - This estimator executed 0.0068 minutes
07/08 18:44:24 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:44:24 - INFO - Current Running:svm estimator
07/08 18:44:24 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:44:24 - INFO - Best CV Score: 0.9650420168067226

07/08 18:44:24 - INFO - 0.965 (+/-0.022) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:44:24 - INFO - This estimator executed 0.0005 minutes
07/08 18:44:24 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:44:24 - INFO - Current Running:mlp estimator
07/08 18:44:25 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:44:25 - INFO - Best CV Score: 0.906890756302521

07/08 18:44:25 - INFO - 0.907 (+/-0.098) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:44:25 - INFO - This estimator executed 0.0093 minutes
07/08 18:44:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:44:25 - INFO - Current Running:rf estimator
07/08 18:44:25 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:44:25 - INFO - Best CV Score: 0.9065546218487395

07/08 18:44:25 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:44:25 - INFO - This estimator executed 0.0072 minutes
07/08 18:44:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:44:25 - INFO - Current Running:ada estimator
07/08 18:44:26 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:44:26 - INFO - Best CV Score: 0.9181512605042016

07/08 18:44:26 - INFO - 0.918 (+/-0.023) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:44:26 - INFO - This estimator executed 0.0078 minutes
07/08 18:44:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:44:26 - INFO - Current Running:gb estimator
07/08 18:44:26 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:44:26 - INFO - Best CV Score: 0.9297478991596637

07/08 18:44:26 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:44:26 - INFO - This estimator executed 0.0033 minutes
07/08 18:44:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:44:26 - INFO - Current Running:xgb estimator
07/08 18:44:26 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:44:26 - INFO - Best CV Score: 0.917983193277311

07/08 18:44:26 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:44:26 - INFO - This estimator executed 0.002 minutes
07/08 18:44:26 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:44:26 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:44:26 - INFO - mlp -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 18:44:26 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 18:44:26 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 18:44:26 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 18:44:26 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 18:44:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:44:43 - INFO - Current Running:lgr estimator
07/08 18:44:44 - INFO - Best Paramaters: {'C': 10, 'random_state': 13}

07/08 18:44:44 - INFO - Best CV Score: 0.9295798319327732

07/08 18:44:44 - INFO - 0.865 (+/-0.103) for {'C': 0.001, 'random_state': 13}
07/08 18:44:44 - INFO - 0.866 (+/-0.095) for {'C': 0.01, 'random_state': 13}
07/08 18:44:44 - INFO - 0.889 (+/-0.078) for {'C': 0.1, 'random_state': 13}
07/08 18:44:44 - INFO - 0.889 (+/-0.078) for {'C': 1, 'random_state': 13}
07/08 18:44:44 - INFO - 0.93 (+/-0.071) for {'C': 10, 'random_state': 13}
07/08 18:44:44 - INFO - 0.93 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 18:44:44 - INFO - 0.912 (+/-0.075) for {'C': 1000, 'random_state': 13}
07/08 18:44:44 - INFO - This estimator executed 0.0123 minutes
07/08 18:44:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:44:44 - INFO - Current Running:svm estimator
07/08 18:44:44 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:44:44 - INFO - Best CV Score: 0.8946218487394958

07/08 18:44:44 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:44:44 - INFO - This estimator executed 0.0005 minutes
07/08 18:44:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:44:44 - INFO - Current Running:mlp estimator
07/08 18:44:44 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:44:44 - INFO - Best CV Score: 0.6436974789915967

07/08 18:44:44 - INFO - 0.644 (+/-0.113) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:44:44 - INFO - This estimator executed 0.0063 minutes
07/08 18:44:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:44:44 - INFO - Current Running:rf estimator
07/08 18:44:44 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:44:44 - INFO - Best CV Score: 0.9065546218487395

07/08 18:44:44 - INFO - 0.907 (+/-0.077) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:44:44 - INFO - This estimator executed 0.0072 minutes
07/08 18:44:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:44:44 - INFO - Current Running:ada estimator
07/08 18:44:45 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:44:45 - INFO - Best CV Score: 0.924033613445378

07/08 18:44:45 - INFO - 0.924 (+/-0.06) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:44:45 - INFO - This estimator executed 0.0079 minutes
07/08 18:44:45 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:44:45 - INFO - Current Running:gb estimator
07/08 18:44:45 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:44:45 - INFO - Best CV Score: 0.9238655462184873

07/08 18:44:45 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:44:45 - INFO - This estimator executed 0.0033 minutes
07/08 18:44:45 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:44:45 - INFO - Current Running:xgb estimator
07/08 18:44:45 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:44:45 - INFO - Best CV Score: 0.9295798319327732

07/08 18:44:45 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:44:45 - INFO - This estimator executed 0.0021 minutes
07/08 18:44:45 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 18:44:45 - INFO - svm -- Accuracy: 0.93 / Precision: 0.889 / Recall: 0.96 / Latency: 3.0s
07/08 18:44:45 - INFO - mlp -- Accuracy: 0.632 / Precision: 0.567 / Recall: 0.68 / Latency: 3.0s
07/08 18:44:45 - INFO - rf -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 12.0s
07/08 18:44:45 - INFO - ada -- Accuracy: 0.877 / Precision: 0.95 / Recall: 0.76 / Latency: 17.0s
07/08 18:44:45 - INFO - gb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 18:44:45 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 4.0s
07/08 18:44:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:44:48 - INFO - Current Running:lgr estimator
07/08 18:44:48 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 18:44:48 - INFO - Best CV Score: 0.9534453781512605

07/08 18:44:48 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:44:48 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 18:44:48 - INFO - 0.942 (+/-0.052) for {'C': 0.1, 'random_state': 13}
07/08 18:44:48 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 18:44:48 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 18:44:48 - INFO - 0.942 (+/-0.083) for {'C': 100, 'random_state': 13}
07/08 18:44:48 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 18:44:48 - INFO - This estimator executed 0.0068 minutes
07/08 18:44:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:44:48 - INFO - Current Running:svm estimator
07/08 18:44:48 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:44:48 - INFO - Best CV Score: 0.9650420168067226

07/08 18:44:48 - INFO - 0.965 (+/-0.022) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:44:48 - INFO - This estimator executed 0.0004 minutes
07/08 18:44:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:44:48 - INFO - Current Running:mlp estimator
07/08 18:44:49 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:44:49 - INFO - Best CV Score: 0.9243697478991597

07/08 18:44:49 - INFO - 0.924 (+/-0.085) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:44:49 - INFO - This estimator executed 0.0088 minutes
07/08 18:44:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:44:49 - INFO - Current Running:rf estimator
07/08 18:44:49 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:44:49 - INFO - Best CV Score: 0.900672268907563

07/08 18:44:49 - INFO - 0.901 (+/-0.121) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:44:49 - INFO - This estimator executed 0.0073 minutes
07/08 18:44:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:44:49 - INFO - Current Running:ada estimator
07/08 18:44:50 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:44:50 - INFO - Best CV Score: 0.9181512605042016

07/08 18:44:50 - INFO - 0.918 (+/-0.023) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:44:50 - INFO - This estimator executed 0.0079 minutes
07/08 18:44:50 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:44:50 - INFO - Current Running:gb estimator
07/08 18:44:50 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:44:50 - INFO - Best CV Score: 0.9297478991596637

07/08 18:44:50 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:44:50 - INFO - This estimator executed 0.0033 minutes
07/08 18:44:50 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:44:50 - INFO - Current Running:xgb estimator
07/08 18:44:50 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:44:50 - INFO - Best CV Score: 0.917983193277311

07/08 18:44:50 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:44:50 - INFO - This estimator executed 0.0019 minutes
07/08 18:44:50 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 18:44:50 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:44:50 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 4.0s
07/08 18:44:50 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 18:44:50 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 18:44:50 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 4.0s
07/08 18:44:50 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 18:45:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:03 - INFO - Current Running:lgr estimator
07/08 18:45:03 - INFO - Best Paramaters: {'C': 10, 'random_state': 13}

07/08 18:45:03 - INFO - Best CV Score: 0.9295798319327732

07/08 18:45:03 - INFO - 0.865 (+/-0.103) for {'C': 0.001, 'random_state': 13}
07/08 18:45:03 - INFO - 0.866 (+/-0.095) for {'C': 0.01, 'random_state': 13}
07/08 18:45:03 - INFO - 0.889 (+/-0.078) for {'C': 0.1, 'random_state': 13}
07/08 18:45:03 - INFO - 0.889 (+/-0.078) for {'C': 1, 'random_state': 13}
07/08 18:45:03 - INFO - 0.93 (+/-0.071) for {'C': 10, 'random_state': 13}
07/08 18:45:03 - INFO - 0.93 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 18:45:03 - INFO - 0.912 (+/-0.075) for {'C': 1000, 'random_state': 13}
07/08 18:45:03 - INFO - This estimator executed 0.0122 minutes
07/08 18:45:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:03 - INFO - Current Running:svm estimator
07/08 18:45:03 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:45:03 - INFO - Best CV Score: 0.8946218487394958

07/08 18:45:03 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:45:03 - INFO - This estimator executed 0.0005 minutes
07/08 18:45:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:03 - INFO - Current Running:mlp estimator
07/08 18:45:04 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:45:04 - INFO - Best CV Score: 0.5205042016806722

07/08 18:45:04 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:45:04 - INFO - This estimator executed 0.0022 minutes
07/08 18:45:04 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:04 - INFO - Current Running:rf estimator
07/08 18:45:04 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:45:04 - INFO - Best CV Score: 0.9065546218487395

07/08 18:45:04 - INFO - 0.907 (+/-0.077) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:45:04 - INFO - This estimator executed 0.0071 minutes
07/08 18:45:04 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:04 - INFO - Current Running:ada estimator
07/08 18:45:04 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:45:04 - INFO - Best CV Score: 0.924033613445378

07/08 18:45:04 - INFO - 0.924 (+/-0.06) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:45:04 - INFO - This estimator executed 0.0078 minutes
07/08 18:45:04 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:04 - INFO - Current Running:gb estimator
07/08 18:45:05 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:45:05 - INFO - Best CV Score: 0.9238655462184873

07/08 18:45:05 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:45:05 - INFO - This estimator executed 0.0032 minutes
07/08 18:45:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:05 - INFO - Current Running:xgb estimator
07/08 18:45:05 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:45:05 - INFO - Best CV Score: 0.9295798319327732

07/08 18:45:05 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:45:05 - INFO - This estimator executed 0.0021 minutes
07/08 18:45:05 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 18:45:05 - INFO - svm -- Accuracy: 0.93 / Precision: 0.889 / Recall: 0.96 / Latency: 3.0s
07/08 18:45:05 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 18:45:05 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 18:45:05 - INFO - ada -- Accuracy: 0.877 / Precision: 0.95 / Recall: 0.76 / Latency: 17.0s
07/08 18:45:05 - INFO - gb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 18:45:05 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 18:45:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:08 - INFO - Current Running:lgr estimator
07/08 18:45:08 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 18:45:08 - INFO - Best CV Score: 0.9591596638655462

07/08 18:45:08 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:45:08 - INFO - 0.924 (+/-0.077) for {'C': 0.01, 'random_state': 13}
07/08 18:45:08 - INFO - 0.93 (+/-0.085) for {'C': 0.1, 'random_state': 13}
07/08 18:45:08 - INFO - 0.959 (+/-0.047) for {'C': 1, 'random_state': 13}
07/08 18:45:08 - INFO - 0.948 (+/-0.068) for {'C': 10, 'random_state': 13}
07/08 18:45:08 - INFO - 0.953 (+/-0.06) for {'C': 100, 'random_state': 13}
07/08 18:45:08 - INFO - 0.947 (+/-0.044) for {'C': 1000, 'random_state': 13}
07/08 18:45:08 - INFO - This estimator executed 0.0064 minutes
07/08 18:45:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:08 - INFO - Current Running:svm estimator
07/08 18:45:08 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:45:08 - INFO - Best CV Score: 0.9709243697478991

07/08 18:45:08 - INFO - 0.971 (+/-0.036) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:45:08 - INFO - This estimator executed 0.0005 minutes
07/08 18:45:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:08 - INFO - Current Running:mlp estimator
07/08 18:45:09 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:45:09 - INFO - Best CV Score: 0.8715966386554623

07/08 18:45:09 - INFO - 0.872 (+/-0.12) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:45:09 - INFO - This estimator executed 0.009 minutes
07/08 18:45:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:09 - INFO - Current Running:rf estimator
07/08 18:45:09 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:45:09 - INFO - Best CV Score: 0.9065546218487395

07/08 18:45:09 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:45:09 - INFO - This estimator executed 0.0071 minutes
07/08 18:45:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:09 - INFO - Current Running:ada estimator
07/08 18:45:10 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:45:10 - INFO - Best CV Score: 0.9240336134453783

07/08 18:45:10 - INFO - 0.924 (+/-0.06) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:45:10 - INFO - This estimator executed 0.008 minutes
07/08 18:45:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:10 - INFO - Current Running:gb estimator
07/08 18:45:10 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:45:10 - INFO - Best CV Score: 0.9238655462184873

07/08 18:45:10 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:45:10 - INFO - This estimator executed 0.0032 minutes
07/08 18:45:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:10 - INFO - Current Running:xgb estimator
07/08 18:45:10 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:45:10 - INFO - Best CV Score: 0.9295798319327732

07/08 18:45:10 - INFO - 0.93 (+/-0.08) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:45:10 - INFO - This estimator executed 0.002 minutes
07/08 18:45:10 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 18:45:10 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:45:10 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.95 / Recall: 0.76 / Latency: 3.0s
07/08 18:45:10 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 18:45:10 - INFO - ada -- Accuracy: 0.93 / Precision: 0.957 / Recall: 0.88 / Latency: 17.0s
07/08 18:45:10 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 18:45:10 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 18:45:24 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:24 - INFO - Current Running:lgr estimator
07/08 18:45:25 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 18:45:25 - INFO - Best CV Score: 0.9297478991596639

07/08 18:45:25 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:45:25 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:45:25 - INFO - 0.889 (+/-0.102) for {'C': 0.1, 'random_state': 13}
07/08 18:45:25 - INFO - 0.883 (+/-0.074) for {'C': 1, 'random_state': 13}
07/08 18:45:25 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 18:45:25 - INFO - 0.93 (+/-0.08) for {'C': 100, 'random_state': 13}
07/08 18:45:25 - INFO - 0.93 (+/-0.08) for {'C': 1000, 'random_state': 13}
07/08 18:45:25 - INFO - This estimator executed 0.0139 minutes
07/08 18:45:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:25 - INFO - Current Running:svm estimator
07/08 18:45:25 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:45:25 - INFO - Best CV Score: 0.8946218487394958

07/08 18:45:25 - INFO - 0.895 (+/-0.096) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:45:25 - INFO - This estimator executed 0.003 minutes
07/08 18:45:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:25 - INFO - Current Running:mlp estimator
07/08 18:45:26 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:45:26 - INFO - Best CV Score: 0.5205042016806722

07/08 18:45:26 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:45:26 - INFO - This estimator executed 0.0015 minutes
07/08 18:45:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:26 - INFO - Current Running:rf estimator
07/08 18:45:26 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:45:26 - INFO - Best CV Score: 0.9122689075630254

07/08 18:45:26 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:45:26 - INFO - This estimator executed 0.0072 minutes
07/08 18:45:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:26 - INFO - Current Running:ada estimator
07/08 18:45:26 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:45:26 - INFO - Best CV Score: 0.8831932773109245

07/08 18:45:26 - INFO - 0.883 (+/-0.073) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:45:26 - INFO - This estimator executed 0.008 minutes
07/08 18:45:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:26 - INFO - Current Running:gb estimator
07/08 18:45:27 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:45:27 - INFO - Best CV Score: 0.9297478991596639

07/08 18:45:27 - INFO - 0.93 (+/-0.06) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:45:27 - INFO - This estimator executed 0.0032 minutes
07/08 18:45:27 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:27 - INFO - Current Running:xgb estimator
07/08 18:45:27 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:45:27 - INFO - Best CV Score: 0.9295798319327732

07/08 18:45:27 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:45:27 - INFO - This estimator executed 0.002 minutes
07/08 18:45:27 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 18:45:27 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 18:45:27 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 4.0s
07/08 18:45:27 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 18:45:27 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 18.0s
07/08 18:45:27 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 18:45:27 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 18:45:30 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:30 - INFO - Current Running:lgr estimator
07/08 18:45:30 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 18:45:30 - INFO - Best CV Score: 0.9534453781512605

07/08 18:45:30 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:45:30 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 18:45:30 - INFO - 0.948 (+/-0.066) for {'C': 0.1, 'random_state': 13}
07/08 18:45:30 - INFO - 0.942 (+/-0.036) for {'C': 1, 'random_state': 13}
07/08 18:45:30 - INFO - 0.947 (+/-0.044) for {'C': 10, 'random_state': 13}
07/08 18:45:30 - INFO - 0.942 (+/-0.052) for {'C': 100, 'random_state': 13}
07/08 18:45:30 - INFO - 0.953 (+/-0.045) for {'C': 1000, 'random_state': 13}
07/08 18:45:30 - INFO - This estimator executed 0.0066 minutes
07/08 18:45:30 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:30 - INFO - Current Running:svm estimator
07/08 18:45:30 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:45:30 - INFO - Best CV Score: 0.9415126050420168

07/08 18:45:30 - INFO - 0.942 (+/-0.037) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:45:30 - INFO - This estimator executed 0.0005 minutes
07/08 18:45:30 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:30 - INFO - Current Running:mlp estimator
07/08 18:45:31 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:45:31 - INFO - Best CV Score: 0.8887394957983192

07/08 18:45:31 - INFO - 0.889 (+/-0.114) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:45:31 - INFO - This estimator executed 0.0089 minutes
07/08 18:45:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:31 - INFO - Current Running:rf estimator
07/08 18:45:31 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:45:31 - INFO - Best CV Score: 0.9065546218487395

07/08 18:45:31 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:45:31 - INFO - This estimator executed 0.007 minutes
07/08 18:45:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:31 - INFO - Current Running:ada estimator
07/08 18:45:31 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:45:31 - INFO - Best CV Score: 0.9121008403361344

07/08 18:45:31 - INFO - 0.912 (+/-0.075) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:45:31 - INFO - This estimator executed 0.0081 minutes
07/08 18:45:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:31 - INFO - Current Running:gb estimator
07/08 18:45:32 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:45:32 - INFO - Best CV Score: 0.9238655462184873

07/08 18:45:32 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:45:32 - INFO - This estimator executed 0.0032 minutes
07/08 18:45:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:32 - INFO - Current Running:xgb estimator
07/08 18:45:32 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:45:32 - INFO - Best CV Score: 0.9238655462184875

07/08 18:45:32 - INFO - 0.924 (+/-0.08) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:45:32 - INFO - This estimator executed 0.002 minutes
07/08 18:45:32 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 18:45:32 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:45:32 - INFO - mlp -- Accuracy: 0.877 / Precision: 1.0 / Recall: 0.72 / Latency: 3.0s
07/08 18:45:32 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 18:45:32 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 17.0s
07/08 18:45:32 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 18:45:32 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 18:45:46 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:46 - INFO - Current Running:lgr estimator
07/08 18:45:46 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 18:45:46 - INFO - Best CV Score: 0.9356302521008404

07/08 18:45:46 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:45:46 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:45:46 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 18:45:46 - INFO - 0.889 (+/-0.079) for {'C': 1, 'random_state': 13}
07/08 18:45:46 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 18:45:46 - INFO - 0.93 (+/-0.08) for {'C': 100, 'random_state': 13}
07/08 18:45:46 - INFO - 0.936 (+/-0.058) for {'C': 1000, 'random_state': 13}
07/08 18:45:46 - INFO - This estimator executed 0.0137 minutes
07/08 18:45:46 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:46 - INFO - Current Running:svm estimator
07/08 18:45:47 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:45:47 - INFO - Best CV Score: 0.8946218487394958

07/08 18:45:47 - INFO - 0.895 (+/-0.096) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:45:47 - INFO - This estimator executed 0.0026 minutes
07/08 18:45:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:47 - INFO - Current Running:mlp estimator
07/08 18:45:47 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:45:47 - INFO - Best CV Score: 0.5205042016806722

07/08 18:45:47 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:45:47 - INFO - This estimator executed 0.0014 minutes
07/08 18:45:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:47 - INFO - Current Running:rf estimator
07/08 18:45:47 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:45:47 - INFO - Best CV Score: 0.9065546218487395

07/08 18:45:47 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:45:47 - INFO - This estimator executed 0.0073 minutes
07/08 18:45:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:47 - INFO - Current Running:ada estimator
07/08 18:45:48 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:45:48 - INFO - Best CV Score: 0.9003361344537815

07/08 18:45:48 - INFO - 0.9 (+/-0.08) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:45:48 - INFO - This estimator executed 0.0079 minutes
07/08 18:45:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:48 - INFO - Current Running:gb estimator
07/08 18:45:48 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:45:48 - INFO - Best CV Score: 0.924033613445378

07/08 18:45:48 - INFO - 0.924 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:45:48 - INFO - This estimator executed 0.0032 minutes
07/08 18:45:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:48 - INFO - Current Running:xgb estimator
07/08 18:45:48 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:45:48 - INFO - Best CV Score: 0.9238655462184873

07/08 18:45:48 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:45:48 - INFO - This estimator executed 0.002 minutes
07/08 18:45:48 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:45:48 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 18:45:48 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 4.0s
07/08 18:45:48 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 18:45:48 - INFO - ada -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 16.0s
07/08 18:45:48 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 18:45:48 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 18:45:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:51 - INFO - Current Running:lgr estimator
07/08 18:45:51 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 18:45:51 - INFO - Best CV Score: 0.9534453781512605

07/08 18:45:51 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:45:51 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 18:45:51 - INFO - 0.942 (+/-0.052) for {'C': 0.1, 'random_state': 13}
07/08 18:45:51 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 18:45:51 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 18:45:51 - INFO - 0.942 (+/-0.083) for {'C': 100, 'random_state': 13}
07/08 18:45:51 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 18:45:51 - INFO - This estimator executed 0.0068 minutes
07/08 18:45:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:51 - INFO - Current Running:svm estimator
07/08 18:45:51 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:45:51 - INFO - Best CV Score: 0.9650420168067226

07/08 18:45:51 - INFO - 0.965 (+/-0.022) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:45:51 - INFO - This estimator executed 0.0005 minutes
07/08 18:45:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:51 - INFO - Current Running:mlp estimator
07/08 18:45:52 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:45:52 - INFO - Best CV Score: 0.8892436974789917

07/08 18:45:52 - INFO - 0.889 (+/-0.099) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:45:52 - INFO - This estimator executed 0.009 minutes
07/08 18:45:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:52 - INFO - Current Running:rf estimator
07/08 18:45:52 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:45:52 - INFO - Best CV Score: 0.9065546218487395

07/08 18:45:52 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:45:52 - INFO - This estimator executed 0.0074 minutes
07/08 18:45:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:52 - INFO - Current Running:ada estimator
07/08 18:45:53 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:45:53 - INFO - Best CV Score: 0.9181512605042016

07/08 18:45:53 - INFO - 0.918 (+/-0.023) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:45:53 - INFO - This estimator executed 0.008 minutes
07/08 18:45:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:53 - INFO - Current Running:gb estimator
07/08 18:45:53 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:45:53 - INFO - Best CV Score: 0.9297478991596637

07/08 18:45:53 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:45:53 - INFO - This estimator executed 0.0033 minutes
07/08 18:45:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:45:53 - INFO - Current Running:xgb estimator
07/08 18:45:53 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:45:53 - INFO - Best CV Score: 0.917983193277311

07/08 18:45:53 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:45:53 - INFO - This estimator executed 0.002 minutes
07/08 18:45:53 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:45:53 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 18:45:53 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.947 / Recall: 0.72 / Latency: 3.0s
07/08 18:45:53 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 18:45:53 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 18:45:53 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 18:45:53 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 18:46:07 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:46:07 - INFO - Current Running:lgr estimator
07/08 18:46:08 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 18:46:08 - INFO - Best CV Score: 0.9297478991596639

07/08 18:46:08 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:46:08 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:46:08 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 18:46:08 - INFO - 0.883 (+/-0.074) for {'C': 1, 'random_state': 13}
07/08 18:46:08 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 18:46:08 - INFO - 0.93 (+/-0.08) for {'C': 100, 'random_state': 13}
07/08 18:46:08 - INFO - 0.93 (+/-0.08) for {'C': 1000, 'random_state': 13}
07/08 18:46:08 - INFO - This estimator executed 0.0145 minutes
07/08 18:46:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:46:08 - INFO - Current Running:svm estimator
07/08 18:46:09 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:46:09 - INFO - Best CV Score: 0.8946218487394958

07/08 18:46:09 - INFO - 0.895 (+/-0.096) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:46:09 - INFO - This estimator executed 0.0031 minutes
07/08 18:46:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:46:09 - INFO - Current Running:mlp estimator
07/08 18:46:09 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:46:09 - INFO - Best CV Score: 0.5205042016806722

07/08 18:46:09 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:46:09 - INFO - This estimator executed 0.0016 minutes
07/08 18:46:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:46:09 - INFO - Current Running:rf estimator
07/08 18:46:09 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:46:09 - INFO - Best CV Score: 0.9122689075630254

07/08 18:46:09 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:46:09 - INFO - This estimator executed 0.0074 minutes
07/08 18:46:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:46:09 - INFO - Current Running:ada estimator
07/08 18:46:10 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:46:10 - INFO - Best CV Score: 0.8831932773109245

07/08 18:46:10 - INFO - 0.883 (+/-0.073) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:46:10 - INFO - This estimator executed 0.0082 minutes
07/08 18:46:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:46:10 - INFO - Current Running:gb estimator
07/08 18:46:10 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:46:10 - INFO - Best CV Score: 0.9297478991596639

07/08 18:46:10 - INFO - 0.93 (+/-0.06) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:46:10 - INFO - This estimator executed 0.0032 minutes
07/08 18:46:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:46:10 - INFO - Current Running:xgb estimator
07/08 18:46:10 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:46:10 - INFO - Best CV Score: 0.9295798319327732

07/08 18:46:10 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:46:10 - INFO - This estimator executed 0.0021 minutes
07/08 18:46:10 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 18:46:10 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 2.0s
07/08 18:46:10 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 18:46:10 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 18:46:10 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 17.0s
07/08 18:46:10 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 18:46:10 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 18:46:13 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:46:13 - INFO - Current Running:lgr estimator
07/08 18:46:13 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 18:46:13 - INFO - Best CV Score: 0.9591596638655462

07/08 18:46:13 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:46:13 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 18:46:13 - INFO - 0.948 (+/-0.056) for {'C': 0.1, 'random_state': 13}
07/08 18:46:13 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 18:46:13 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 18:46:13 - INFO - 0.959 (+/-0.047) for {'C': 100, 'random_state': 13}
07/08 18:46:13 - INFO - 0.959 (+/-0.047) for {'C': 1000, 'random_state': 13}
07/08 18:46:13 - INFO - This estimator executed 0.0064 minutes
07/08 18:46:13 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:46:13 - INFO - Current Running:svm estimator
07/08 18:46:13 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:46:13 - INFO - Best CV Score: 0.9591596638655462

07/08 18:46:13 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:46:13 - INFO - This estimator executed 0.0005 minutes
07/08 18:46:13 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:46:13 - INFO - Current Running:mlp estimator
07/08 18:46:14 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:46:14 - INFO - Best CV Score: 0.8890756302521009

07/08 18:46:14 - INFO - 0.889 (+/-0.067) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:46:14 - INFO - This estimator executed 0.009 minutes
07/08 18:46:14 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:46:14 - INFO - Current Running:rf estimator
07/08 18:46:14 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:46:14 - INFO - Best CV Score: 0.900672268907563

07/08 18:46:14 - INFO - 0.901 (+/-0.121) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:46:14 - INFO - This estimator executed 0.0072 minutes
07/08 18:46:14 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:46:14 - INFO - Current Running:ada estimator
07/08 18:46:15 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:46:15 - INFO - Best CV Score: 0.9063865546218487

07/08 18:46:15 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:46:15 - INFO - This estimator executed 0.0127 minutes
07/08 18:46:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:46:15 - INFO - Current Running:gb estimator
07/08 18:46:15 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:46:15 - INFO - Best CV Score: 0.9297478991596637

07/08 18:46:15 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:46:15 - INFO - This estimator executed 0.0039 minutes
07/08 18:46:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:46:15 - INFO - Current Running:xgb estimator
07/08 18:46:15 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:46:15 - INFO - Best CV Score: 0.9415126050420168

07/08 18:46:15 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:46:15 - INFO - This estimator executed 0.0022 minutes
07/08 18:46:15 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:46:15 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:46:15 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 18:46:15 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 18:46:16 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 18:46:16 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 18:46:16 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 18:46:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:46:35 - INFO - Current Running:lgr estimator
07/08 18:46:35 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 18:46:35 - INFO - Best CV Score: 0.9299159663865547

07/08 18:46:35 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:46:35 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:46:35 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 18:46:35 - INFO - 0.895 (+/-0.08) for {'C': 1, 'random_state': 13}
07/08 18:46:35 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 18:46:35 - INFO - 0.918 (+/-0.101) for {'C': 100, 'random_state': 13}
07/08 18:46:35 - INFO - 0.93 (+/-0.088) for {'C': 1000, 'random_state': 13}
07/08 18:46:35 - INFO - This estimator executed 0.014 minutes
07/08 18:46:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:46:35 - INFO - Current Running:svm estimator
07/08 18:46:36 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:46:36 - INFO - Best CV Score: 0.8946218487394958

07/08 18:46:36 - INFO - 0.895 (+/-0.096) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:46:36 - INFO - This estimator executed 0.0028 minutes
07/08 18:46:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:46:36 - INFO - Current Running:mlp estimator
07/08 18:46:36 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:46:36 - INFO - Best CV Score: 0.5205042016806722

07/08 18:46:36 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:46:36 - INFO - This estimator executed 0.0015 minutes
07/08 18:46:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:46:36 - INFO - Current Running:rf estimator
07/08 18:46:36 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:46:36 - INFO - Best CV Score: 0.9122689075630254

07/08 18:46:36 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:46:36 - INFO - This estimator executed 0.0074 minutes
07/08 18:46:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:46:36 - INFO - Current Running:ada estimator
07/08 18:46:37 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:46:37 - INFO - Best CV Score: 0.9122689075630251

07/08 18:46:37 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:46:37 - INFO - This estimator executed 0.0079 minutes
07/08 18:46:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:46:37 - INFO - Current Running:gb estimator
07/08 18:46:37 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:46:37 - INFO - Best CV Score: 0.9297478991596637

07/08 18:46:37 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:46:37 - INFO - This estimator executed 0.0033 minutes
07/08 18:46:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:46:37 - INFO - Current Running:xgb estimator
07/08 18:46:37 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:46:37 - INFO - Best CV Score: 0.9415126050420168

07/08 18:46:37 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:46:37 - INFO - This estimator executed 0.002 minutes
07/08 18:46:37 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:46:37 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 18:46:37 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 4.0s
07/08 18:46:37 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 18:46:37 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 18:46:37 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 18:46:37 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 18:46:40 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:46:40 - INFO - Current Running:lgr estimator
07/08 18:46:40 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 18:46:40 - INFO - Best CV Score: 0.9534453781512605

07/08 18:46:40 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:46:40 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 18:46:40 - INFO - 0.942 (+/-0.052) for {'C': 0.1, 'random_state': 13}
07/08 18:46:40 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 18:46:40 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 18:46:40 - INFO - 0.942 (+/-0.083) for {'C': 100, 'random_state': 13}
07/08 18:46:40 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 18:46:40 - INFO - This estimator executed 0.0068 minutes
07/08 18:46:40 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:46:40 - INFO - Current Running:svm estimator
07/08 18:46:40 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:46:40 - INFO - Best CV Score: 0.9650420168067226

07/08 18:46:40 - INFO - 0.965 (+/-0.022) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:46:40 - INFO - This estimator executed 0.0005 minutes
07/08 18:46:40 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:46:40 - INFO - Current Running:mlp estimator
07/08 18:46:41 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:46:41 - INFO - Best CV Score: 0.906890756302521

07/08 18:46:41 - INFO - 0.907 (+/-0.083) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:46:41 - INFO - This estimator executed 0.0091 minutes
07/08 18:46:41 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:46:41 - INFO - Current Running:rf estimator
07/08 18:46:41 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:46:41 - INFO - Best CV Score: 0.900672268907563

07/08 18:46:41 - INFO - 0.901 (+/-0.121) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:46:41 - INFO - This estimator executed 0.0072 minutes
07/08 18:46:41 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:46:41 - INFO - Current Running:ada estimator
07/08 18:46:42 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:46:42 - INFO - Best CV Score: 0.9181512605042016

07/08 18:46:42 - INFO - 0.918 (+/-0.023) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:46:42 - INFO - This estimator executed 0.008 minutes
07/08 18:46:42 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:46:42 - INFO - Current Running:gb estimator
07/08 18:46:42 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:46:42 - INFO - Best CV Score: 0.9297478991596637

07/08 18:46:42 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:46:42 - INFO - This estimator executed 0.0033 minutes
07/08 18:46:42 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:46:42 - INFO - Current Running:xgb estimator
07/08 18:46:42 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:46:42 - INFO - Best CV Score: 0.917983193277311

07/08 18:46:42 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:46:42 - INFO - This estimator executed 0.002 minutes
07/08 18:46:42 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:46:42 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 18:46:42 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 18:46:42 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 18:46:42 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 15.0s
07/08 18:46:42 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 5.0s
07/08 18:46:42 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 18:46:59 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:46:59 - INFO - Current Running:lgr estimator
07/08 18:47:01 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 18:47:01 - INFO - Best CV Score: 0.9297478991596639

07/08 18:47:01 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:47:01 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:47:01 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 18:47:01 - INFO - 0.889 (+/-0.078) for {'C': 1, 'random_state': 13}
07/08 18:47:01 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 18:47:01 - INFO - 0.93 (+/-0.08) for {'C': 100, 'random_state': 13}
07/08 18:47:01 - INFO - 0.93 (+/-0.08) for {'C': 1000, 'random_state': 13}
07/08 18:47:01 - INFO - This estimator executed 0.0219 minutes
07/08 18:47:01 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:01 - INFO - Current Running:svm estimator
07/08 18:47:01 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:47:01 - INFO - Best CV Score: 0.8946218487394958

07/08 18:47:01 - INFO - 0.895 (+/-0.096) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:47:01 - INFO - This estimator executed 0.0042 minutes
07/08 18:47:01 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:01 - INFO - Current Running:mlp estimator
07/08 18:47:01 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:47:01 - INFO - Best CV Score: 0.5205042016806722

07/08 18:47:01 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:47:01 - INFO - This estimator executed 0.0022 minutes
07/08 18:47:01 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:01 - INFO - Current Running:rf estimator
07/08 18:47:02 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:47:02 - INFO - Best CV Score: 0.917983193277311

07/08 18:47:02 - INFO - 0.918 (+/-0.102) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:47:02 - INFO - This estimator executed 0.0088 minutes
07/08 18:47:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:02 - INFO - Current Running:ada estimator
07/08 18:47:02 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:47:02 - INFO - Best CV Score: 0.8831932773109245

07/08 18:47:02 - INFO - 0.883 (+/-0.073) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:47:02 - INFO - This estimator executed 0.008 minutes
07/08 18:47:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:02 - INFO - Current Running:gb estimator
07/08 18:47:02 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:47:02 - INFO - Best CV Score: 0.9297478991596639

07/08 18:47:02 - INFO - 0.93 (+/-0.06) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:47:02 - INFO - This estimator executed 0.0033 minutes
07/08 18:47:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:02 - INFO - Current Running:xgb estimator
07/08 18:47:03 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:47:03 - INFO - Best CV Score: 0.9295798319327732

07/08 18:47:03 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:47:03 - INFO - This estimator executed 0.0021 minutes
07/08 18:47:03 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 2.0s
07/08 18:47:03 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 18:47:03 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 18:47:03 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.5s
07/08 18:47:03 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 17.0s
07/08 18:47:03 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 18:47:03 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 18:47:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:05 - INFO - Current Running:lgr estimator
07/08 18:47:06 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 18:47:06 - INFO - Best CV Score: 0.9534453781512605

07/08 18:47:06 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:47:06 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 18:47:06 - INFO - 0.942 (+/-0.052) for {'C': 0.1, 'random_state': 13}
07/08 18:47:06 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 18:47:06 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 18:47:06 - INFO - 0.942 (+/-0.083) for {'C': 100, 'random_state': 13}
07/08 18:47:06 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 18:47:06 - INFO - This estimator executed 0.0072 minutes
07/08 18:47:06 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:06 - INFO - Current Running:svm estimator
07/08 18:47:06 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:47:06 - INFO - Best CV Score: 0.9650420168067226

07/08 18:47:06 - INFO - 0.965 (+/-0.022) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:47:06 - INFO - This estimator executed 0.0005 minutes
07/08 18:47:06 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:06 - INFO - Current Running:mlp estimator
07/08 18:47:06 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:47:06 - INFO - Best CV Score: 0.9010084033613446

07/08 18:47:06 - INFO - 0.901 (+/-0.092) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:47:06 - INFO - This estimator executed 0.0103 minutes
07/08 18:47:06 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:06 - INFO - Current Running:rf estimator
07/08 18:47:07 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:47:07 - INFO - Best CV Score: 0.9122689075630254

07/08 18:47:07 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:47:07 - INFO - This estimator executed 0.0076 minutes
07/08 18:47:07 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:07 - INFO - Current Running:ada estimator
07/08 18:47:07 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:47:07 - INFO - Best CV Score: 0.9181512605042016

07/08 18:47:07 - INFO - 0.918 (+/-0.023) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:47:07 - INFO - This estimator executed 0.0082 minutes
07/08 18:47:07 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:07 - INFO - Current Running:gb estimator
07/08 18:47:08 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:47:08 - INFO - Best CV Score: 0.9297478991596637

07/08 18:47:08 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:47:08 - INFO - This estimator executed 0.0034 minutes
07/08 18:47:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:08 - INFO - Current Running:xgb estimator
07/08 18:47:08 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:47:08 - INFO - Best CV Score: 0.917983193277311

07/08 18:47:08 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:47:08 - INFO - This estimator executed 0.002 minutes
07/08 18:47:08 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:47:08 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 18:47:08 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.95 / Recall: 0.76 / Latency: 3.0s
07/08 18:47:08 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 18:47:08 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 18:47:08 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 18:47:08 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 18:47:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:25 - INFO - Current Running:lgr estimator
07/08 18:47:26 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 18:47:26 - INFO - Best CV Score: 0.9297478991596639

07/08 18:47:26 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:47:26 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:47:26 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 18:47:26 - INFO - 0.883 (+/-0.074) for {'C': 1, 'random_state': 13}
07/08 18:47:26 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 18:47:26 - INFO - 0.93 (+/-0.08) for {'C': 100, 'random_state': 13}
07/08 18:47:26 - INFO - 0.93 (+/-0.08) for {'C': 1000, 'random_state': 13}
07/08 18:47:26 - INFO - This estimator executed 0.0139 minutes
07/08 18:47:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:26 - INFO - Current Running:svm estimator
07/08 18:47:26 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:47:26 - INFO - Best CV Score: 0.8946218487394958

07/08 18:47:26 - INFO - 0.895 (+/-0.096) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:47:26 - INFO - This estimator executed 0.003 minutes
07/08 18:47:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:26 - INFO - Current Running:mlp estimator
07/08 18:47:27 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:47:27 - INFO - Best CV Score: 0.5205042016806722

07/08 18:47:27 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:47:27 - INFO - This estimator executed 0.0014 minutes
07/08 18:47:27 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:27 - INFO - Current Running:rf estimator
07/08 18:47:27 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:47:27 - INFO - Best CV Score: 0.9063865546218487

07/08 18:47:27 - INFO - 0.906 (+/-0.12) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:47:27 - INFO - This estimator executed 0.0072 minutes
07/08 18:47:27 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:27 - INFO - Current Running:ada estimator
07/08 18:47:27 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:47:27 - INFO - Best CV Score: 0.8831932773109245

07/08 18:47:27 - INFO - 0.883 (+/-0.073) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:47:27 - INFO - This estimator executed 0.0083 minutes
07/08 18:47:27 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:27 - INFO - Current Running:gb estimator
07/08 18:47:28 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:47:28 - INFO - Best CV Score: 0.9297478991596639

07/08 18:47:28 - INFO - 0.93 (+/-0.06) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:47:28 - INFO - This estimator executed 0.0032 minutes
07/08 18:47:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:28 - INFO - Current Running:xgb estimator
07/08 18:47:28 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:47:28 - INFO - Best CV Score: 0.9295798319327732

07/08 18:47:28 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:47:28 - INFO - This estimator executed 0.0021 minutes
07/08 18:47:28 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 18:47:28 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 18:47:28 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 4.0s
07/08 18:47:28 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 18:47:28 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 17.0s
07/08 18:47:28 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 18:47:28 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 18:47:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:31 - INFO - Current Running:lgr estimator
07/08 18:47:31 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 18:47:31 - INFO - Best CV Score: 0.9591596638655462

07/08 18:47:31 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:47:31 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 18:47:31 - INFO - 0.948 (+/-0.056) for {'C': 0.1, 'random_state': 13}
07/08 18:47:31 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 18:47:31 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 18:47:31 - INFO - 0.959 (+/-0.047) for {'C': 100, 'random_state': 13}
07/08 18:47:31 - INFO - 0.959 (+/-0.047) for {'C': 1000, 'random_state': 13}
07/08 18:47:31 - INFO - This estimator executed 0.0064 minutes
07/08 18:47:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:31 - INFO - Current Running:svm estimator
07/08 18:47:31 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:47:31 - INFO - Best CV Score: 0.9591596638655462

07/08 18:47:31 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:47:31 - INFO - This estimator executed 0.0005 minutes
07/08 18:47:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:31 - INFO - Current Running:mlp estimator
07/08 18:47:32 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:47:32 - INFO - Best CV Score: 0.8831932773109245

07/08 18:47:32 - INFO - 0.883 (+/-0.063) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:47:32 - INFO - This estimator executed 0.0092 minutes
07/08 18:47:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:32 - INFO - Current Running:rf estimator
07/08 18:47:32 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:47:32 - INFO - Best CV Score: 0.9065546218487395

07/08 18:47:32 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:47:32 - INFO - This estimator executed 0.0076 minutes
07/08 18:47:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:32 - INFO - Current Running:ada estimator
07/08 18:47:33 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:47:33 - INFO - Best CV Score: 0.9063865546218487

07/08 18:47:33 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:47:33 - INFO - This estimator executed 0.0098 minutes
07/08 18:47:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:33 - INFO - Current Running:gb estimator
07/08 18:47:33 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:47:33 - INFO - Best CV Score: 0.9297478991596637

07/08 18:47:33 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:47:33 - INFO - This estimator executed 0.0038 minutes
07/08 18:47:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:33 - INFO - Current Running:xgb estimator
07/08 18:47:33 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:47:33 - INFO - Best CV Score: 0.9415126050420168

07/08 18:47:33 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:47:33 - INFO - This estimator executed 0.0021 minutes
07/08 18:47:33 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.5s
07/08 18:47:33 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:47:33 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.95 / Recall: 0.76 / Latency: 4.0s
07/08 18:47:33 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 10.0s
07/08 18:47:33 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 18:47:33 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 18:47:33 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 18:47:45 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:45 - INFO - Current Running:lgr estimator
07/08 18:47:46 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 18:47:46 - INFO - Best CV Score: 0.9299159663865547

07/08 18:47:46 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:47:46 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:47:46 - INFO - 0.889 (+/-0.079) for {'C': 0.1, 'random_state': 13}
07/08 18:47:46 - INFO - 0.889 (+/-0.078) for {'C': 1, 'random_state': 13}
07/08 18:47:46 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 18:47:46 - INFO - 0.93 (+/-0.07) for {'C': 100, 'random_state': 13}
07/08 18:47:46 - INFO - 0.93 (+/-0.088) for {'C': 1000, 'random_state': 13}
07/08 18:47:46 - INFO - This estimator executed 0.0135 minutes
07/08 18:47:46 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:46 - INFO - Current Running:svm estimator
07/08 18:47:46 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:47:46 - INFO - Best CV Score: 0.8946218487394958

07/08 18:47:46 - INFO - 0.895 (+/-0.061) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:47:46 - INFO - This estimator executed 0.0027 minutes
07/08 18:47:46 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:46 - INFO - Current Running:mlp estimator
07/08 18:47:46 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:47:46 - INFO - Best CV Score: 0.5205042016806722

07/08 18:47:46 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:47:46 - INFO - This estimator executed 0.0015 minutes
07/08 18:47:46 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:46 - INFO - Current Running:rf estimator
07/08 18:47:47 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:47:47 - INFO - Best CV Score: 0.9122689075630254

07/08 18:47:47 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:47:47 - INFO - This estimator executed 0.0071 minutes
07/08 18:47:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:47 - INFO - Current Running:ada estimator
07/08 18:47:47 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:47:47 - INFO - Best CV Score: 0.9003361344537815

07/08 18:47:47 - INFO - 0.9 (+/-0.08) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:47:47 - INFO - This estimator executed 0.0078 minutes
07/08 18:47:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:47 - INFO - Current Running:gb estimator
07/08 18:47:48 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:47:48 - INFO - Best CV Score: 0.9297478991596637

07/08 18:47:48 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:47:48 - INFO - This estimator executed 0.0032 minutes
07/08 18:47:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:48 - INFO - Current Running:xgb estimator
07/08 18:47:48 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:47:48 - INFO - Best CV Score: 0.9238655462184873

07/08 18:47:48 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:47:48 - INFO - This estimator executed 0.002 minutes
07/08 18:47:48 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 18:47:48 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 18:47:48 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 18:47:48 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 18:47:48 - INFO - ada -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 17.0s
07/08 18:47:48 - INFO - gb -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 4.0s
07/08 18:47:48 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 18:47:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:51 - INFO - Current Running:lgr estimator
07/08 18:47:51 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 18:47:51 - INFO - Best CV Score: 0.9589915966386554

07/08 18:47:51 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:47:51 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 18:47:51 - INFO - 0.942 (+/-0.074) for {'C': 0.1, 'random_state': 13}
07/08 18:47:51 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 18:47:51 - INFO - 0.936 (+/-0.057) for {'C': 10, 'random_state': 13}
07/08 18:47:51 - INFO - 0.959 (+/-0.06) for {'C': 100, 'random_state': 13}
07/08 18:47:51 - INFO - 0.953 (+/-0.047) for {'C': 1000, 'random_state': 13}
07/08 18:47:51 - INFO - This estimator executed 0.0066 minutes
07/08 18:47:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:51 - INFO - Current Running:svm estimator
07/08 18:47:51 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:47:51 - INFO - Best CV Score: 0.9591596638655462

07/08 18:47:51 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:47:51 - INFO - This estimator executed 0.0004 minutes
07/08 18:47:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:51 - INFO - Current Running:mlp estimator
07/08 18:47:52 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:47:52 - INFO - Best CV Score: 0.9068907563025211

07/08 18:47:52 - INFO - 0.907 (+/-0.098) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:47:52 - INFO - This estimator executed 0.009 minutes
07/08 18:47:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:52 - INFO - Current Running:rf estimator
07/08 18:47:52 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:47:52 - INFO - Best CV Score: 0.900672268907563

07/08 18:47:52 - INFO - 0.901 (+/-0.121) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:47:52 - INFO - This estimator executed 0.007 minutes
07/08 18:47:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:52 - INFO - Current Running:ada estimator
07/08 18:47:52 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:47:52 - INFO - Best CV Score: 0.9121008403361344

07/08 18:47:52 - INFO - 0.912 (+/-0.075) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:47:52 - INFO - This estimator executed 0.0079 minutes
07/08 18:47:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:52 - INFO - Current Running:gb estimator
07/08 18:47:53 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:47:53 - INFO - Best CV Score: 0.9297478991596637

07/08 18:47:53 - INFO - 0.93 (+/-0.08) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:47:53 - INFO - This estimator executed 0.0032 minutes
07/08 18:47:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:47:53 - INFO - Current Running:xgb estimator
07/08 18:47:53 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:47:53 - INFO - Best CV Score: 0.9415126050420168

07/08 18:47:53 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:47:53 - INFO - This estimator executed 0.002 minutes
07/08 18:47:53 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:47:53 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:47:53 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 18:47:53 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 18:47:53 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 18:47:53 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 18:47:53 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 18:48:07 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:07 - INFO - Current Running:lgr estimator
07/08 18:48:08 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 18:48:08 - INFO - Best CV Score: 0.9297478991596639

07/08 18:48:08 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:48:08 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:48:08 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 18:48:08 - INFO - 0.883 (+/-0.074) for {'C': 1, 'random_state': 13}
07/08 18:48:08 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 18:48:08 - INFO - 0.93 (+/-0.08) for {'C': 100, 'random_state': 13}
07/08 18:48:08 - INFO - 0.93 (+/-0.08) for {'C': 1000, 'random_state': 13}
07/08 18:48:08 - INFO - This estimator executed 0.0144 minutes
07/08 18:48:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:08 - INFO - Current Running:svm estimator
07/08 18:48:08 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:48:08 - INFO - Best CV Score: 0.8946218487394958

07/08 18:48:08 - INFO - 0.895 (+/-0.096) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:48:08 - INFO - This estimator executed 0.0032 minutes
07/08 18:48:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:08 - INFO - Current Running:mlp estimator
07/08 18:48:08 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:48:08 - INFO - Best CV Score: 0.5205042016806722

07/08 18:48:08 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:48:08 - INFO - This estimator executed 0.0016 minutes
07/08 18:48:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:08 - INFO - Current Running:rf estimator
07/08 18:48:08 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:48:08 - INFO - Best CV Score: 0.9063865546218487

07/08 18:48:08 - INFO - 0.906 (+/-0.12) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:48:08 - INFO - This estimator executed 0.0076 minutes
07/08 18:48:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:08 - INFO - Current Running:ada estimator
07/08 18:48:09 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:48:09 - INFO - Best CV Score: 0.8831932773109245

07/08 18:48:09 - INFO - 0.883 (+/-0.073) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:48:09 - INFO - This estimator executed 0.0077 minutes
07/08 18:48:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:09 - INFO - Current Running:gb estimator
07/08 18:48:09 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:48:09 - INFO - Best CV Score: 0.9297478991596639

07/08 18:48:09 - INFO - 0.93 (+/-0.06) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:48:09 - INFO - This estimator executed 0.0032 minutes
07/08 18:48:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:09 - INFO - Current Running:xgb estimator
07/08 18:48:09 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:48:09 - INFO - Best CV Score: 0.9295798319327732

07/08 18:48:09 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:48:09 - INFO - This estimator executed 0.002 minutes
07/08 18:48:09 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 18:48:09 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 2.0s
07/08 18:48:09 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 18:48:09 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 18:48:09 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 17.0s
07/08 18:48:09 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 18:48:09 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 18:48:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:12 - INFO - Current Running:lgr estimator
07/08 18:48:12 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 18:48:12 - INFO - Best CV Score: 0.9589915966386554

07/08 18:48:12 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:48:12 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 18:48:12 - INFO - 0.953 (+/-0.045) for {'C': 0.1, 'random_state': 13}
07/08 18:48:12 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 18:48:12 - INFO - 0.942 (+/-0.052) for {'C': 10, 'random_state': 13}
07/08 18:48:12 - INFO - 0.953 (+/-0.047) for {'C': 100, 'random_state': 13}
07/08 18:48:12 - INFO - 0.959 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 18:48:12 - INFO - This estimator executed 0.0067 minutes
07/08 18:48:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:12 - INFO - Current Running:svm estimator
07/08 18:48:12 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:48:12 - INFO - Best CV Score: 0.9591596638655462

07/08 18:48:12 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:48:12 - INFO - This estimator executed 0.0005 minutes
07/08 18:48:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:12 - INFO - Current Running:mlp estimator
07/08 18:48:13 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:48:13 - INFO - Best CV Score: 0.9065546218487395

07/08 18:48:13 - INFO - 0.907 (+/-0.068) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:48:13 - INFO - This estimator executed 0.0089 minutes
07/08 18:48:13 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:13 - INFO - Current Running:rf estimator
07/08 18:48:13 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:48:13 - INFO - Best CV Score: 0.9122689075630254

07/08 18:48:13 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:48:13 - INFO - This estimator executed 0.007 minutes
07/08 18:48:13 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:13 - INFO - Current Running:ada estimator
07/08 18:48:14 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:48:14 - INFO - Best CV Score: 0.9122689075630251

07/08 18:48:14 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:48:14 - INFO - This estimator executed 0.0078 minutes
07/08 18:48:14 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:14 - INFO - Current Running:gb estimator
07/08 18:48:14 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:48:14 - INFO - Best CV Score: 0.9297478991596637

07/08 18:48:14 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:48:14 - INFO - This estimator executed 0.0033 minutes
07/08 18:48:14 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:14 - INFO - Current Running:xgb estimator
07/08 18:48:14 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:48:14 - INFO - Best CV Score: 0.9415126050420168

07/08 18:48:14 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:48:14 - INFO - This estimator executed 0.002 minutes
07/08 18:48:14 - INFO - lgr -- Accuracy: 0.842 / Precision: 0.833 / Recall: 0.8 / Latency: 2.0s
07/08 18:48:14 - INFO - svm -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 3.0s
07/08 18:48:14 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 3.0s
07/08 18:48:14 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 18:48:14 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 18:48:14 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 18:48:14 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 18:48:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:26 - INFO - Current Running:lgr estimator
07/08 18:48:27 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 18:48:27 - INFO - Best CV Score: 0.9299159663865547

07/08 18:48:27 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:48:27 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:48:27 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 18:48:27 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 18:48:27 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 18:48:27 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 18:48:27 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 18:48:27 - INFO - This estimator executed 0.0136 minutes
07/08 18:48:27 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:27 - INFO - Current Running:svm estimator
07/08 18:48:27 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:48:27 - INFO - Best CV Score: 0.9005042016806722

07/08 18:48:27 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:48:27 - INFO - This estimator executed 0.0033 minutes
07/08 18:48:27 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:27 - INFO - Current Running:mlp estimator
07/08 18:48:27 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:48:27 - INFO - Best CV Score: 0.5205042016806722

07/08 18:48:27 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:48:27 - INFO - This estimator executed 0.0014 minutes
07/08 18:48:27 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:27 - INFO - Current Running:rf estimator
07/08 18:48:28 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:48:28 - INFO - Best CV Score: 0.9063865546218487

07/08 18:48:28 - INFO - 0.906 (+/-0.12) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:48:28 - INFO - This estimator executed 0.0072 minutes
07/08 18:48:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:28 - INFO - Current Running:ada estimator
07/08 18:48:28 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:48:28 - INFO - Best CV Score: 0.9063865546218487

07/08 18:48:28 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:48:28 - INFO - This estimator executed 0.008 minutes
07/08 18:48:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:28 - INFO - Current Running:gb estimator
07/08 18:48:28 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:48:28 - INFO - Best CV Score: 0.9297478991596637

07/08 18:48:28 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:48:28 - INFO - This estimator executed 0.0032 minutes
07/08 18:48:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:28 - INFO - Current Running:xgb estimator
07/08 18:48:28 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:48:28 - INFO - Best CV Score: 0.9415126050420168

07/08 18:48:28 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:48:28 - INFO - This estimator executed 0.002 minutes
07/08 18:48:28 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:48:28 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 18:48:28 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 18:48:28 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 18:48:28 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 18:48:28 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 18:48:28 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 18:48:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:31 - INFO - Current Running:lgr estimator
07/08 18:48:32 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 18:48:32 - INFO - Best CV Score: 0.9534453781512605

07/08 18:48:32 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:48:32 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 18:48:32 - INFO - 0.942 (+/-0.052) for {'C': 0.1, 'random_state': 13}
07/08 18:48:32 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 18:48:32 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 18:48:32 - INFO - 0.942 (+/-0.083) for {'C': 100, 'random_state': 13}
07/08 18:48:32 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 18:48:32 - INFO - This estimator executed 0.0068 minutes
07/08 18:48:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:32 - INFO - Current Running:svm estimator
07/08 18:48:32 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:48:32 - INFO - Best CV Score: 0.9650420168067226

07/08 18:48:32 - INFO - 0.965 (+/-0.022) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:48:32 - INFO - This estimator executed 0.0005 minutes
07/08 18:48:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:32 - INFO - Current Running:mlp estimator
07/08 18:48:32 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:48:32 - INFO - Best CV Score: 0.9361344537815126

07/08 18:48:32 - INFO - 0.936 (+/-0.083) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:48:32 - INFO - This estimator executed 0.0092 minutes
07/08 18:48:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:32 - INFO - Current Running:rf estimator
07/08 18:48:33 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:48:33 - INFO - Best CV Score: 0.9063865546218487

07/08 18:48:33 - INFO - 0.906 (+/-0.12) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:48:33 - INFO - This estimator executed 0.0071 minutes
07/08 18:48:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:33 - INFO - Current Running:ada estimator
07/08 18:48:33 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:48:33 - INFO - Best CV Score: 0.9181512605042016

07/08 18:48:33 - INFO - 0.918 (+/-0.023) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:48:33 - INFO - This estimator executed 0.0079 minutes
07/08 18:48:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:33 - INFO - Current Running:gb estimator
07/08 18:48:33 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:48:33 - INFO - Best CV Score: 0.9297478991596637

07/08 18:48:33 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:48:33 - INFO - This estimator executed 0.0035 minutes
07/08 18:48:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:33 - INFO - Current Running:xgb estimator
07/08 18:48:33 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:48:33 - INFO - Best CV Score: 0.917983193277311

07/08 18:48:33 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:48:33 - INFO - This estimator executed 0.0019 minutes
07/08 18:48:33 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:48:33 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 18:48:33 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 18:48:33 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 18:48:33 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 18:48:33 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 4.0s
07/08 18:48:33 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 18:48:46 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:46 - INFO - Current Running:lgr estimator
07/08 18:48:47 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 18:48:47 - INFO - Best CV Score: 0.9299159663865547

07/08 18:48:47 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:48:47 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:48:47 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 18:48:47 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 18:48:47 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 18:48:47 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 18:48:47 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 18:48:47 - INFO - This estimator executed 0.0134 minutes
07/08 18:48:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:47 - INFO - Current Running:svm estimator
07/08 18:48:47 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:48:47 - INFO - Best CV Score: 0.9005042016806722

07/08 18:48:47 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:48:47 - INFO - This estimator executed 0.0034 minutes
07/08 18:48:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:47 - INFO - Current Running:mlp estimator
07/08 18:48:47 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:48:47 - INFO - Best CV Score: 0.5205042016806722

07/08 18:48:47 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:48:47 - INFO - This estimator executed 0.0015 minutes
07/08 18:48:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:47 - INFO - Current Running:rf estimator
07/08 18:48:48 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:48:48 - INFO - Best CV Score: 0.900672268907563

07/08 18:48:48 - INFO - 0.901 (+/-0.121) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:48:48 - INFO - This estimator executed 0.0072 minutes
07/08 18:48:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:48 - INFO - Current Running:ada estimator
07/08 18:48:48 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:48:48 - INFO - Best CV Score: 0.9063865546218487

07/08 18:48:48 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:48:48 - INFO - This estimator executed 0.0078 minutes
07/08 18:48:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:48 - INFO - Current Running:gb estimator
07/08 18:48:48 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:48:48 - INFO - Best CV Score: 0.9297478991596637

07/08 18:48:48 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:48:48 - INFO - This estimator executed 0.0033 minutes
07/08 18:48:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:48 - INFO - Current Running:xgb estimator
07/08 18:48:48 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:48:48 - INFO - Best CV Score: 0.9415126050420168

07/08 18:48:48 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:48:48 - INFO - This estimator executed 0.0021 minutes
07/08 18:48:48 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:48:48 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 18:48:48 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 18:48:48 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 18:48:49 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 18:48:49 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 18:48:49 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 18:48:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:51 - INFO - Current Running:lgr estimator
07/08 18:48:51 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 18:48:51 - INFO - Best CV Score: 0.9591596638655462

07/08 18:48:51 - INFO - 0.924 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 18:48:51 - INFO - 0.924 (+/-0.093) for {'C': 0.01, 'random_state': 13}
07/08 18:48:51 - INFO - 0.948 (+/-0.042) for {'C': 0.1, 'random_state': 13}
07/08 18:48:51 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 18:48:51 - INFO - 0.948 (+/-0.068) for {'C': 10, 'random_state': 13}
07/08 18:48:51 - INFO - 0.959 (+/-0.047) for {'C': 100, 'random_state': 13}
07/08 18:48:51 - INFO - 0.953 (+/-0.047) for {'C': 1000, 'random_state': 13}
07/08 18:48:51 - INFO - This estimator executed 0.0065 minutes
07/08 18:48:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:51 - INFO - Current Running:svm estimator
07/08 18:48:51 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:48:51 - INFO - Best CV Score: 0.9591596638655462

07/08 18:48:51 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:48:51 - INFO - This estimator executed 0.0004 minutes
07/08 18:48:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:51 - INFO - Current Running:mlp estimator
07/08 18:48:52 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:48:52 - INFO - Best CV Score: 0.8835294117647059

07/08 18:48:52 - INFO - 0.884 (+/-0.101) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:48:52 - INFO - This estimator executed 0.009 minutes
07/08 18:48:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:52 - INFO - Current Running:rf estimator
07/08 18:48:52 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:48:52 - INFO - Best CV Score: 0.9181512605042018

07/08 18:48:52 - INFO - 0.918 (+/-0.078) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:48:52 - INFO - This estimator executed 0.0072 minutes
07/08 18:48:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:52 - INFO - Current Running:ada estimator
07/08 18:48:53 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:48:53 - INFO - Best CV Score: 0.9356302521008402

07/08 18:48:53 - INFO - 0.936 (+/-0.044) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:48:53 - INFO - This estimator executed 0.0079 minutes
07/08 18:48:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:53 - INFO - Current Running:gb estimator
07/08 18:48:53 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:48:53 - INFO - Best CV Score: 0.9297478991596637

07/08 18:48:53 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:48:53 - INFO - This estimator executed 0.0033 minutes
07/08 18:48:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:48:53 - INFO - Current Running:xgb estimator
07/08 18:48:53 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:48:53 - INFO - Best CV Score: 0.917983193277311

07/08 18:48:53 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:48:53 - INFO - This estimator executed 0.002 minutes
07/08 18:48:53 - INFO - lgr -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 2.0s
07/08 18:48:53 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:48:53 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 18:48:53 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 18:48:53 - INFO - ada -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 16.0s
07/08 18:48:53 - INFO - gb -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 4.0s
07/08 18:48:53 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 18:49:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:49:10 - INFO - Current Running:lgr estimator
07/08 18:49:11 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 18:49:11 - INFO - Best CV Score: 0.9299159663865547

07/08 18:49:11 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:49:11 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:49:11 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 18:49:11 - INFO - 0.889 (+/-0.079) for {'C': 1, 'random_state': 13}
07/08 18:49:11 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 18:49:11 - INFO - 0.918 (+/-0.101) for {'C': 100, 'random_state': 13}
07/08 18:49:11 - INFO - 0.93 (+/-0.088) for {'C': 1000, 'random_state': 13}
07/08 18:49:11 - INFO - This estimator executed 0.014 minutes
07/08 18:49:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:49:11 - INFO - Current Running:svm estimator
07/08 18:49:11 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:49:11 - INFO - Best CV Score: 0.8946218487394958

07/08 18:49:11 - INFO - 0.895 (+/-0.096) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:49:11 - INFO - This estimator executed 0.0028 minutes
07/08 18:49:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:49:11 - INFO - Current Running:mlp estimator
07/08 18:49:11 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:49:11 - INFO - Best CV Score: 0.5205042016806722

07/08 18:49:11 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:49:11 - INFO - This estimator executed 0.0014 minutes
07/08 18:49:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:49:11 - INFO - Current Running:rf estimator
07/08 18:49:12 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:49:12 - INFO - Best CV Score: 0.9063865546218487

07/08 18:49:12 - INFO - 0.906 (+/-0.12) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:49:12 - INFO - This estimator executed 0.0074 minutes
07/08 18:49:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:49:12 - INFO - Current Running:ada estimator
07/08 18:49:12 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:49:12 - INFO - Best CV Score: 0.9122689075630251

07/08 18:49:12 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:49:12 - INFO - This estimator executed 0.0081 minutes
07/08 18:49:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:49:12 - INFO - Current Running:gb estimator
07/08 18:49:13 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:49:13 - INFO - Best CV Score: 0.9297478991596637

07/08 18:49:13 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:49:13 - INFO - This estimator executed 0.0033 minutes
07/08 18:49:13 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:49:13 - INFO - Current Running:xgb estimator
07/08 18:49:13 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:49:13 - INFO - Best CV Score: 0.9415126050420168

07/08 18:49:13 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:49:13 - INFO - This estimator executed 0.0021 minutes
07/08 18:49:13 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 18:49:13 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 18:49:13 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 18:49:13 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 18:49:13 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 18:49:13 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 18:49:13 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 18:49:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:49:15 - INFO - Current Running:lgr estimator
07/08 18:49:16 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 18:49:16 - INFO - Best CV Score: 0.9534453781512605

07/08 18:49:16 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:49:16 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 18:49:16 - INFO - 0.942 (+/-0.052) for {'C': 0.1, 'random_state': 13}
07/08 18:49:16 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 18:49:16 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 18:49:16 - INFO - 0.942 (+/-0.083) for {'C': 100, 'random_state': 13}
07/08 18:49:16 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 18:49:16 - INFO - This estimator executed 0.0069 minutes
07/08 18:49:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:49:16 - INFO - Current Running:svm estimator
07/08 18:49:16 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:49:16 - INFO - Best CV Score: 0.9650420168067226

07/08 18:49:16 - INFO - 0.965 (+/-0.022) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:49:16 - INFO - This estimator executed 0.0004 minutes
07/08 18:49:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:49:16 - INFO - Current Running:mlp estimator
07/08 18:49:16 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:49:16 - INFO - Best CV Score: 0.9067226890756303

07/08 18:49:16 - INFO - 0.907 (+/-0.084) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:49:16 - INFO - This estimator executed 0.0089 minutes
07/08 18:49:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:49:16 - INFO - Current Running:rf estimator
07/08 18:49:17 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:49:17 - INFO - Best CV Score: 0.9122689075630254

07/08 18:49:17 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:49:17 - INFO - This estimator executed 0.0072 minutes
07/08 18:49:17 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:49:17 - INFO - Current Running:ada estimator
07/08 18:49:17 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:49:17 - INFO - Best CV Score: 0.9181512605042016

07/08 18:49:17 - INFO - 0.918 (+/-0.023) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:49:17 - INFO - This estimator executed 0.0079 minutes
07/08 18:49:17 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:49:17 - INFO - Current Running:gb estimator
07/08 18:49:17 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:49:17 - INFO - Best CV Score: 0.9297478991596637

07/08 18:49:17 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:49:17 - INFO - This estimator executed 0.0033 minutes
07/08 18:49:17 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:49:17 - INFO - Current Running:xgb estimator
07/08 18:49:17 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:49:17 - INFO - Best CV Score: 0.917983193277311

07/08 18:49:17 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:49:17 - INFO - This estimator executed 0.002 minutes
07/08 18:49:17 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:49:17 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:49:17 - INFO - mlp -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 18:49:17 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 18:49:17 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 14.0s
07/08 18:49:17 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 2.0s
07/08 18:49:18 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 22.9s
07/08 18:49:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:49:33 - INFO - Current Running:lgr estimator
07/08 18:49:33 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 18:49:33 - INFO - Best CV Score: 0.9297478991596639

07/08 18:49:33 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:49:33 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:49:33 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 18:49:33 - INFO - 0.883 (+/-0.074) for {'C': 1, 'random_state': 13}
07/08 18:49:33 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 18:49:33 - INFO - 0.93 (+/-0.08) for {'C': 100, 'random_state': 13}
07/08 18:49:33 - INFO - 0.93 (+/-0.109) for {'C': 1000, 'random_state': 13}
07/08 18:49:33 - INFO - This estimator executed 0.0137 minutes
07/08 18:49:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:49:33 - INFO - Current Running:svm estimator
07/08 18:49:34 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:49:34 - INFO - Best CV Score: 0.8946218487394958

07/08 18:49:34 - INFO - 0.895 (+/-0.096) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:49:34 - INFO - This estimator executed 0.0025 minutes
07/08 18:49:34 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:49:34 - INFO - Current Running:mlp estimator
07/08 18:49:34 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:49:34 - INFO - Best CV Score: 0.5205042016806722

07/08 18:49:34 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:49:34 - INFO - This estimator executed 0.0015 minutes
07/08 18:49:34 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:49:34 - INFO - Current Running:rf estimator
07/08 18:49:34 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:49:34 - INFO - Best CV Score: 0.917983193277311

07/08 18:49:34 - INFO - 0.918 (+/-0.102) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:49:34 - INFO - This estimator executed 0.0071 minutes
07/08 18:49:34 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:49:34 - INFO - Current Running:ada estimator
07/08 18:49:35 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:49:35 - INFO - Best CV Score: 0.9179831932773108

07/08 18:49:35 - INFO - 0.918 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:49:35 - INFO - This estimator executed 0.0078 minutes
07/08 18:49:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:49:35 - INFO - Current Running:gb estimator
07/08 18:49:35 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:49:35 - INFO - Best CV Score: 0.9179831932773108

07/08 18:49:35 - INFO - 0.918 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:49:35 - INFO - This estimator executed 0.0033 minutes
07/08 18:49:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:49:35 - INFO - Current Running:xgb estimator
07/08 18:49:35 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:49:35 - INFO - Best CV Score: 0.9238655462184875

07/08 18:49:35 - INFO - 0.924 (+/-0.08) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:49:35 - INFO - This estimator executed 0.002 minutes
07/08 18:49:35 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 18:49:35 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 18:49:35 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 4.0s
07/08 18:49:35 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 18:49:35 - INFO - ada -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 16.0s
07/08 18:49:35 - INFO - gb -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 4.0s
07/08 18:49:35 - INFO - xgb -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 2.0s
07/08 18:49:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:49:37 - INFO - Current Running:lgr estimator
07/08 18:49:38 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 18:49:38 - INFO - Best CV Score: 0.9589915966386554

07/08 18:49:38 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:49:38 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 18:49:38 - INFO - 0.942 (+/-0.074) for {'C': 0.1, 'random_state': 13}
07/08 18:49:38 - INFO - 0.948 (+/-0.084) for {'C': 1, 'random_state': 13}
07/08 18:49:38 - INFO - 0.947 (+/-0.068) for {'C': 10, 'random_state': 13}
07/08 18:49:38 - INFO - 0.959 (+/-0.08) for {'C': 100, 'random_state': 13}
07/08 18:49:38 - INFO - 0.959 (+/-0.08) for {'C': 1000, 'random_state': 13}
07/08 18:49:38 - INFO - This estimator executed 0.0067 minutes
07/08 18:49:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:49:38 - INFO - Current Running:svm estimator
07/08 18:49:38 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:49:38 - INFO - Best CV Score: 0.9532773109243697

07/08 18:49:38 - INFO - 0.953 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:49:38 - INFO - This estimator executed 0.0004 minutes
07/08 18:49:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:49:38 - INFO - Current Running:mlp estimator
07/08 18:49:38 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:49:38 - INFO - Best CV Score: 0.906890756302521

07/08 18:49:38 - INFO - 0.907 (+/-0.111) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:49:38 - INFO - This estimator executed 0.0091 minutes
07/08 18:49:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:49:38 - INFO - Current Running:rf estimator
07/08 18:49:39 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:49:39 - INFO - Best CV Score: 0.9124369747899159

07/08 18:49:39 - INFO - 0.912 (+/-0.082) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:49:39 - INFO - This estimator executed 0.0072 minutes
07/08 18:49:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:49:39 - INFO - Current Running:ada estimator
07/08 18:49:39 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:49:39 - INFO - Best CV Score: 0.9121008403361344

07/08 18:49:39 - INFO - 0.912 (+/-0.065) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:49:39 - INFO - This estimator executed 0.0079 minutes
07/08 18:49:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:49:39 - INFO - Current Running:gb estimator
07/08 18:49:39 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:49:39 - INFO - Best CV Score: 0.9297478991596637

07/08 18:49:39 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:49:39 - INFO - This estimator executed 0.0033 minutes
07/08 18:49:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:49:39 - INFO - Current Running:xgb estimator
07/08 18:49:40 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:49:40 - INFO - Best CV Score: 0.9356302521008404

07/08 18:49:40 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:49:40 - INFO - This estimator executed 0.002 minutes
07/08 18:49:40 - INFO - lgr -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 2.0s
07/08 18:49:40 - INFO - svm -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 4.0s
07/08 18:49:40 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 18:49:40 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 18:49:40 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 18:49:40 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 18:49:40 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 18:49:55 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:49:55 - INFO - Current Running:lgr estimator
07/08 18:49:56 - INFO - Best Paramaters: {'C': 10, 'random_state': 13}

07/08 18:49:56 - INFO - Best CV Score: 0.924033613445378

07/08 18:49:56 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:49:56 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:49:56 - INFO - 0.883 (+/-0.112) for {'C': 0.1, 'random_state': 13}
07/08 18:49:56 - INFO - 0.9 (+/-0.103) for {'C': 1, 'random_state': 13}
07/08 18:49:56 - INFO - 0.924 (+/-0.08) for {'C': 10, 'random_state': 13}
07/08 18:49:56 - INFO - 0.924 (+/-0.109) for {'C': 100, 'random_state': 13}
07/08 18:49:56 - INFO - 0.912 (+/-0.112) for {'C': 1000, 'random_state': 13}
07/08 18:49:56 - INFO - This estimator executed 0.0143 minutes
07/08 18:49:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:49:56 - INFO - Current Running:svm estimator
07/08 18:49:56 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:49:56 - INFO - Best CV Score: 0.8887394957983193

07/08 18:49:56 - INFO - 0.889 (+/-0.069) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:49:56 - INFO - This estimator executed 0.005 minutes
07/08 18:49:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:49:56 - INFO - Current Running:mlp estimator
07/08 18:49:56 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:49:56 - INFO - Best CV Score: 0.5205042016806722

07/08 18:49:56 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:49:56 - INFO - This estimator executed 0.0013 minutes
07/08 18:49:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:49:56 - INFO - Current Running:rf estimator
07/08 18:49:57 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:49:57 - INFO - Best CV Score: 0.9063865546218487

07/08 18:49:57 - INFO - 0.906 (+/-0.12) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:49:57 - INFO - This estimator executed 0.0072 minutes
07/08 18:49:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:49:57 - INFO - Current Running:ada estimator
07/08 18:49:57 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:49:57 - INFO - Best CV Score: 0.9415126050420166

07/08 18:49:57 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:49:57 - INFO - This estimator executed 0.009 minutes
07/08 18:49:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:49:57 - INFO - Current Running:gb estimator
07/08 18:49:57 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:49:57 - INFO - Best CV Score: 0.9297478991596639

07/08 18:49:57 - INFO - 0.93 (+/-0.06) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:49:57 - INFO - This estimator executed 0.0041 minutes
07/08 18:49:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:49:57 - INFO - Current Running:xgb estimator
07/08 18:49:58 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:49:58 - INFO - Best CV Score: 0.9472268907563025

07/08 18:49:58 - INFO - 0.947 (+/-0.069) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:49:58 - INFO - This estimator executed 0.0019 minutes
07/08 18:49:58 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 18:49:58 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 4.0s
07/08 18:49:58 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 18:49:58 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 18:49:58 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 19.0s
07/08 18:49:58 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 18:49:58 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 18:50:00 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:50:00 - INFO - Current Running:lgr estimator
07/08 18:50:01 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 18:50:01 - INFO - Best CV Score: 0.9589915966386554

07/08 18:50:01 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:50:01 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 18:50:01 - INFO - 0.942 (+/-0.074) for {'C': 0.1, 'random_state': 13}
07/08 18:50:01 - INFO - 0.948 (+/-0.084) for {'C': 1, 'random_state': 13}
07/08 18:50:01 - INFO - 0.947 (+/-0.068) for {'C': 10, 'random_state': 13}
07/08 18:50:01 - INFO - 0.959 (+/-0.08) for {'C': 100, 'random_state': 13}
07/08 18:50:01 - INFO - 0.959 (+/-0.08) for {'C': 1000, 'random_state': 13}
07/08 18:50:01 - INFO - This estimator executed 0.0099 minutes
07/08 18:50:01 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:50:01 - INFO - Current Running:svm estimator
07/08 18:50:01 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:50:01 - INFO - Best CV Score: 0.9532773109243697

07/08 18:50:01 - INFO - 0.953 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:50:01 - INFO - This estimator executed 0.0006 minutes
07/08 18:50:01 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:50:01 - INFO - Current Running:mlp estimator
07/08 18:50:02 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:50:02 - INFO - Best CV Score: 0.8833613445378152

07/08 18:50:02 - INFO - 0.883 (+/-0.096) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:50:02 - INFO - This estimator executed 0.0151 minutes
07/08 18:50:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:50:02 - INFO - Current Running:rf estimator
07/08 18:50:02 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:50:02 - INFO - Best CV Score: 0.917983193277311

07/08 18:50:02 - INFO - 0.918 (+/-0.102) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:50:02 - INFO - This estimator executed 0.0094 minutes
07/08 18:50:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:50:02 - INFO - Current Running:ada estimator
07/08 18:50:03 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:50:03 - INFO - Best CV Score: 0.9121008403361344

07/08 18:50:03 - INFO - 0.912 (+/-0.065) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:50:03 - INFO - This estimator executed 0.0124 minutes
07/08 18:50:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:50:03 - INFO - Current Running:gb estimator
07/08 18:50:03 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:50:03 - INFO - Best CV Score: 0.9297478991596637

07/08 18:50:03 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:50:03 - INFO - This estimator executed 0.0052 minutes
07/08 18:50:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:50:03 - INFO - Current Running:xgb estimator
07/08 18:50:03 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:50:03 - INFO - Best CV Score: 0.9356302521008404

07/08 18:50:03 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:50:03 - INFO - This estimator executed 0.002 minutes
07/08 18:50:03 - INFO - lgr -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 18:50:03 - INFO - svm -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 18:50:03 - INFO - mlp -- Accuracy: 0.842 / Precision: 0.864 / Recall: 0.76 / Latency: 3.0s
07/08 18:50:03 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 10.0s
07/08 18:50:03 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 18:50:03 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 7.0s
07/08 18:50:03 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 18:50:21 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:50:21 - INFO - Current Running:lgr estimator
07/08 18:50:22 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 18:50:22 - INFO - Best CV Score: 0.9295798319327732

07/08 18:50:22 - INFO - 0.865 (+/-0.103) for {'C': 0.001, 'random_state': 13}
07/08 18:50:22 - INFO - 0.866 (+/-0.095) for {'C': 0.01, 'random_state': 13}
07/08 18:50:22 - INFO - 0.889 (+/-0.078) for {'C': 0.1, 'random_state': 13}
07/08 18:50:22 - INFO - 0.889 (+/-0.078) for {'C': 1, 'random_state': 13}
07/08 18:50:22 - INFO - 0.924 (+/-0.08) for {'C': 10, 'random_state': 13}
07/08 18:50:22 - INFO - 0.93 (+/-0.071) for {'C': 100, 'random_state': 13}
07/08 18:50:22 - INFO - 0.918 (+/-0.068) for {'C': 1000, 'random_state': 13}
07/08 18:50:22 - INFO - This estimator executed 0.0131 minutes
07/08 18:50:22 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:50:22 - INFO - Current Running:svm estimator
07/08 18:50:22 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:50:22 - INFO - Best CV Score: 0.8889075630252101

07/08 18:50:22 - INFO - 0.889 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:50:22 - INFO - This estimator executed 0.0005 minutes
07/08 18:50:22 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:50:22 - INFO - Current Running:mlp estimator
07/08 18:50:22 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:50:22 - INFO - Best CV Score: 0.5262184873949579

07/08 18:50:22 - INFO - 0.526 (+/-0.028) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:50:22 - INFO - This estimator executed 0.0021 minutes
07/08 18:50:22 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:50:22 - INFO - Current Running:rf estimator
07/08 18:50:22 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:50:22 - INFO - Best CV Score: 0.9124369747899159

07/08 18:50:22 - INFO - 0.912 (+/-0.063) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:50:22 - INFO - This estimator executed 0.0073 minutes
07/08 18:50:22 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:50:22 - INFO - Current Running:ada estimator
07/08 18:50:23 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:50:23 - INFO - Best CV Score: 0.9181512605042016

07/08 18:50:23 - INFO - 0.918 (+/-0.078) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:50:23 - INFO - This estimator executed 0.0077 minutes
07/08 18:50:23 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:50:23 - INFO - Current Running:gb estimator
07/08 18:50:23 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:50:23 - INFO - Best CV Score: 0.9238655462184873

07/08 18:50:23 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:50:23 - INFO - This estimator executed 0.0033 minutes
07/08 18:50:23 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:50:23 - INFO - Current Running:xgb estimator
07/08 18:50:23 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:50:23 - INFO - Best CV Score: 0.9295798319327732

07/08 18:50:23 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:50:23 - INFO - This estimator executed 0.002 minutes
07/08 18:50:23 - INFO - lgr -- Accuracy: 0.93 / Precision: 0.92 / Recall: 0.92 / Latency: 3.0s
07/08 18:50:23 - INFO - svm -- Accuracy: 0.93 / Precision: 0.889 / Recall: 0.96 / Latency: 3.0s
07/08 18:50:23 - INFO - mlp -- Accuracy: 0.456 / Precision: 0.446 / Recall: 1.0 / Latency: 3.0s
07/08 18:50:23 - INFO - rf -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 11.0s
07/08 18:50:23 - INFO - ada -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 17.0s
07/08 18:50:23 - INFO - gb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 18:50:23 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 18:50:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:50:26 - INFO - Current Running:lgr estimator
07/08 18:50:27 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 18:50:27 - INFO - Best CV Score: 0.9591596638655462

07/08 18:50:27 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:50:27 - INFO - 0.924 (+/-0.077) for {'C': 0.01, 'random_state': 13}
07/08 18:50:27 - INFO - 0.93 (+/-0.085) for {'C': 0.1, 'random_state': 13}
07/08 18:50:27 - INFO - 0.959 (+/-0.047) for {'C': 1, 'random_state': 13}
07/08 18:50:27 - INFO - 0.948 (+/-0.068) for {'C': 10, 'random_state': 13}
07/08 18:50:27 - INFO - 0.953 (+/-0.06) for {'C': 100, 'random_state': 13}
07/08 18:50:27 - INFO - 0.947 (+/-0.044) for {'C': 1000, 'random_state': 13}
07/08 18:50:27 - INFO - This estimator executed 0.0076 minutes
07/08 18:50:27 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:50:27 - INFO - Current Running:svm estimator
07/08 18:50:27 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:50:27 - INFO - Best CV Score: 0.9709243697478991

07/08 18:50:27 - INFO - 0.971 (+/-0.036) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:50:27 - INFO - This estimator executed 0.0005 minutes
07/08 18:50:27 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:50:27 - INFO - Current Running:mlp estimator
07/08 18:50:27 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:50:27 - INFO - Best CV Score: 0.8892436974789917

07/08 18:50:27 - INFO - 0.889 (+/-0.091) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:50:27 - INFO - This estimator executed 0.0091 minutes
07/08 18:50:27 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:50:27 - INFO - Current Running:rf estimator
07/08 18:50:28 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:50:28 - INFO - Best CV Score: 0.9063865546218487

07/08 18:50:28 - INFO - 0.906 (+/-0.12) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:50:28 - INFO - This estimator executed 0.0073 minutes
07/08 18:50:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:50:28 - INFO - Current Running:ada estimator
07/08 18:50:28 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:50:28 - INFO - Best CV Score: 0.9240336134453783

07/08 18:50:28 - INFO - 0.924 (+/-0.06) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:50:28 - INFO - This estimator executed 0.0078 minutes
07/08 18:50:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:50:28 - INFO - Current Running:gb estimator
07/08 18:50:28 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:50:28 - INFO - Best CV Score: 0.9238655462184873

07/08 18:50:28 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:50:28 - INFO - This estimator executed 0.0032 minutes
07/08 18:50:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:50:28 - INFO - Current Running:xgb estimator
07/08 18:50:28 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:50:28 - INFO - Best CV Score: 0.9295798319327732

07/08 18:50:28 - INFO - 0.93 (+/-0.08) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:50:28 - INFO - This estimator executed 0.002 minutes
07/08 18:50:28 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 18:50:28 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 18:50:28 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 18:50:29 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 18:50:29 - INFO - ada -- Accuracy: 0.93 / Precision: 0.957 / Recall: 0.88 / Latency: 16.0s
07/08 18:50:29 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 18:50:29 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 18:50:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:50:47 - INFO - Current Running:lgr estimator
07/08 18:50:48 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 18:50:48 - INFO - Best CV Score: 0.9299159663865547

07/08 18:50:48 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:50:48 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:50:48 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 18:50:48 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 18:50:48 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 18:50:48 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 18:50:48 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 18:50:48 - INFO - This estimator executed 0.0193 minutes
07/08 18:50:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:50:48 - INFO - Current Running:svm estimator
07/08 18:50:48 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:50:48 - INFO - Best CV Score: 0.9005042016806722

07/08 18:50:48 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:50:48 - INFO - This estimator executed 0.0045 minutes
07/08 18:50:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:50:48 - INFO - Current Running:mlp estimator
07/08 18:50:48 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:50:48 - INFO - Best CV Score: 0.5205042016806722

07/08 18:50:48 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:50:48 - INFO - This estimator executed 0.0019 minutes
07/08 18:50:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:50:48 - INFO - Current Running:rf estimator
07/08 18:50:49 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:50:49 - INFO - Best CV Score: 0.9008403361344538

07/08 18:50:49 - INFO - 0.901 (+/-0.108) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:50:49 - INFO - This estimator executed 0.0108 minutes
07/08 18:50:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:50:49 - INFO - Current Running:ada estimator
07/08 18:50:50 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:50:50 - INFO - Best CV Score: 0.9063865546218487

07/08 18:50:50 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:50:50 - INFO - This estimator executed 0.0126 minutes
07/08 18:50:50 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:50:50 - INFO - Current Running:gb estimator
07/08 18:50:50 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:50:50 - INFO - Best CV Score: 0.9297478991596637

07/08 18:50:50 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:50:50 - INFO - This estimator executed 0.0048 minutes
07/08 18:50:50 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:50:50 - INFO - Current Running:xgb estimator
07/08 18:50:50 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:50:50 - INFO - Best CV Score: 0.9415126050420168

07/08 18:50:50 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:50:50 - INFO - This estimator executed 0.0021 minutes
07/08 18:50:50 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:50:50 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 4.0s
07/08 18:50:50 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 2.0s
07/08 18:50:50 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 18:50:50 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 18.0s
07/08 18:50:50 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 18:50:50 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 7.0s
07/08 18:50:54 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:50:54 - INFO - Current Running:lgr estimator
07/08 18:50:55 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 18:50:55 - INFO - Best CV Score: 0.9591596638655462

07/08 18:50:55 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:50:55 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 18:50:55 - INFO - 0.948 (+/-0.056) for {'C': 0.1, 'random_state': 13}
07/08 18:50:55 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 18:50:55 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 18:50:55 - INFO - 0.959 (+/-0.047) for {'C': 100, 'random_state': 13}
07/08 18:50:55 - INFO - 0.959 (+/-0.047) for {'C': 1000, 'random_state': 13}
07/08 18:50:55 - INFO - This estimator executed 0.0067 minutes
07/08 18:50:55 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:50:55 - INFO - Current Running:svm estimator
07/08 18:50:55 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:50:55 - INFO - Best CV Score: 0.9591596638655462

07/08 18:50:55 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:50:55 - INFO - This estimator executed 0.0004 minutes
07/08 18:50:55 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:50:55 - INFO - Current Running:mlp estimator
07/08 18:50:55 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:50:55 - INFO - Best CV Score: 0.924201680672269

07/08 18:50:55 - INFO - 0.924 (+/-0.045) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:50:55 - INFO - This estimator executed 0.0089 minutes
07/08 18:50:55 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:50:55 - INFO - Current Running:rf estimator
07/08 18:50:56 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:50:56 - INFO - Best CV Score: 0.917983193277311

07/08 18:50:56 - INFO - 0.918 (+/-0.102) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:50:56 - INFO - This estimator executed 0.0077 minutes
07/08 18:50:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:50:56 - INFO - Current Running:ada estimator
07/08 18:50:56 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:50:56 - INFO - Best CV Score: 0.9063865546218487

07/08 18:50:56 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:50:56 - INFO - This estimator executed 0.0103 minutes
07/08 18:50:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:50:56 - INFO - Current Running:gb estimator
07/08 18:50:57 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:50:57 - INFO - Best CV Score: 0.9297478991596637

07/08 18:50:57 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:50:57 - INFO - This estimator executed 0.0037 minutes
07/08 18:50:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:50:57 - INFO - Current Running:xgb estimator
07/08 18:50:57 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:50:57 - INFO - Best CV Score: 0.9415126050420168

07/08 18:50:57 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:50:57 - INFO - This estimator executed 0.0024 minutes
07/08 18:50:57 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:50:57 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:50:57 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 2.0s
07/08 18:50:57 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 18:50:57 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.9s
07/08 18:50:57 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 2.0s
07/08 18:50:57 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 18:51:18 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:51:18 - INFO - Current Running:lgr estimator
07/08 18:51:19 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 18:51:19 - INFO - Best CV Score: 0.9299159663865547

07/08 18:51:19 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:51:19 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:51:19 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 18:51:19 - INFO - 0.895 (+/-0.08) for {'C': 1, 'random_state': 13}
07/08 18:51:19 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 18:51:19 - INFO - 0.924 (+/-0.103) for {'C': 100, 'random_state': 13}
07/08 18:51:19 - INFO - 0.93 (+/-0.088) for {'C': 1000, 'random_state': 13}
07/08 18:51:19 - INFO - This estimator executed 0.0182 minutes
07/08 18:51:19 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:51:19 - INFO - Current Running:svm estimator
07/08 18:51:19 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:51:19 - INFO - Best CV Score: 0.8946218487394958

07/08 18:51:19 - INFO - 0.895 (+/-0.096) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:51:19 - INFO - This estimator executed 0.0043 minutes
07/08 18:51:19 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:51:19 - INFO - Current Running:mlp estimator
07/08 18:51:19 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:51:19 - INFO - Best CV Score: 0.5205042016806722

07/08 18:51:19 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:51:19 - INFO - This estimator executed 0.0018 minutes
07/08 18:51:19 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:51:19 - INFO - Current Running:rf estimator
07/08 18:51:20 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:51:20 - INFO - Best CV Score: 0.9238655462184875

07/08 18:51:20 - INFO - 0.924 (+/-0.08) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:51:20 - INFO - This estimator executed 0.0101 minutes
07/08 18:51:20 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:51:20 - INFO - Current Running:ada estimator
07/08 18:51:21 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:51:21 - INFO - Best CV Score: 0.9122689075630251

07/08 18:51:21 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:51:21 - INFO - This estimator executed 0.0131 minutes
07/08 18:51:21 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:51:21 - INFO - Current Running:gb estimator
07/08 18:51:21 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:51:21 - INFO - Best CV Score: 0.9297478991596637

07/08 18:51:21 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:51:21 - INFO - This estimator executed 0.0058 minutes
07/08 18:51:21 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:51:21 - INFO - Current Running:xgb estimator
07/08 18:51:21 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:51:21 - INFO - Best CV Score: 0.9415126050420168

07/08 18:51:21 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:51:21 - INFO - This estimator executed 0.0019 minutes
07/08 18:51:21 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 4.0s
07/08 18:51:21 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 18:51:21 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 18:51:21 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 18:51:21 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 18:51:21 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 18:51:21 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 18:51:24 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:51:24 - INFO - Current Running:lgr estimator
07/08 18:51:25 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 18:51:25 - INFO - Best CV Score: 0.9534453781512605

07/08 18:51:25 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:51:25 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 18:51:25 - INFO - 0.942 (+/-0.052) for {'C': 0.1, 'random_state': 13}
07/08 18:51:25 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 18:51:25 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 18:51:25 - INFO - 0.942 (+/-0.083) for {'C': 100, 'random_state': 13}
07/08 18:51:25 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 18:51:25 - INFO - This estimator executed 0.0069 minutes
07/08 18:51:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:51:25 - INFO - Current Running:svm estimator
07/08 18:51:25 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:51:25 - INFO - Best CV Score: 0.9650420168067226

07/08 18:51:25 - INFO - 0.965 (+/-0.022) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:51:25 - INFO - This estimator executed 0.0005 minutes
07/08 18:51:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:51:25 - INFO - Current Running:mlp estimator
07/08 18:51:25 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:51:25 - INFO - Best CV Score: 0.8833613445378152

07/08 18:51:25 - INFO - 0.883 (+/-0.11) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:51:25 - INFO - This estimator executed 0.009 minutes
07/08 18:51:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:51:25 - INFO - Current Running:rf estimator
07/08 18:51:26 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:51:26 - INFO - Best CV Score: 0.9065546218487395

07/08 18:51:26 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:51:26 - INFO - This estimator executed 0.0071 minutes
07/08 18:51:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:51:26 - INFO - Current Running:ada estimator
07/08 18:51:26 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:51:26 - INFO - Best CV Score: 0.9181512605042016

07/08 18:51:26 - INFO - 0.918 (+/-0.023) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:51:26 - INFO - This estimator executed 0.0079 minutes
07/08 18:51:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:51:26 - INFO - Current Running:gb estimator
07/08 18:51:26 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:51:26 - INFO - Best CV Score: 0.9297478991596637

07/08 18:51:26 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:51:26 - INFO - This estimator executed 0.0037 minutes
07/08 18:51:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:51:26 - INFO - Current Running:xgb estimator
07/08 18:51:27 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:51:27 - INFO - Best CV Score: 0.917983193277311

07/08 18:51:27 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:51:27 - INFO - This estimator executed 0.0021 minutes
07/08 18:51:27 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 18:51:27 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:51:27 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.947 / Recall: 0.72 / Latency: 3.0s
07/08 18:51:27 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 18:51:27 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 18.0s
07/08 18:51:27 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 18:51:27 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 18:51:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:51:48 - INFO - Current Running:lgr estimator
07/08 18:51:49 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 18:51:49 - INFO - Best CV Score: 0.9299159663865547

07/08 18:51:49 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:51:49 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:51:49 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 18:51:49 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 18:51:49 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 18:51:49 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 18:51:49 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 18:51:49 - INFO - This estimator executed 0.0156 minutes
07/08 18:51:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:51:49 - INFO - Current Running:svm estimator
07/08 18:51:50 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:51:50 - INFO - Best CV Score: 0.9005042016806722

07/08 18:51:50 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:51:50 - INFO - This estimator executed 0.0043 minutes
07/08 18:51:50 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:51:50 - INFO - Current Running:mlp estimator
07/08 18:51:50 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:51:50 - INFO - Best CV Score: 0.5205042016806722

07/08 18:51:50 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:51:50 - INFO - This estimator executed 0.0018 minutes
07/08 18:51:50 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:51:50 - INFO - Current Running:rf estimator
07/08 18:51:50 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:51:50 - INFO - Best CV Score: 0.9122689075630254

07/08 18:51:50 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:51:50 - INFO - This estimator executed 0.0094 minutes
07/08 18:51:50 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:51:50 - INFO - Current Running:ada estimator
07/08 18:51:51 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:51:51 - INFO - Best CV Score: 0.9063865546218487

07/08 18:51:51 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:51:51 - INFO - This estimator executed 0.0112 minutes
07/08 18:51:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:51:51 - INFO - Current Running:gb estimator
07/08 18:51:51 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:51:51 - INFO - Best CV Score: 0.9297478991596637

07/08 18:51:51 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:51:51 - INFO - This estimator executed 0.0049 minutes
07/08 18:51:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:51:51 - INFO - Current Running:xgb estimator
07/08 18:51:51 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:51:51 - INFO - Best CV Score: 0.9415126050420168

07/08 18:51:51 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:51:51 - INFO - This estimator executed 0.0019 minutes
07/08 18:51:51 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:51:51 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 18:51:51 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 18:51:51 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 18:51:51 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 18:51:51 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 18:51:51 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 18:51:54 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:51:54 - INFO - Current Running:lgr estimator
07/08 18:51:55 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 18:51:55 - INFO - Best CV Score: 0.9534453781512605

07/08 18:51:55 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:51:55 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 18:51:55 - INFO - 0.942 (+/-0.052) for {'C': 0.1, 'random_state': 13}
07/08 18:51:55 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 18:51:55 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 18:51:55 - INFO - 0.942 (+/-0.083) for {'C': 100, 'random_state': 13}
07/08 18:51:55 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 18:51:55 - INFO - This estimator executed 0.0078 minutes
07/08 18:51:55 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:51:55 - INFO - Current Running:svm estimator
07/08 18:51:55 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:51:55 - INFO - Best CV Score: 0.9650420168067226

07/08 18:51:55 - INFO - 0.965 (+/-0.022) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:51:55 - INFO - This estimator executed 0.0006 minutes
07/08 18:51:55 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:51:55 - INFO - Current Running:mlp estimator
07/08 18:51:56 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:51:56 - INFO - Best CV Score: 0.8774789915966388

07/08 18:51:56 - INFO - 0.877 (+/-0.092) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:51:56 - INFO - This estimator executed 0.0103 minutes
07/08 18:51:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:51:56 - INFO - Current Running:rf estimator
07/08 18:51:56 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:51:56 - INFO - Best CV Score: 0.9065546218487395

07/08 18:51:56 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:51:56 - INFO - This estimator executed 0.0103 minutes
07/08 18:51:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:51:56 - INFO - Current Running:ada estimator
07/08 18:51:57 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:51:57 - INFO - Best CV Score: 0.9181512605042016

07/08 18:51:57 - INFO - 0.918 (+/-0.023) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:51:57 - INFO - This estimator executed 0.0081 minutes
07/08 18:51:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:51:57 - INFO - Current Running:gb estimator
07/08 18:51:57 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:51:57 - INFO - Best CV Score: 0.9297478991596637

07/08 18:51:57 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:51:57 - INFO - This estimator executed 0.0063 minutes
07/08 18:51:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:51:57 - INFO - Current Running:xgb estimator
07/08 18:51:57 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:51:57 - INFO - Best CV Score: 0.917983193277311

07/08 18:51:57 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:51:57 - INFO - This estimator executed 0.0019 minutes
07/08 18:51:57 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 18:51:57 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:51:57 - INFO - mlp -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 5.0s
07/08 18:51:57 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 18:51:57 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 18.0s
07/08 18:51:57 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 2.0s
07/08 18:51:57 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 18:52:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:52:11 - INFO - Current Running:lgr estimator
07/08 18:52:12 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 18:52:12 - INFO - Best CV Score: 0.9299159663865547

07/08 18:52:12 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:52:12 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:52:12 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 18:52:12 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 18:52:12 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 18:52:12 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 18:52:12 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 18:52:12 - INFO - This estimator executed 0.0165 minutes
07/08 18:52:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:52:12 - INFO - Current Running:svm estimator
07/08 18:52:12 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:52:12 - INFO - Best CV Score: 0.9005042016806722

07/08 18:52:12 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:52:12 - INFO - This estimator executed 0.0042 minutes
07/08 18:52:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:52:12 - INFO - Current Running:mlp estimator
07/08 18:52:12 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:52:12 - INFO - Best CV Score: 0.5205042016806722

07/08 18:52:12 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:52:12 - INFO - This estimator executed 0.0018 minutes
07/08 18:52:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:52:12 - INFO - Current Running:rf estimator
07/08 18:52:13 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:52:13 - INFO - Best CV Score: 0.9008403361344538

07/08 18:52:13 - INFO - 0.901 (+/-0.108) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:52:13 - INFO - This estimator executed 0.0091 minutes
07/08 18:52:13 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:52:13 - INFO - Current Running:ada estimator
07/08 18:52:13 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:52:13 - INFO - Best CV Score: 0.9063865546218487

07/08 18:52:13 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:52:13 - INFO - This estimator executed 0.0094 minutes
07/08 18:52:13 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:52:13 - INFO - Current Running:gb estimator
07/08 18:52:14 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:52:14 - INFO - Best CV Score: 0.9297478991596637

07/08 18:52:14 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:52:14 - INFO - This estimator executed 0.0042 minutes
07/08 18:52:14 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:52:14 - INFO - Current Running:xgb estimator
07/08 18:52:14 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:52:14 - INFO - Best CV Score: 0.9415126050420168

07/08 18:52:14 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:52:14 - INFO - This estimator executed 0.0018 minutes
07/08 18:52:14 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 18:52:14 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 18:52:14 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 4.0s
07/08 18:52:14 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 18:52:14 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 18:52:14 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 2.0s
07/08 18:52:14 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 18:52:17 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:52:17 - INFO - Current Running:lgr estimator
07/08 18:52:17 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 18:52:17 - INFO - Best CV Score: 0.9591596638655462

07/08 18:52:17 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:52:17 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 18:52:17 - INFO - 0.948 (+/-0.056) for {'C': 0.1, 'random_state': 13}
07/08 18:52:17 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 18:52:17 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 18:52:17 - INFO - 0.959 (+/-0.047) for {'C': 100, 'random_state': 13}
07/08 18:52:17 - INFO - 0.959 (+/-0.047) for {'C': 1000, 'random_state': 13}
07/08 18:52:17 - INFO - This estimator executed 0.0072 minutes
07/08 18:52:17 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:52:17 - INFO - Current Running:svm estimator
07/08 18:52:17 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:52:17 - INFO - Best CV Score: 0.9591596638655462

07/08 18:52:17 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:52:17 - INFO - This estimator executed 0.0005 minutes
07/08 18:52:17 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:52:17 - INFO - Current Running:mlp estimator
07/08 18:52:18 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:52:18 - INFO - Best CV Score: 0.8773109243697478

07/08 18:52:18 - INFO - 0.877 (+/-0.042) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:52:18 - INFO - This estimator executed 0.0095 minutes
07/08 18:52:18 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:52:18 - INFO - Current Running:rf estimator
07/08 18:52:18 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:52:18 - INFO - Best CV Score: 0.9065546218487395

07/08 18:52:18 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:52:18 - INFO - This estimator executed 0.0071 minutes
07/08 18:52:18 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:52:18 - INFO - Current Running:ada estimator
07/08 18:52:19 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:52:19 - INFO - Best CV Score: 0.9063865546218487

07/08 18:52:19 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:52:19 - INFO - This estimator executed 0.0078 minutes
07/08 18:52:19 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:52:19 - INFO - Current Running:gb estimator
07/08 18:52:19 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:52:19 - INFO - Best CV Score: 0.9297478991596637

07/08 18:52:19 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:52:19 - INFO - This estimator executed 0.0032 minutes
07/08 18:52:19 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:52:19 - INFO - Current Running:xgb estimator
07/08 18:52:19 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:52:19 - INFO - Best CV Score: 0.9415126050420168

07/08 18:52:19 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:52:19 - INFO - This estimator executed 0.002 minutes
07/08 18:52:19 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:52:19 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:52:19 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 18:52:19 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 18:52:19 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 18:52:19 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 18:52:19 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 18:52:34 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:52:34 - INFO - Current Running:lgr estimator
07/08 18:52:35 - INFO - Best Paramaters: {'C': 10, 'random_state': 13}

07/08 18:52:35 - INFO - Best CV Score: 0.924201680672269

07/08 18:52:35 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:52:35 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:52:35 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 18:52:35 - INFO - 0.889 (+/-0.078) for {'C': 1, 'random_state': 13}
07/08 18:52:35 - INFO - 0.924 (+/-0.094) for {'C': 10, 'random_state': 13}
07/08 18:52:35 - INFO - 0.924 (+/-0.094) for {'C': 100, 'random_state': 13}
07/08 18:52:35 - INFO - 0.924 (+/-0.088) for {'C': 1000, 'random_state': 13}
07/08 18:52:35 - INFO - This estimator executed 0.0146 minutes
07/08 18:52:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:52:35 - INFO - Current Running:svm estimator
07/08 18:52:35 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:52:35 - INFO - Best CV Score: 0.9005042016806722

07/08 18:52:35 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:52:35 - INFO - This estimator executed 0.0027 minutes
07/08 18:52:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:52:35 - INFO - Current Running:mlp estimator
07/08 18:52:35 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:52:35 - INFO - Best CV Score: 0.5205042016806722

07/08 18:52:35 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:52:35 - INFO - This estimator executed 0.0015 minutes
07/08 18:52:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:52:35 - INFO - Current Running:rf estimator
07/08 18:52:36 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:52:36 - INFO - Best CV Score: 0.917983193277311

07/08 18:52:36 - INFO - 0.918 (+/-0.102) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:52:36 - INFO - This estimator executed 0.0073 minutes
07/08 18:52:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:52:36 - INFO - Current Running:ada estimator
07/08 18:52:36 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:52:36 - INFO - Best CV Score: 0.9003361344537815

07/08 18:52:36 - INFO - 0.9 (+/-0.08) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:52:36 - INFO - This estimator executed 0.008 minutes
07/08 18:52:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:52:36 - INFO - Current Running:gb estimator
07/08 18:52:36 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:52:36 - INFO - Best CV Score: 0.924033613445378

07/08 18:52:36 - INFO - 0.924 (+/-0.06) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:52:36 - INFO - This estimator executed 0.0032 minutes
07/08 18:52:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:52:36 - INFO - Current Running:xgb estimator
07/08 18:52:36 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:52:36 - INFO - Best CV Score: 0.9295798319327732

07/08 18:52:36 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:52:36 - INFO - This estimator executed 0.0021 minutes
07/08 18:52:36 - INFO - lgr -- Accuracy: 0.93 / Precision: 0.92 / Recall: 0.92 / Latency: 3.0s
07/08 18:52:36 - INFO - svm -- Accuracy: 0.93 / Precision: 0.889 / Recall: 0.96 / Latency: 4.0s
07/08 18:52:36 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 18:52:36 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 18:52:36 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 17.0s
07/08 18:52:36 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 4.0s
07/08 18:52:37 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 18:52:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:52:39 - INFO - Current Running:lgr estimator
07/08 18:52:40 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 18:52:40 - INFO - Best CV Score: 0.9591596638655462

07/08 18:52:40 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:52:40 - INFO - 0.924 (+/-0.077) for {'C': 0.01, 'random_state': 13}
07/08 18:52:40 - INFO - 0.93 (+/-0.085) for {'C': 0.1, 'random_state': 13}
07/08 18:52:40 - INFO - 0.959 (+/-0.047) for {'C': 1, 'random_state': 13}
07/08 18:52:40 - INFO - 0.948 (+/-0.068) for {'C': 10, 'random_state': 13}
07/08 18:52:40 - INFO - 0.953 (+/-0.06) for {'C': 100, 'random_state': 13}
07/08 18:52:40 - INFO - 0.947 (+/-0.044) for {'C': 1000, 'random_state': 13}
07/08 18:52:40 - INFO - This estimator executed 0.0065 minutes
07/08 18:52:40 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:52:40 - INFO - Current Running:svm estimator
07/08 18:52:40 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:52:40 - INFO - Best CV Score: 0.9709243697478991

07/08 18:52:40 - INFO - 0.971 (+/-0.036) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:52:40 - INFO - This estimator executed 0.0005 minutes
07/08 18:52:40 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:52:40 - INFO - Current Running:mlp estimator
07/08 18:52:40 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:52:40 - INFO - Best CV Score: 0.8833613445378152

07/08 18:52:40 - INFO - 0.883 (+/-0.08) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:52:40 - INFO - This estimator executed 0.009 minutes
07/08 18:52:40 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:52:40 - INFO - Current Running:rf estimator
07/08 18:52:41 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:52:41 - INFO - Best CV Score: 0.9122689075630254

07/08 18:52:41 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:52:41 - INFO - This estimator executed 0.0071 minutes
07/08 18:52:41 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:52:41 - INFO - Current Running:ada estimator
07/08 18:52:41 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:52:41 - INFO - Best CV Score: 0.9240336134453783

07/08 18:52:41 - INFO - 0.924 (+/-0.06) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:52:41 - INFO - This estimator executed 0.0079 minutes
07/08 18:52:41 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:52:41 - INFO - Current Running:gb estimator
07/08 18:52:41 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:52:41 - INFO - Best CV Score: 0.9238655462184873

07/08 18:52:41 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:52:41 - INFO - This estimator executed 0.0034 minutes
07/08 18:52:41 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:52:41 - INFO - Current Running:xgb estimator
07/08 18:52:41 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:52:41 - INFO - Best CV Score: 0.9295798319327732

07/08 18:52:41 - INFO - 0.93 (+/-0.08) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:52:41 - INFO - This estimator executed 0.002 minutes
07/08 18:52:42 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 18:52:42 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:52:42 - INFO - mlp -- Accuracy: 0.842 / Precision: 0.9 / Recall: 0.72 / Latency: 3.0s
07/08 18:52:42 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 18:52:42 - INFO - ada -- Accuracy: 0.93 / Precision: 0.957 / Recall: 0.88 / Latency: 16.0s
07/08 18:52:42 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 18:52:42 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 18:52:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:52:57 - INFO - Current Running:lgr estimator
07/08 18:52:57 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 18:52:57 - INFO - Best CV Score: 0.9299159663865547

07/08 18:52:57 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:52:57 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:52:57 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 18:52:57 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 18:52:57 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 18:52:57 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 18:52:57 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 18:52:57 - INFO - This estimator executed 0.0134 minutes
07/08 18:52:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:52:57 - INFO - Current Running:svm estimator
07/08 18:52:58 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:52:58 - INFO - Best CV Score: 0.9005042016806722

07/08 18:52:58 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:52:58 - INFO - This estimator executed 0.0034 minutes
07/08 18:52:58 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:52:58 - INFO - Current Running:mlp estimator
07/08 18:52:58 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:52:58 - INFO - Best CV Score: 0.5205042016806722

07/08 18:52:58 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:52:58 - INFO - This estimator executed 0.0015 minutes
07/08 18:52:58 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:52:58 - INFO - Current Running:rf estimator
07/08 18:52:58 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:52:58 - INFO - Best CV Score: 0.9122689075630254

07/08 18:52:58 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:52:58 - INFO - This estimator executed 0.0073 minutes
07/08 18:52:58 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:52:58 - INFO - Current Running:ada estimator
07/08 18:52:59 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:52:59 - INFO - Best CV Score: 0.9063865546218487

07/08 18:52:59 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:52:59 - INFO - This estimator executed 0.008 minutes
07/08 18:52:59 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:52:59 - INFO - Current Running:gb estimator
07/08 18:52:59 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:52:59 - INFO - Best CV Score: 0.9297478991596637

07/08 18:52:59 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:52:59 - INFO - This estimator executed 0.0033 minutes
07/08 18:52:59 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:52:59 - INFO - Current Running:xgb estimator
07/08 18:52:59 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:52:59 - INFO - Best CV Score: 0.9415126050420168

07/08 18:52:59 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:52:59 - INFO - This estimator executed 0.0021 minutes
07/08 18:52:59 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:52:59 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 4.0s
07/08 18:52:59 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 18:52:59 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 18:52:59 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 18:52:59 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 18:52:59 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 18:53:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:53:02 - INFO - Current Running:lgr estimator
07/08 18:53:02 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 18:53:02 - INFO - Best CV Score: 0.9534453781512605

07/08 18:53:02 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:53:02 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 18:53:02 - INFO - 0.942 (+/-0.052) for {'C': 0.1, 'random_state': 13}
07/08 18:53:02 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 18:53:02 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 18:53:02 - INFO - 0.942 (+/-0.083) for {'C': 100, 'random_state': 13}
07/08 18:53:02 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 18:53:02 - INFO - This estimator executed 0.0068 minutes
07/08 18:53:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:53:02 - INFO - Current Running:svm estimator
07/08 18:53:02 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:53:02 - INFO - Best CV Score: 0.9650420168067226

07/08 18:53:02 - INFO - 0.965 (+/-0.022) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:53:02 - INFO - This estimator executed 0.0005 minutes
07/08 18:53:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:53:02 - INFO - Current Running:mlp estimator
07/08 18:53:03 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:53:03 - INFO - Best CV Score: 0.9008403361344538

07/08 18:53:03 - INFO - 0.901 (+/-0.094) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:53:03 - INFO - This estimator executed 0.0089 minutes
07/08 18:53:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:53:03 - INFO - Current Running:rf estimator
07/08 18:53:03 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:53:03 - INFO - Best CV Score: 0.9065546218487395

07/08 18:53:03 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:53:03 - INFO - This estimator executed 0.0073 minutes
07/08 18:53:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:53:03 - INFO - Current Running:ada estimator
07/08 18:53:03 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:53:03 - INFO - Best CV Score: 0.9181512605042016

07/08 18:53:03 - INFO - 0.918 (+/-0.023) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:53:03 - INFO - This estimator executed 0.0081 minutes
07/08 18:53:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:53:03 - INFO - Current Running:gb estimator
07/08 18:53:04 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:53:04 - INFO - Best CV Score: 0.9297478991596637

07/08 18:53:04 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:53:04 - INFO - This estimator executed 0.0034 minutes
07/08 18:53:04 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:53:04 - INFO - Current Running:xgb estimator
07/08 18:53:04 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:53:04 - INFO - Best CV Score: 0.917983193277311

07/08 18:53:04 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:53:04 - INFO - This estimator executed 0.0019 minutes
07/08 18:53:04 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 18:53:04 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:53:04 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 3.0s
07/08 18:53:04 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 18:53:04 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 18:53:04 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 18:53:04 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 18:53:18 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:53:18 - INFO - Current Running:lgr estimator
07/08 18:53:19 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 18:53:19 - INFO - Best CV Score: 0.9299159663865547

07/08 18:53:19 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:53:19 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:53:19 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 18:53:19 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 18:53:19 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 18:53:19 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 18:53:19 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 18:53:19 - INFO - This estimator executed 0.0136 minutes
07/08 18:53:19 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:53:19 - INFO - Current Running:svm estimator
07/08 18:53:19 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:53:19 - INFO - Best CV Score: 0.9005042016806722

07/08 18:53:19 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:53:19 - INFO - This estimator executed 0.0035 minutes
07/08 18:53:19 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:53:19 - INFO - Current Running:mlp estimator
07/08 18:53:20 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:53:20 - INFO - Best CV Score: 0.5205042016806722

07/08 18:53:20 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:53:20 - INFO - This estimator executed 0.0016 minutes
07/08 18:53:20 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:53:20 - INFO - Current Running:rf estimator
07/08 18:53:20 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:53:20 - INFO - Best CV Score: 0.9122689075630254

07/08 18:53:20 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:53:20 - INFO - This estimator executed 0.0072 minutes
07/08 18:53:20 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:53:20 - INFO - Current Running:ada estimator
07/08 18:53:21 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:53:21 - INFO - Best CV Score: 0.9063865546218487

07/08 18:53:21 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:53:21 - INFO - This estimator executed 0.0106 minutes
07/08 18:53:21 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:53:21 - INFO - Current Running:gb estimator
07/08 18:53:21 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:53:21 - INFO - Best CV Score: 0.9297478991596637

07/08 18:53:21 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:53:21 - INFO - This estimator executed 0.0045 minutes
07/08 18:53:21 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:53:21 - INFO - Current Running:xgb estimator
07/08 18:53:21 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:53:21 - INFO - Best CV Score: 0.9415126050420168

07/08 18:53:21 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:53:21 - INFO - This estimator executed 0.0022 minutes
07/08 18:53:21 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:53:21 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 18:53:21 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 2.0s
07/08 18:53:21 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 18:53:21 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 18:53:21 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 18:53:21 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 18:53:24 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:53:24 - INFO - Current Running:lgr estimator
07/08 18:53:24 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 18:53:24 - INFO - Best CV Score: 0.9591596638655462

07/08 18:53:24 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:53:24 - INFO - 0.924 (+/-0.077) for {'C': 0.01, 'random_state': 13}
07/08 18:53:24 - INFO - 0.93 (+/-0.085) for {'C': 0.1, 'random_state': 13}
07/08 18:53:24 - INFO - 0.959 (+/-0.047) for {'C': 1, 'random_state': 13}
07/08 18:53:24 - INFO - 0.948 (+/-0.068) for {'C': 10, 'random_state': 13}
07/08 18:53:24 - INFO - 0.953 (+/-0.06) for {'C': 100, 'random_state': 13}
07/08 18:53:24 - INFO - 0.947 (+/-0.044) for {'C': 1000, 'random_state': 13}
07/08 18:53:24 - INFO - This estimator executed 0.0065 minutes
07/08 18:53:24 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:53:24 - INFO - Current Running:svm estimator
07/08 18:53:24 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:53:24 - INFO - Best CV Score: 0.9709243697478991

07/08 18:53:24 - INFO - 0.971 (+/-0.036) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:53:24 - INFO - This estimator executed 0.0005 minutes
07/08 18:53:24 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:53:24 - INFO - Current Running:mlp estimator
07/08 18:53:25 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:53:25 - INFO - Best CV Score: 0.8833613445378152

07/08 18:53:25 - INFO - 0.883 (+/-0.08) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:53:25 - INFO - This estimator executed 0.0091 minutes
07/08 18:53:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:53:25 - INFO - Current Running:rf estimator
07/08 18:53:25 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:53:25 - INFO - Best CV Score: 0.9122689075630254

07/08 18:53:25 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:53:25 - INFO - This estimator executed 0.0073 minutes
07/08 18:53:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:53:25 - INFO - Current Running:ada estimator
07/08 18:53:26 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:53:26 - INFO - Best CV Score: 0.9240336134453783

07/08 18:53:26 - INFO - 0.924 (+/-0.06) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:53:26 - INFO - This estimator executed 0.008 minutes
07/08 18:53:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:53:26 - INFO - Current Running:gb estimator
07/08 18:53:26 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:53:26 - INFO - Best CV Score: 0.9238655462184873

07/08 18:53:26 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:53:26 - INFO - This estimator executed 0.0033 minutes
07/08 18:53:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:53:26 - INFO - Current Running:xgb estimator
07/08 18:53:26 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:53:26 - INFO - Best CV Score: 0.9295798319327732

07/08 18:53:26 - INFO - 0.93 (+/-0.08) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:53:26 - INFO - This estimator executed 0.002 minutes
07/08 18:53:26 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 18:53:26 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 18:53:26 - INFO - mlp -- Accuracy: 0.842 / Precision: 0.9 / Recall: 0.72 / Latency: 3.0s
07/08 18:53:26 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 18:53:26 - INFO - ada -- Accuracy: 0.93 / Precision: 0.957 / Recall: 0.88 / Latency: 17.0s
07/08 18:53:26 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 4.0s
07/08 18:53:26 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 18:53:42 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:53:42 - INFO - Current Running:lgr estimator
07/08 18:53:43 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 18:53:43 - INFO - Best CV Score: 0.9299159663865547

07/08 18:53:43 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:53:43 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:53:43 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 18:53:43 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 18:53:43 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 18:53:43 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 18:53:43 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 18:53:43 - INFO - This estimator executed 0.0135 minutes
07/08 18:53:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:53:43 - INFO - Current Running:svm estimator
07/08 18:53:43 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:53:43 - INFO - Best CV Score: 0.9005042016806722

07/08 18:53:43 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:53:43 - INFO - This estimator executed 0.0033 minutes
07/08 18:53:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:53:43 - INFO - Current Running:mlp estimator
07/08 18:53:43 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:53:43 - INFO - Best CV Score: 0.5205042016806722

07/08 18:53:43 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:53:43 - INFO - This estimator executed 0.0015 minutes
07/08 18:53:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:53:43 - INFO - Current Running:rf estimator
07/08 18:53:44 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:53:44 - INFO - Best CV Score: 0.9065546218487395

07/08 18:53:44 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:53:44 - INFO - This estimator executed 0.0073 minutes
07/08 18:53:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:53:44 - INFO - Current Running:ada estimator
07/08 18:53:44 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:53:44 - INFO - Best CV Score: 0.9063865546218487

07/08 18:53:44 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:53:44 - INFO - This estimator executed 0.0079 minutes
07/08 18:53:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:53:44 - INFO - Current Running:gb estimator
07/08 18:53:44 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:53:44 - INFO - Best CV Score: 0.9297478991596637

07/08 18:53:44 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:53:44 - INFO - This estimator executed 0.0033 minutes
07/08 18:53:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:53:44 - INFO - Current Running:xgb estimator
07/08 18:53:45 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:53:45 - INFO - Best CV Score: 0.9415126050420168

07/08 18:53:45 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:53:45 - INFO - This estimator executed 0.0029 minutes
07/08 18:53:45 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:53:45 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 18:53:45 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 18:53:45 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 18:53:45 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 18:53:45 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 18:53:45 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 18:53:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:53:48 - INFO - Current Running:lgr estimator
07/08 18:53:48 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 18:53:48 - INFO - Best CV Score: 0.9534453781512605

07/08 18:53:48 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:53:48 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 18:53:48 - INFO - 0.942 (+/-0.052) for {'C': 0.1, 'random_state': 13}
07/08 18:53:48 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 18:53:48 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 18:53:48 - INFO - 0.942 (+/-0.083) for {'C': 100, 'random_state': 13}
07/08 18:53:48 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 18:53:48 - INFO - This estimator executed 0.0069 minutes
07/08 18:53:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:53:48 - INFO - Current Running:svm estimator
07/08 18:53:48 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:53:48 - INFO - Best CV Score: 0.9650420168067226

07/08 18:53:48 - INFO - 0.965 (+/-0.022) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:53:48 - INFO - This estimator executed 0.0004 minutes
07/08 18:53:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:53:48 - INFO - Current Running:mlp estimator
07/08 18:53:49 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:53:49 - INFO - Best CV Score: 0.9124369747899159

07/08 18:53:49 - INFO - 0.912 (+/-0.051) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:53:49 - INFO - This estimator executed 0.009 minutes
07/08 18:53:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:53:49 - INFO - Current Running:rf estimator
07/08 18:53:49 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:53:49 - INFO - Best CV Score: 0.900672268907563

07/08 18:53:49 - INFO - 0.901 (+/-0.121) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:53:49 - INFO - This estimator executed 0.0075 minutes
07/08 18:53:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:53:49 - INFO - Current Running:ada estimator
07/08 18:53:49 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:53:49 - INFO - Best CV Score: 0.9181512605042016

07/08 18:53:49 - INFO - 0.918 (+/-0.023) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:53:49 - INFO - This estimator executed 0.0081 minutes
07/08 18:53:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:53:49 - INFO - Current Running:gb estimator
07/08 18:53:50 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:53:50 - INFO - Best CV Score: 0.9297478991596637

07/08 18:53:50 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:53:50 - INFO - This estimator executed 0.0034 minutes
07/08 18:53:50 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:53:50 - INFO - Current Running:xgb estimator
07/08 18:53:50 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:53:50 - INFO - Best CV Score: 0.917983193277311

07/08 18:53:50 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:53:50 - INFO - This estimator executed 0.002 minutes
07/08 18:53:50 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:53:50 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 18:53:50 - INFO - mlp -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 18:53:50 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 18:53:50 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 18:53:50 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 18:53:50 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 18:54:06 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:06 - INFO - Current Running:lgr estimator
07/08 18:54:06 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 18:54:06 - INFO - Best CV Score: 0.9299159663865547

07/08 18:54:06 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:54:06 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:54:06 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 18:54:06 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 18:54:06 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 18:54:06 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 18:54:06 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 18:54:06 - INFO - This estimator executed 0.0139 minutes
07/08 18:54:06 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:06 - INFO - Current Running:svm estimator
07/08 18:54:07 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:54:07 - INFO - Best CV Score: 0.9005042016806722

07/08 18:54:07 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:54:07 - INFO - This estimator executed 0.0035 minutes
07/08 18:54:07 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:07 - INFO - Current Running:mlp estimator
07/08 18:54:07 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:54:07 - INFO - Best CV Score: 0.5205042016806722

07/08 18:54:07 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:54:07 - INFO - This estimator executed 0.0016 minutes
07/08 18:54:07 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:07 - INFO - Current Running:rf estimator
07/08 18:54:07 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:54:07 - INFO - Best CV Score: 0.9065546218487395

07/08 18:54:07 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:54:07 - INFO - This estimator executed 0.0075 minutes
07/08 18:54:07 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:07 - INFO - Current Running:ada estimator
07/08 18:54:08 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:54:08 - INFO - Best CV Score: 0.9063865546218487

07/08 18:54:08 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:54:08 - INFO - This estimator executed 0.008 minutes
07/08 18:54:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:08 - INFO - Current Running:gb estimator
07/08 18:54:08 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:54:08 - INFO - Best CV Score: 0.9297478991596637

07/08 18:54:08 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:54:08 - INFO - This estimator executed 0.0033 minutes
07/08 18:54:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:08 - INFO - Current Running:xgb estimator
07/08 18:54:08 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:54:08 - INFO - Best CV Score: 0.9415126050420168

07/08 18:54:08 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:54:08 - INFO - This estimator executed 0.0021 minutes
07/08 18:54:08 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 18:54:08 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 18:54:08 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 18:54:08 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 18:54:08 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 18:54:08 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 18:54:08 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 18:54:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:11 - INFO - Current Running:lgr estimator
07/08 18:54:11 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 18:54:11 - INFO - Best CV Score: 0.9534453781512605

07/08 18:54:11 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:54:11 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 18:54:11 - INFO - 0.942 (+/-0.052) for {'C': 0.1, 'random_state': 13}
07/08 18:54:11 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 18:54:11 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 18:54:11 - INFO - 0.942 (+/-0.083) for {'C': 100, 'random_state': 13}
07/08 18:54:11 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 18:54:11 - INFO - This estimator executed 0.0069 minutes
07/08 18:54:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:11 - INFO - Current Running:svm estimator
07/08 18:54:11 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:54:11 - INFO - Best CV Score: 0.9650420168067226

07/08 18:54:11 - INFO - 0.965 (+/-0.022) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:54:11 - INFO - This estimator executed 0.0004 minutes
07/08 18:54:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:11 - INFO - Current Running:mlp estimator
07/08 18:54:12 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:54:12 - INFO - Best CV Score: 0.8830252100840337

07/08 18:54:12 - INFO - 0.883 (+/-0.074) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:54:12 - INFO - This estimator executed 0.0089 minutes
07/08 18:54:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:12 - INFO - Current Running:rf estimator
07/08 18:54:12 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:54:12 - INFO - Best CV Score: 0.9065546218487395

07/08 18:54:12 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:54:12 - INFO - This estimator executed 0.0072 minutes
07/08 18:54:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:12 - INFO - Current Running:ada estimator
07/08 18:54:13 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:54:13 - INFO - Best CV Score: 0.9181512605042016

07/08 18:54:13 - INFO - 0.918 (+/-0.023) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:54:13 - INFO - This estimator executed 0.0079 minutes
07/08 18:54:13 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:13 - INFO - Current Running:gb estimator
07/08 18:54:13 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:54:13 - INFO - Best CV Score: 0.9297478991596637

07/08 18:54:13 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:54:13 - INFO - This estimator executed 0.0034 minutes
07/08 18:54:13 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:13 - INFO - Current Running:xgb estimator
07/08 18:54:13 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:54:13 - INFO - Best CV Score: 0.917983193277311

07/08 18:54:13 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:54:13 - INFO - This estimator executed 0.0019 minutes
07/08 18:54:13 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 18:54:13 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:54:13 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 3.0s
07/08 18:54:13 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 18:54:13 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 18:54:13 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 4.0s
07/08 18:54:13 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 18:54:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:28 - INFO - Current Running:lgr estimator
07/08 18:54:29 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 18:54:29 - INFO - Best CV Score: 0.9299159663865547

07/08 18:54:29 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:54:29 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:54:29 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 18:54:29 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 18:54:29 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 18:54:29 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 18:54:29 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 18:54:29 - INFO - This estimator executed 0.0137 minutes
07/08 18:54:29 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:29 - INFO - Current Running:svm estimator
07/08 18:54:29 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:54:29 - INFO - Best CV Score: 0.9005042016806722

07/08 18:54:29 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:54:29 - INFO - This estimator executed 0.0034 minutes
07/08 18:54:29 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:29 - INFO - Current Running:mlp estimator
07/08 18:54:29 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:54:29 - INFO - Best CV Score: 0.5205042016806722

07/08 18:54:29 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:54:29 - INFO - This estimator executed 0.0014 minutes
07/08 18:54:29 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:29 - INFO - Current Running:rf estimator
07/08 18:54:29 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:54:29 - INFO - Best CV Score: 0.9122689075630254

07/08 18:54:29 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:54:29 - INFO - This estimator executed 0.0073 minutes
07/08 18:54:29 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:29 - INFO - Current Running:ada estimator
07/08 18:54:30 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:54:30 - INFO - Best CV Score: 0.9063865546218487

07/08 18:54:30 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:54:30 - INFO - This estimator executed 0.0078 minutes
07/08 18:54:30 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:30 - INFO - Current Running:gb estimator
07/08 18:54:30 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:54:30 - INFO - Best CV Score: 0.9297478991596637

07/08 18:54:30 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:54:30 - INFO - This estimator executed 0.0033 minutes
07/08 18:54:30 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:30 - INFO - Current Running:xgb estimator
07/08 18:54:30 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:54:30 - INFO - Best CV Score: 0.9415126050420168

07/08 18:54:30 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:54:30 - INFO - This estimator executed 0.002 minutes
07/08 18:54:30 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:54:30 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 2.5s
07/08 18:54:30 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 18:54:30 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 18:54:30 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 18:54:30 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 18:54:30 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 18:54:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:33 - INFO - Current Running:lgr estimator
07/08 18:54:33 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 18:54:33 - INFO - Best CV Score: 0.9534453781512605

07/08 18:54:33 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:54:33 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 18:54:33 - INFO - 0.942 (+/-0.052) for {'C': 0.1, 'random_state': 13}
07/08 18:54:33 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 18:54:33 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 18:54:33 - INFO - 0.942 (+/-0.083) for {'C': 100, 'random_state': 13}
07/08 18:54:33 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 18:54:33 - INFO - This estimator executed 0.007 minutes
07/08 18:54:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:33 - INFO - Current Running:svm estimator
07/08 18:54:33 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:54:33 - INFO - Best CV Score: 0.9650420168067226

07/08 18:54:33 - INFO - 0.965 (+/-0.022) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:54:33 - INFO - This estimator executed 0.0004 minutes
07/08 18:54:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:33 - INFO - Current Running:mlp estimator
07/08 18:54:34 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:54:34 - INFO - Best CV Score: 0.9243697478991597

07/08 18:54:34 - INFO - 0.924 (+/-0.077) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:54:34 - INFO - This estimator executed 0.009 minutes
07/08 18:54:34 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:34 - INFO - Current Running:rf estimator
07/08 18:54:34 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:54:34 - INFO - Best CV Score: 0.900672268907563

07/08 18:54:34 - INFO - 0.901 (+/-0.121) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:54:34 - INFO - This estimator executed 0.0073 minutes
07/08 18:54:34 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:34 - INFO - Current Running:ada estimator
07/08 18:54:35 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:54:35 - INFO - Best CV Score: 0.9181512605042016

07/08 18:54:35 - INFO - 0.918 (+/-0.023) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:54:35 - INFO - This estimator executed 0.008 minutes
07/08 18:54:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:35 - INFO - Current Running:gb estimator
07/08 18:54:35 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:54:35 - INFO - Best CV Score: 0.9297478991596637

07/08 18:54:35 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:54:35 - INFO - This estimator executed 0.0033 minutes
07/08 18:54:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:35 - INFO - Current Running:xgb estimator
07/08 18:54:35 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:54:35 - INFO - Best CV Score: 0.917983193277311

07/08 18:54:35 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:54:35 - INFO - This estimator executed 0.002 minutes
07/08 18:54:35 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:54:35 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 18:54:35 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 18:54:35 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 18:54:35 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 18:54:35 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 4.0s
07/08 18:54:35 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 18:54:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:49 - INFO - Current Running:lgr estimator
07/08 18:54:50 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 18:54:50 - INFO - Best CV Score: 0.9299159663865547

07/08 18:54:50 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:54:50 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:54:50 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 18:54:50 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 18:54:50 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 18:54:50 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 18:54:50 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 18:54:50 - INFO - This estimator executed 0.0136 minutes
07/08 18:54:50 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:50 - INFO - Current Running:svm estimator
07/08 18:54:50 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:54:50 - INFO - Best CV Score: 0.9005042016806722

07/08 18:54:50 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:54:50 - INFO - This estimator executed 0.0033 minutes
07/08 18:54:50 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:50 - INFO - Current Running:mlp estimator
07/08 18:54:50 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:54:50 - INFO - Best CV Score: 0.5205042016806722

07/08 18:54:50 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:54:50 - INFO - This estimator executed 0.0015 minutes
07/08 18:54:50 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:50 - INFO - Current Running:rf estimator
07/08 18:54:50 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:54:50 - INFO - Best CV Score: 0.9122689075630254

07/08 18:54:50 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:54:50 - INFO - This estimator executed 0.0072 minutes
07/08 18:54:50 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:50 - INFO - Current Running:ada estimator
07/08 18:54:51 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:54:51 - INFO - Best CV Score: 0.9063865546218487

07/08 18:54:51 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:54:51 - INFO - This estimator executed 0.0079 minutes
07/08 18:54:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:51 - INFO - Current Running:gb estimator
07/08 18:54:51 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:54:51 - INFO - Best CV Score: 0.9297478991596637

07/08 18:54:51 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:54:51 - INFO - This estimator executed 0.0035 minutes
07/08 18:54:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:51 - INFO - Current Running:xgb estimator
07/08 18:54:51 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:54:51 - INFO - Best CV Score: 0.9415126050420168

07/08 18:54:51 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:54:51 - INFO - This estimator executed 0.002 minutes
07/08 18:54:51 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:54:51 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 2.0s
07/08 18:54:51 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 18:54:51 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 18:54:51 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 18:54:51 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 18:54:51 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 18:54:54 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:54 - INFO - Current Running:lgr estimator
07/08 18:54:54 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 18:54:54 - INFO - Best CV Score: 0.9591596638655462

07/08 18:54:54 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:54:54 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 18:54:54 - INFO - 0.948 (+/-0.056) for {'C': 0.1, 'random_state': 13}
07/08 18:54:54 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 18:54:54 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 18:54:54 - INFO - 0.959 (+/-0.047) for {'C': 100, 'random_state': 13}
07/08 18:54:54 - INFO - 0.959 (+/-0.047) for {'C': 1000, 'random_state': 13}
07/08 18:54:54 - INFO - This estimator executed 0.0065 minutes
07/08 18:54:54 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:54 - INFO - Current Running:svm estimator
07/08 18:54:54 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:54:54 - INFO - Best CV Score: 0.9591596638655462

07/08 18:54:54 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:54:54 - INFO - This estimator executed 0.0004 minutes
07/08 18:54:54 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:54 - INFO - Current Running:mlp estimator
07/08 18:54:55 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:54:55 - INFO - Best CV Score: 0.8831932773109245

07/08 18:54:55 - INFO - 0.883 (+/-0.063) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:54:55 - INFO - This estimator executed 0.0092 minutes
07/08 18:54:55 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:55 - INFO - Current Running:rf estimator
07/08 18:54:55 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:54:55 - INFO - Best CV Score: 0.9065546218487395

07/08 18:54:55 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:54:55 - INFO - This estimator executed 0.0074 minutes
07/08 18:54:55 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:55 - INFO - Current Running:ada estimator
07/08 18:54:56 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:54:56 - INFO - Best CV Score: 0.9063865546218487

07/08 18:54:56 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:54:56 - INFO - This estimator executed 0.0078 minutes
07/08 18:54:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:56 - INFO - Current Running:gb estimator
07/08 18:54:56 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:54:56 - INFO - Best CV Score: 0.9297478991596637

07/08 18:54:56 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:54:56 - INFO - This estimator executed 0.0033 minutes
07/08 18:54:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:54:56 - INFO - Current Running:xgb estimator
07/08 18:54:56 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:54:56 - INFO - Best CV Score: 0.9415126050420168

07/08 18:54:56 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:54:56 - INFO - This estimator executed 0.002 minutes
07/08 18:54:56 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 18:54:56 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:54:56 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.95 / Recall: 0.76 / Latency: 3.0s
07/08 18:54:56 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 18:54:56 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 18:54:56 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 18:54:56 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 18:55:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:10 - INFO - Current Running:lgr estimator
07/08 18:55:11 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 18:55:11 - INFO - Best CV Score: 0.9299159663865547

07/08 18:55:11 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:55:11 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:55:11 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 18:55:11 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 18:55:11 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 18:55:11 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 18:55:11 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 18:55:11 - INFO - This estimator executed 0.0137 minutes
07/08 18:55:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:11 - INFO - Current Running:svm estimator
07/08 18:55:11 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:55:11 - INFO - Best CV Score: 0.9005042016806722

07/08 18:55:11 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:55:11 - INFO - This estimator executed 0.0034 minutes
07/08 18:55:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:11 - INFO - Current Running:mlp estimator
07/08 18:55:11 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:55:11 - INFO - Best CV Score: 0.5205042016806722

07/08 18:55:11 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:55:11 - INFO - This estimator executed 0.0015 minutes
07/08 18:55:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:11 - INFO - Current Running:rf estimator
07/08 18:55:12 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:55:12 - INFO - Best CV Score: 0.9122689075630254

07/08 18:55:12 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:55:12 - INFO - This estimator executed 0.0075 minutes
07/08 18:55:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:12 - INFO - Current Running:ada estimator
07/08 18:55:12 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:55:12 - INFO - Best CV Score: 0.9063865546218487

07/08 18:55:12 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:55:12 - INFO - This estimator executed 0.0079 minutes
07/08 18:55:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:12 - INFO - Current Running:gb estimator
07/08 18:55:12 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:55:12 - INFO - Best CV Score: 0.9297478991596637

07/08 18:55:12 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:55:12 - INFO - This estimator executed 0.0034 minutes
07/08 18:55:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:12 - INFO - Current Running:xgb estimator
07/08 18:55:13 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:55:13 - INFO - Best CV Score: 0.9415126050420168

07/08 18:55:13 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:55:13 - INFO - This estimator executed 0.002 minutes
07/08 18:55:13 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:55:13 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 18:55:13 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 18:55:13 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 18:55:13 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 15.0s
07/08 18:55:13 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 18:55:13 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 18:55:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:15 - INFO - Current Running:lgr estimator
07/08 18:55:16 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 18:55:16 - INFO - Best CV Score: 0.9591596638655462

07/08 18:55:16 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:55:16 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 18:55:16 - INFO - 0.948 (+/-0.056) for {'C': 0.1, 'random_state': 13}
07/08 18:55:16 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 18:55:16 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 18:55:16 - INFO - 0.959 (+/-0.047) for {'C': 100, 'random_state': 13}
07/08 18:55:16 - INFO - 0.959 (+/-0.047) for {'C': 1000, 'random_state': 13}
07/08 18:55:16 - INFO - This estimator executed 0.0064 minutes
07/08 18:55:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:16 - INFO - Current Running:svm estimator
07/08 18:55:16 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:55:16 - INFO - Best CV Score: 0.9591596638655462

07/08 18:55:16 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:55:16 - INFO - This estimator executed 0.0005 minutes
07/08 18:55:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:16 - INFO - Current Running:mlp estimator
07/08 18:55:16 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:55:16 - INFO - Best CV Score: 0.9010084033613446

07/08 18:55:16 - INFO - 0.901 (+/-0.092) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:55:16 - INFO - This estimator executed 0.009 minutes
07/08 18:55:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:16 - INFO - Current Running:rf estimator
07/08 18:55:17 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:55:17 - INFO - Best CV Score: 0.9122689075630254

07/08 18:55:17 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:55:17 - INFO - This estimator executed 0.0073 minutes
07/08 18:55:17 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:17 - INFO - Current Running:ada estimator
07/08 18:55:17 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:55:17 - INFO - Best CV Score: 0.9063865546218487

07/08 18:55:17 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:55:17 - INFO - This estimator executed 0.0079 minutes
07/08 18:55:17 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:17 - INFO - Current Running:gb estimator
07/08 18:55:17 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:55:17 - INFO - Best CV Score: 0.9297478991596637

07/08 18:55:17 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:55:17 - INFO - This estimator executed 0.0033 minutes
07/08 18:55:17 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:17 - INFO - Current Running:xgb estimator
07/08 18:55:17 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:55:17 - INFO - Best CV Score: 0.9415126050420168

07/08 18:55:17 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:55:17 - INFO - This estimator executed 0.002 minutes
07/08 18:55:17 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:55:17 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 18:55:18 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.905 / Recall: 0.76 / Latency: 3.0s
07/08 18:55:18 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 18:55:18 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 18:55:18 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 18:55:18 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 18:55:30 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:30 - INFO - Current Running:lgr estimator
07/08 18:55:31 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 18:55:31 - INFO - Best CV Score: 0.9299159663865547

07/08 18:55:31 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:55:31 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:55:31 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 18:55:31 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 18:55:31 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 18:55:31 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 18:55:31 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 18:55:31 - INFO - This estimator executed 0.0135 minutes
07/08 18:55:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:31 - INFO - Current Running:svm estimator
07/08 18:55:31 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:55:31 - INFO - Best CV Score: 0.9005042016806722

07/08 18:55:31 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:55:31 - INFO - This estimator executed 0.0035 minutes
07/08 18:55:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:31 - INFO - Current Running:mlp estimator
07/08 18:55:32 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:55:32 - INFO - Best CV Score: 0.5205042016806722

07/08 18:55:32 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:55:32 - INFO - This estimator executed 0.0015 minutes
07/08 18:55:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:32 - INFO - Current Running:rf estimator
07/08 18:55:32 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:55:32 - INFO - Best CV Score: 0.9122689075630254

07/08 18:55:32 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:55:32 - INFO - This estimator executed 0.0074 minutes
07/08 18:55:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:32 - INFO - Current Running:ada estimator
07/08 18:55:32 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:55:32 - INFO - Best CV Score: 0.9063865546218487

07/08 18:55:32 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:55:32 - INFO - This estimator executed 0.0079 minutes
07/08 18:55:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:32 - INFO - Current Running:gb estimator
07/08 18:55:33 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:55:33 - INFO - Best CV Score: 0.9297478991596637

07/08 18:55:33 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:55:33 - INFO - This estimator executed 0.0033 minutes
07/08 18:55:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:33 - INFO - Current Running:xgb estimator
07/08 18:55:33 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:55:33 - INFO - Best CV Score: 0.9415126050420168

07/08 18:55:33 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:55:33 - INFO - This estimator executed 0.0021 minutes
07/08 18:55:33 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:55:33 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 18:55:33 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 4.0s
07/08 18:55:33 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 18:55:33 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 19.0s
07/08 18:55:33 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 18:55:33 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 18:55:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:35 - INFO - Current Running:lgr estimator
07/08 18:55:36 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 18:55:36 - INFO - Best CV Score: 0.9591596638655462

07/08 18:55:36 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:55:36 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 18:55:36 - INFO - 0.948 (+/-0.056) for {'C': 0.1, 'random_state': 13}
07/08 18:55:36 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 18:55:36 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 18:55:36 - INFO - 0.959 (+/-0.047) for {'C': 100, 'random_state': 13}
07/08 18:55:36 - INFO - 0.959 (+/-0.047) for {'C': 1000, 'random_state': 13}
07/08 18:55:36 - INFO - This estimator executed 0.0064 minutes
07/08 18:55:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:36 - INFO - Current Running:svm estimator
07/08 18:55:36 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:55:36 - INFO - Best CV Score: 0.9591596638655462

07/08 18:55:36 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:55:36 - INFO - This estimator executed 0.0004 minutes
07/08 18:55:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:36 - INFO - Current Running:mlp estimator
07/08 18:55:36 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:55:36 - INFO - Best CV Score: 0.877310924369748

07/08 18:55:36 - INFO - 0.877 (+/-0.02) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:55:36 - INFO - This estimator executed 0.0092 minutes
07/08 18:55:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:36 - INFO - Current Running:rf estimator
07/08 18:55:37 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:55:37 - INFO - Best CV Score: 0.900672268907563

07/08 18:55:37 - INFO - 0.901 (+/-0.121) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:55:37 - INFO - This estimator executed 0.0072 minutes
07/08 18:55:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:37 - INFO - Current Running:ada estimator
07/08 18:55:37 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:55:37 - INFO - Best CV Score: 0.9063865546218487

07/08 18:55:37 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:55:37 - INFO - This estimator executed 0.0081 minutes
07/08 18:55:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:37 - INFO - Current Running:gb estimator
07/08 18:55:37 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:55:37 - INFO - Best CV Score: 0.9297478991596637

07/08 18:55:37 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:55:37 - INFO - This estimator executed 0.0033 minutes
07/08 18:55:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:37 - INFO - Current Running:xgb estimator
07/08 18:55:38 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:55:38 - INFO - Best CV Score: 0.9415126050420168

07/08 18:55:38 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:55:38 - INFO - This estimator executed 0.002 minutes
07/08 18:55:38 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:55:38 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:55:38 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 18:55:38 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 18:55:38 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 18:55:38 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 18:55:38 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 18:55:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:51 - INFO - Current Running:lgr estimator
07/08 18:55:52 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 18:55:52 - INFO - Best CV Score: 0.9297478991596639

07/08 18:55:52 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:55:52 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:55:52 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 18:55:52 - INFO - 0.883 (+/-0.074) for {'C': 1, 'random_state': 13}
07/08 18:55:52 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 18:55:52 - INFO - 0.93 (+/-0.08) for {'C': 100, 'random_state': 13}
07/08 18:55:52 - INFO - 0.93 (+/-0.08) for {'C': 1000, 'random_state': 13}
07/08 18:55:52 - INFO - This estimator executed 0.014 minutes
07/08 18:55:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:52 - INFO - Current Running:svm estimator
07/08 18:55:52 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:55:52 - INFO - Best CV Score: 0.8946218487394958

07/08 18:55:52 - INFO - 0.895 (+/-0.096) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:55:52 - INFO - This estimator executed 0.0031 minutes
07/08 18:55:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:52 - INFO - Current Running:mlp estimator
07/08 18:55:52 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:55:52 - INFO - Best CV Score: 0.5205042016806722

07/08 18:55:52 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:55:52 - INFO - This estimator executed 0.0016 minutes
07/08 18:55:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:52 - INFO - Current Running:rf estimator
07/08 18:55:53 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:55:53 - INFO - Best CV Score: 0.9065546218487395

07/08 18:55:53 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:55:53 - INFO - This estimator executed 0.0072 minutes
07/08 18:55:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:53 - INFO - Current Running:ada estimator
07/08 18:55:53 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:55:53 - INFO - Best CV Score: 0.8831932773109245

07/08 18:55:53 - INFO - 0.883 (+/-0.073) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:55:53 - INFO - This estimator executed 0.0079 minutes
07/08 18:55:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:53 - INFO - Current Running:gb estimator
07/08 18:55:54 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:55:54 - INFO - Best CV Score: 0.9297478991596639

07/08 18:55:54 - INFO - 0.93 (+/-0.06) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:55:54 - INFO - This estimator executed 0.0034 minutes
07/08 18:55:54 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:54 - INFO - Current Running:xgb estimator
07/08 18:55:54 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:55:54 - INFO - Best CV Score: 0.9295798319327732

07/08 18:55:54 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:55:54 - INFO - This estimator executed 0.002 minutes
07/08 18:55:54 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 18:55:54 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 18:55:54 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 18:55:54 - INFO - rf -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 11.0s
07/08 18:55:54 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 15.0s
07/08 18:55:54 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 18:55:54 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 18:55:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:56 - INFO - Current Running:lgr estimator
07/08 18:55:56 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 18:55:56 - INFO - Best CV Score: 0.9591596638655462

07/08 18:55:56 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:55:56 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 18:55:56 - INFO - 0.948 (+/-0.056) for {'C': 0.1, 'random_state': 13}
07/08 18:55:56 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 18:55:56 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 18:55:56 - INFO - 0.959 (+/-0.047) for {'C': 100, 'random_state': 13}
07/08 18:55:56 - INFO - 0.959 (+/-0.047) for {'C': 1000, 'random_state': 13}
07/08 18:55:56 - INFO - This estimator executed 0.0064 minutes
07/08 18:55:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:56 - INFO - Current Running:svm estimator
07/08 18:55:56 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:55:56 - INFO - Best CV Score: 0.9591596638655462

07/08 18:55:56 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:55:56 - INFO - This estimator executed 0.0005 minutes
07/08 18:55:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:56 - INFO - Current Running:mlp estimator
07/08 18:55:57 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:55:57 - INFO - Best CV Score: 0.8835294117647059

07/08 18:55:57 - INFO - 0.884 (+/-0.094) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:55:57 - INFO - This estimator executed 0.0089 minutes
07/08 18:55:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:57 - INFO - Current Running:rf estimator
07/08 18:55:57 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:55:57 - INFO - Best CV Score: 0.9122689075630254

07/08 18:55:57 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:55:57 - INFO - This estimator executed 0.0073 minutes
07/08 18:55:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:57 - INFO - Current Running:ada estimator
07/08 18:55:58 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:55:58 - INFO - Best CV Score: 0.9063865546218487

07/08 18:55:58 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:55:58 - INFO - This estimator executed 0.0078 minutes
07/08 18:55:58 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:58 - INFO - Current Running:gb estimator
07/08 18:55:58 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:55:58 - INFO - Best CV Score: 0.9297478991596637

07/08 18:55:58 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:55:58 - INFO - This estimator executed 0.0033 minutes
07/08 18:55:58 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:55:58 - INFO - Current Running:xgb estimator
07/08 18:55:58 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:55:58 - INFO - Best CV Score: 0.9415126050420168

07/08 18:55:58 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:55:58 - INFO - This estimator executed 0.002 minutes
07/08 18:55:58 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:55:58 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:55:58 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 18:55:58 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 18:55:58 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 18:55:58 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 18:55:58 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 18:56:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:09 - INFO - Current Running:lgr estimator
07/08 18:56:10 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 18:56:10 - INFO - Best CV Score: 0.9299159663865547

07/08 18:56:10 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:56:10 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:56:10 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 18:56:10 - INFO - 0.889 (+/-0.079) for {'C': 1, 'random_state': 13}
07/08 18:56:10 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 18:56:10 - INFO - 0.918 (+/-0.101) for {'C': 100, 'random_state': 13}
07/08 18:56:10 - INFO - 0.93 (+/-0.088) for {'C': 1000, 'random_state': 13}
07/08 18:56:10 - INFO - This estimator executed 0.014 minutes
07/08 18:56:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:10 - INFO - Current Running:svm estimator
07/08 18:56:10 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:56:10 - INFO - Best CV Score: 0.8946218487394958

07/08 18:56:10 - INFO - 0.895 (+/-0.096) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:56:10 - INFO - This estimator executed 0.0028 minutes
07/08 18:56:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:10 - INFO - Current Running:mlp estimator
07/08 18:56:10 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:56:10 - INFO - Best CV Score: 0.5205042016806722

07/08 18:56:10 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:56:10 - INFO - This estimator executed 0.0014 minutes
07/08 18:56:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:10 - INFO - Current Running:rf estimator
07/08 18:56:11 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:56:11 - INFO - Best CV Score: 0.9065546218487395

07/08 18:56:11 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:56:11 - INFO - This estimator executed 0.0073 minutes
07/08 18:56:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:11 - INFO - Current Running:ada estimator
07/08 18:56:11 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:56:11 - INFO - Best CV Score: 0.9122689075630251

07/08 18:56:11 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:56:11 - INFO - This estimator executed 0.008 minutes
07/08 18:56:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:11 - INFO - Current Running:gb estimator
07/08 18:56:12 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:56:12 - INFO - Best CV Score: 0.9297478991596637

07/08 18:56:12 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:56:12 - INFO - This estimator executed 0.0033 minutes
07/08 18:56:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:12 - INFO - Current Running:xgb estimator
07/08 18:56:12 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:56:12 - INFO - Best CV Score: 0.9415126050420168

07/08 18:56:12 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:56:12 - INFO - This estimator executed 0.0021 minutes
07/08 18:56:12 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:56:12 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 18:56:12 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 4.0s
07/08 18:56:12 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 18:56:12 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 18:56:12 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 18:56:12 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 18:56:14 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:14 - INFO - Current Running:lgr estimator
07/08 18:56:15 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 18:56:15 - INFO - Best CV Score: 0.9589915966386554

07/08 18:56:15 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:56:15 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 18:56:15 - INFO - 0.942 (+/-0.074) for {'C': 0.1, 'random_state': 13}
07/08 18:56:15 - INFO - 0.948 (+/-0.084) for {'C': 1, 'random_state': 13}
07/08 18:56:15 - INFO - 0.947 (+/-0.068) for {'C': 10, 'random_state': 13}
07/08 18:56:15 - INFO - 0.959 (+/-0.08) for {'C': 100, 'random_state': 13}
07/08 18:56:15 - INFO - 0.959 (+/-0.08) for {'C': 1000, 'random_state': 13}
07/08 18:56:15 - INFO - This estimator executed 0.0068 minutes
07/08 18:56:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:15 - INFO - Current Running:svm estimator
07/08 18:56:15 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:56:15 - INFO - Best CV Score: 0.9532773109243697

07/08 18:56:15 - INFO - 0.953 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:56:15 - INFO - This estimator executed 0.0004 minutes
07/08 18:56:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:15 - INFO - Current Running:mlp estimator
07/08 18:56:15 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:56:15 - INFO - Best CV Score: 0.900672268907563

07/08 18:56:15 - INFO - 0.901 (+/-0.079) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:56:15 - INFO - This estimator executed 0.009 minutes
07/08 18:56:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:15 - INFO - Current Running:rf estimator
07/08 18:56:16 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:56:16 - INFO - Best CV Score: 0.9065546218487395

07/08 18:56:16 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:56:16 - INFO - This estimator executed 0.0073 minutes
07/08 18:56:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:16 - INFO - Current Running:ada estimator
07/08 18:56:16 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:56:16 - INFO - Best CV Score: 0.9121008403361344

07/08 18:56:16 - INFO - 0.912 (+/-0.065) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:56:16 - INFO - This estimator executed 0.0079 minutes
07/08 18:56:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:16 - INFO - Current Running:gb estimator
07/08 18:56:16 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:56:16 - INFO - Best CV Score: 0.9297478991596637

07/08 18:56:16 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:56:16 - INFO - This estimator executed 0.0033 minutes
07/08 18:56:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:16 - INFO - Current Running:xgb estimator
07/08 18:56:16 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:56:16 - INFO - Best CV Score: 0.9356302521008404

07/08 18:56:16 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:56:16 - INFO - This estimator executed 0.002 minutes
07/08 18:56:16 - INFO - lgr -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 2.0s
07/08 18:56:16 - INFO - svm -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 18:56:16 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 4.0s
07/08 18:56:16 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 18:56:16 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 18:56:16 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 18:56:16 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 2.0s
07/08 18:56:27 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:27 - INFO - Current Running:lgr estimator
07/08 18:56:28 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 18:56:28 - INFO - Best CV Score: 0.9356302521008404

07/08 18:56:28 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:56:28 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:56:28 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 18:56:28 - INFO - 0.901 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 18:56:28 - INFO - 0.918 (+/-0.087) for {'C': 10, 'random_state': 13}
07/08 18:56:28 - INFO - 0.924 (+/-0.06) for {'C': 100, 'random_state': 13}
07/08 18:56:28 - INFO - 0.936 (+/-0.069) for {'C': 1000, 'random_state': 13}
07/08 18:56:28 - INFO - This estimator executed 0.0137 minutes
07/08 18:56:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:28 - INFO - Current Running:svm estimator
07/08 18:56:28 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:56:28 - INFO - Best CV Score: 0.9005042016806722

07/08 18:56:28 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:56:28 - INFO - This estimator executed 0.0026 minutes
07/08 18:56:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:28 - INFO - Current Running:mlp estimator
07/08 18:56:28 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:56:28 - INFO - Best CV Score: 0.5205042016806722

07/08 18:56:28 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:56:28 - INFO - This estimator executed 0.0015 minutes
07/08 18:56:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:28 - INFO - Current Running:rf estimator
07/08 18:56:29 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:56:29 - INFO - Best CV Score: 0.900672268907563

07/08 18:56:29 - INFO - 0.901 (+/-0.121) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:56:29 - INFO - This estimator executed 0.0073 minutes
07/08 18:56:29 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:29 - INFO - Current Running:ada estimator
07/08 18:56:29 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:56:29 - INFO - Best CV Score: 0.9063865546218487

07/08 18:56:29 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:56:29 - INFO - This estimator executed 0.0079 minutes
07/08 18:56:29 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:29 - INFO - Current Running:gb estimator
07/08 18:56:29 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:56:29 - INFO - Best CV Score: 0.9238655462184873

07/08 18:56:29 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:56:29 - INFO - This estimator executed 0.0033 minutes
07/08 18:56:29 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:29 - INFO - Current Running:xgb estimator
07/08 18:56:30 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:56:30 - INFO - Best CV Score: 0.9415126050420168

07/08 18:56:30 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:56:30 - INFO - This estimator executed 0.002 minutes
07/08 18:56:30 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 18:56:30 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 2.0s
07/08 18:56:30 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 18:56:30 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 18:56:30 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 16.0s
07/08 18:56:30 - INFO - gb -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:56:30 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 18:56:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:32 - INFO - Current Running:lgr estimator
07/08 18:56:32 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 18:56:32 - INFO - Best CV Score: 0.9589915966386554

07/08 18:56:32 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:56:32 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 18:56:32 - INFO - 0.942 (+/-0.074) for {'C': 0.1, 'random_state': 13}
07/08 18:56:32 - INFO - 0.948 (+/-0.084) for {'C': 1, 'random_state': 13}
07/08 18:56:32 - INFO - 0.947 (+/-0.068) for {'C': 10, 'random_state': 13}
07/08 18:56:32 - INFO - 0.959 (+/-0.08) for {'C': 100, 'random_state': 13}
07/08 18:56:32 - INFO - 0.959 (+/-0.08) for {'C': 1000, 'random_state': 13}
07/08 18:56:32 - INFO - This estimator executed 0.0067 minutes
07/08 18:56:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:32 - INFO - Current Running:svm estimator
07/08 18:56:32 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:56:32 - INFO - Best CV Score: 0.9532773109243697

07/08 18:56:32 - INFO - 0.953 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:56:32 - INFO - This estimator executed 0.0005 minutes
07/08 18:56:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:32 - INFO - Current Running:mlp estimator
07/08 18:56:33 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:56:33 - INFO - Best CV Score: 0.8658823529411765

07/08 18:56:33 - INFO - 0.866 (+/-0.106) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:56:33 - INFO - This estimator executed 0.009 minutes
07/08 18:56:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:33 - INFO - Current Running:rf estimator
07/08 18:56:33 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:56:33 - INFO - Best CV Score: 0.9121008403361344

07/08 18:56:33 - INFO - 0.912 (+/-0.124) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:56:33 - INFO - This estimator executed 0.0077 minutes
07/08 18:56:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:33 - INFO - Current Running:ada estimator
07/08 18:56:34 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:56:34 - INFO - Best CV Score: 0.9121008403361344

07/08 18:56:34 - INFO - 0.912 (+/-0.065) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:56:34 - INFO - This estimator executed 0.0079 minutes
07/08 18:56:34 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:34 - INFO - Current Running:gb estimator
07/08 18:56:34 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:56:34 - INFO - Best CV Score: 0.9297478991596637

07/08 18:56:34 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:56:34 - INFO - This estimator executed 0.0034 minutes
07/08 18:56:34 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:34 - INFO - Current Running:xgb estimator
07/08 18:56:34 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:56:34 - INFO - Best CV Score: 0.9356302521008404

07/08 18:56:34 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:56:34 - INFO - This estimator executed 0.002 minutes
07/08 18:56:34 - INFO - lgr -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 18:56:34 - INFO - svm -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 18:56:34 - INFO - mlp -- Accuracy: 0.842 / Precision: 0.864 / Recall: 0.76 / Latency: 3.0s
07/08 18:56:34 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 18:56:34 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 18:56:34 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 18:56:34 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 18:56:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:47 - INFO - Current Running:lgr estimator
07/08 18:56:48 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 18:56:48 - INFO - Best CV Score: 0.9299159663865547

07/08 18:56:48 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:56:48 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:56:48 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 18:56:48 - INFO - 0.889 (+/-0.079) for {'C': 1, 'random_state': 13}
07/08 18:56:48 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 18:56:48 - INFO - 0.924 (+/-0.103) for {'C': 100, 'random_state': 13}
07/08 18:56:48 - INFO - 0.93 (+/-0.088) for {'C': 1000, 'random_state': 13}
07/08 18:56:48 - INFO - This estimator executed 0.014 minutes
07/08 18:56:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:48 - INFO - Current Running:svm estimator
07/08 18:56:48 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:56:48 - INFO - Best CV Score: 0.8946218487394958

07/08 18:56:48 - INFO - 0.895 (+/-0.096) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:56:48 - INFO - This estimator executed 0.0028 minutes
07/08 18:56:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:48 - INFO - Current Running:mlp estimator
07/08 18:56:48 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:56:48 - INFO - Best CV Score: 0.5205042016806722

07/08 18:56:48 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:56:48 - INFO - This estimator executed 0.0016 minutes
07/08 18:56:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:48 - INFO - Current Running:rf estimator
07/08 18:56:48 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:56:48 - INFO - Best CV Score: 0.917983193277311

07/08 18:56:48 - INFO - 0.918 (+/-0.102) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:56:48 - INFO - This estimator executed 0.0073 minutes
07/08 18:56:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:48 - INFO - Current Running:ada estimator
07/08 18:56:49 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:56:49 - INFO - Best CV Score: 0.9122689075630251

07/08 18:56:49 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:56:49 - INFO - This estimator executed 0.0081 minutes
07/08 18:56:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:49 - INFO - Current Running:gb estimator
07/08 18:56:49 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:56:49 - INFO - Best CV Score: 0.9297478991596637

07/08 18:56:49 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:56:49 - INFO - This estimator executed 0.0033 minutes
07/08 18:56:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:49 - INFO - Current Running:xgb estimator
07/08 18:56:49 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:56:49 - INFO - Best CV Score: 0.9415126050420168

07/08 18:56:49 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:56:49 - INFO - This estimator executed 0.002 minutes
07/08 18:56:49 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:56:49 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 18:56:49 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 18:56:49 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.5s
07/08 18:56:49 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 18:56:49 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 18:56:49 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 18:56:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:51 - INFO - Current Running:lgr estimator
07/08 18:56:52 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 18:56:52 - INFO - Best CV Score: 0.9534453781512605

07/08 18:56:52 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:56:52 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 18:56:52 - INFO - 0.948 (+/-0.066) for {'C': 0.1, 'random_state': 13}
07/08 18:56:52 - INFO - 0.942 (+/-0.036) for {'C': 1, 'random_state': 13}
07/08 18:56:52 - INFO - 0.947 (+/-0.044) for {'C': 10, 'random_state': 13}
07/08 18:56:52 - INFO - 0.942 (+/-0.052) for {'C': 100, 'random_state': 13}
07/08 18:56:52 - INFO - 0.953 (+/-0.045) for {'C': 1000, 'random_state': 13}
07/08 18:56:52 - INFO - This estimator executed 0.0067 minutes
07/08 18:56:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:52 - INFO - Current Running:svm estimator
07/08 18:56:52 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:56:52 - INFO - Best CV Score: 0.9415126050420168

07/08 18:56:52 - INFO - 0.942 (+/-0.037) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:56:52 - INFO - This estimator executed 0.0005 minutes
07/08 18:56:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:52 - INFO - Current Running:mlp estimator
07/08 18:56:52 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:56:52 - INFO - Best CV Score: 0.8833613445378152

07/08 18:56:52 - INFO - 0.883 (+/-0.08) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:56:52 - INFO - This estimator executed 0.009 minutes
07/08 18:56:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:52 - INFO - Current Running:rf estimator
07/08 18:56:53 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:56:53 - INFO - Best CV Score: 0.9122689075630254

07/08 18:56:53 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:56:53 - INFO - This estimator executed 0.0072 minutes
07/08 18:56:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:53 - INFO - Current Running:ada estimator
07/08 18:56:53 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:56:53 - INFO - Best CV Score: 0.9121008403361344

07/08 18:56:53 - INFO - 0.912 (+/-0.075) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:56:53 - INFO - This estimator executed 0.0081 minutes
07/08 18:56:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:53 - INFO - Current Running:gb estimator
07/08 18:56:54 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:56:54 - INFO - Best CV Score: 0.9238655462184873

07/08 18:56:54 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:56:54 - INFO - This estimator executed 0.0033 minutes
07/08 18:56:54 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:56:54 - INFO - Current Running:xgb estimator
07/08 18:56:54 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:56:54 - INFO - Best CV Score: 0.9238655462184875

07/08 18:56:54 - INFO - 0.924 (+/-0.08) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:56:54 - INFO - This estimator executed 0.002 minutes
07/08 18:56:54 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 18:56:54 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:56:54 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 18:56:54 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 18:56:54 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 16.0s
07/08 18:56:54 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 18:56:54 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 18:57:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:57:11 - INFO - Current Running:lgr estimator
07/08 18:57:11 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 18:57:11 - INFO - Best CV Score: 0.9299159663865547

07/08 18:57:11 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:57:11 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:57:11 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 18:57:11 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 18:57:11 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 18:57:11 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 18:57:11 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 18:57:11 - INFO - This estimator executed 0.0136 minutes
07/08 18:57:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:57:11 - INFO - Current Running:svm estimator
07/08 18:57:12 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:57:12 - INFO - Best CV Score: 0.9005042016806722

07/08 18:57:12 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:57:12 - INFO - This estimator executed 0.005 minutes
07/08 18:57:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:57:12 - INFO - Current Running:mlp estimator
07/08 18:57:12 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:57:12 - INFO - Best CV Score: 0.5205042016806722

07/08 18:57:12 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:57:12 - INFO - This estimator executed 0.0019 minutes
07/08 18:57:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:57:12 - INFO - Current Running:rf estimator
07/08 18:57:12 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:57:12 - INFO - Best CV Score: 0.9065546218487395

07/08 18:57:12 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:57:12 - INFO - This estimator executed 0.0082 minutes
07/08 18:57:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:57:12 - INFO - Current Running:ada estimator
07/08 18:57:13 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:57:13 - INFO - Best CV Score: 0.9063865546218487

07/08 18:57:13 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:57:13 - INFO - This estimator executed 0.008 minutes
07/08 18:57:13 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:57:13 - INFO - Current Running:gb estimator
07/08 18:57:13 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:57:13 - INFO - Best CV Score: 0.9297478991596637

07/08 18:57:13 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:57:13 - INFO - This estimator executed 0.0034 minutes
07/08 18:57:13 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:57:13 - INFO - Current Running:xgb estimator
07/08 18:57:13 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:57:13 - INFO - Best CV Score: 0.9415126050420168

07/08 18:57:13 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:57:13 - INFO - This estimator executed 0.0021 minutes
07/08 18:57:13 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:57:13 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 18:57:13 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 18:57:13 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 18:57:13 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 18:57:13 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 18:57:13 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 18:57:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:57:16 - INFO - Current Running:lgr estimator
07/08 18:57:17 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 18:57:17 - INFO - Best CV Score: 0.9534453781512605

07/08 18:57:17 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:57:17 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 18:57:17 - INFO - 0.942 (+/-0.052) for {'C': 0.1, 'random_state': 13}
07/08 18:57:17 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 18:57:17 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 18:57:17 - INFO - 0.942 (+/-0.083) for {'C': 100, 'random_state': 13}
07/08 18:57:17 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 18:57:17 - INFO - This estimator executed 0.0071 minutes
07/08 18:57:17 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:57:17 - INFO - Current Running:svm estimator
07/08 18:57:17 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:57:17 - INFO - Best CV Score: 0.9650420168067226

07/08 18:57:17 - INFO - 0.965 (+/-0.022) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:57:17 - INFO - This estimator executed 0.0005 minutes
07/08 18:57:17 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:57:17 - INFO - Current Running:mlp estimator
07/08 18:57:17 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:57:17 - INFO - Best CV Score: 0.9067226890756303

07/08 18:57:17 - INFO - 0.907 (+/-0.076) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:57:17 - INFO - This estimator executed 0.0091 minutes
07/08 18:57:17 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:57:17 - INFO - Current Running:rf estimator
07/08 18:57:18 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:57:18 - INFO - Best CV Score: 0.9008403361344538

07/08 18:57:18 - INFO - 0.901 (+/-0.108) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:57:18 - INFO - This estimator executed 0.0073 minutes
07/08 18:57:18 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:57:18 - INFO - Current Running:ada estimator
07/08 18:57:18 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:57:18 - INFO - Best CV Score: 0.9181512605042016

07/08 18:57:18 - INFO - 0.918 (+/-0.023) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:57:18 - INFO - This estimator executed 0.0079 minutes
07/08 18:57:18 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:57:18 - INFO - Current Running:gb estimator
07/08 18:57:18 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:57:18 - INFO - Best CV Score: 0.9297478991596637

07/08 18:57:18 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:57:18 - INFO - This estimator executed 0.0034 minutes
07/08 18:57:18 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:57:18 - INFO - Current Running:xgb estimator
07/08 18:57:18 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:57:18 - INFO - Best CV Score: 0.917983193277311

07/08 18:57:18 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:57:18 - INFO - This estimator executed 0.002 minutes
07/08 18:57:19 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:57:19 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:57:19 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.905 / Recall: 0.76 / Latency: 3.0s
07/08 18:57:19 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 18:57:19 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 18:57:19 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 18:57:19 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 18:57:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:57:37 - INFO - Current Running:lgr estimator
07/08 18:57:38 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 18:57:38 - INFO - Best CV Score: 0.9299159663865547

07/08 18:57:38 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:57:38 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:57:38 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 18:57:38 - INFO - 0.889 (+/-0.079) for {'C': 1, 'random_state': 13}
07/08 18:57:38 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 18:57:38 - INFO - 0.924 (+/-0.103) for {'C': 100, 'random_state': 13}
07/08 18:57:38 - INFO - 0.93 (+/-0.088) for {'C': 1000, 'random_state': 13}
07/08 18:57:38 - INFO - This estimator executed 0.0186 minutes
07/08 18:57:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:57:38 - INFO - Current Running:svm estimator
07/08 18:57:38 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:57:38 - INFO - Best CV Score: 0.8946218487394958

07/08 18:57:38 - INFO - 0.895 (+/-0.096) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:57:38 - INFO - This estimator executed 0.003 minutes
07/08 18:57:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:57:38 - INFO - Current Running:mlp estimator
07/08 18:57:38 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:57:38 - INFO - Best CV Score: 0.5205042016806722

07/08 18:57:38 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:57:38 - INFO - This estimator executed 0.0022 minutes
07/08 18:57:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:57:38 - INFO - Current Running:rf estimator
07/08 18:57:39 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:57:39 - INFO - Best CV Score: 0.9181512605042018

07/08 18:57:39 - INFO - 0.918 (+/-0.078) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:57:39 - INFO - This estimator executed 0.0105 minutes
07/08 18:57:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:57:39 - INFO - Current Running:ada estimator
07/08 18:57:40 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:57:40 - INFO - Best CV Score: 0.9122689075630251

07/08 18:57:40 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:57:40 - INFO - This estimator executed 0.0094 minutes
07/08 18:57:40 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:57:40 - INFO - Current Running:gb estimator
07/08 18:57:40 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:57:40 - INFO - Best CV Score: 0.9297478991596637

07/08 18:57:40 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:57:40 - INFO - This estimator executed 0.0041 minutes
07/08 18:57:40 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:57:40 - INFO - Current Running:xgb estimator
07/08 18:57:40 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:57:40 - INFO - Best CV Score: 0.9415126050420168

07/08 18:57:40 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:57:40 - INFO - This estimator executed 0.0021 minutes
07/08 18:57:40 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.5s
07/08 18:57:40 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 18:57:40 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 4.0s
07/08 18:57:40 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 18:57:40 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 18:57:40 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 18:57:40 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 18:57:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:57:43 - INFO - Current Running:lgr estimator
07/08 18:57:43 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 18:57:43 - INFO - Best CV Score: 0.9591596638655462

07/08 18:57:43 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:57:43 - INFO - 0.924 (+/-0.077) for {'C': 0.01, 'random_state': 13}
07/08 18:57:43 - INFO - 0.93 (+/-0.085) for {'C': 0.1, 'random_state': 13}
07/08 18:57:43 - INFO - 0.959 (+/-0.047) for {'C': 1, 'random_state': 13}
07/08 18:57:43 - INFO - 0.948 (+/-0.068) for {'C': 10, 'random_state': 13}
07/08 18:57:43 - INFO - 0.953 (+/-0.06) for {'C': 100, 'random_state': 13}
07/08 18:57:43 - INFO - 0.947 (+/-0.044) for {'C': 1000, 'random_state': 13}
07/08 18:57:43 - INFO - This estimator executed 0.0066 minutes
07/08 18:57:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:57:43 - INFO - Current Running:svm estimator
07/08 18:57:43 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:57:43 - INFO - Best CV Score: 0.9709243697478991

07/08 18:57:43 - INFO - 0.971 (+/-0.036) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:57:43 - INFO - This estimator executed 0.0004 minutes
07/08 18:57:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:57:43 - INFO - Current Running:mlp estimator
07/08 18:57:44 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:57:44 - INFO - Best CV Score: 0.8833613445378152

07/08 18:57:44 - INFO - 0.883 (+/-0.103) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:57:44 - INFO - This estimator executed 0.0089 minutes
07/08 18:57:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:57:44 - INFO - Current Running:rf estimator
07/08 18:57:44 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:57:44 - INFO - Best CV Score: 0.9122689075630254

07/08 18:57:44 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:57:44 - INFO - This estimator executed 0.0073 minutes
07/08 18:57:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:57:44 - INFO - Current Running:ada estimator
07/08 18:57:45 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:57:45 - INFO - Best CV Score: 0.9240336134453783

07/08 18:57:45 - INFO - 0.924 (+/-0.06) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:57:45 - INFO - This estimator executed 0.0078 minutes
07/08 18:57:45 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:57:45 - INFO - Current Running:gb estimator
07/08 18:57:45 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:57:45 - INFO - Best CV Score: 0.9238655462184873

07/08 18:57:45 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:57:45 - INFO - This estimator executed 0.0033 minutes
07/08 18:57:45 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:57:45 - INFO - Current Running:xgb estimator
07/08 18:57:45 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:57:45 - INFO - Best CV Score: 0.9295798319327732

07/08 18:57:45 - INFO - 0.93 (+/-0.08) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:57:45 - INFO - This estimator executed 0.002 minutes
07/08 18:57:45 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 18:57:45 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.5s
07/08 18:57:45 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 18:57:45 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 18:57:45 - INFO - ada -- Accuracy: 0.93 / Precision: 0.957 / Recall: 0.88 / Latency: 17.0s
07/08 18:57:45 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 18:57:45 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 18:58:01 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:01 - INFO - Current Running:lgr estimator
07/08 18:58:02 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 18:58:02 - INFO - Best CV Score: 0.9299159663865547

07/08 18:58:02 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:58:02 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:58:02 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 18:58:02 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 18:58:02 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 18:58:02 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 18:58:02 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 18:58:02 - INFO - This estimator executed 0.0135 minutes
07/08 18:58:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:02 - INFO - Current Running:svm estimator
07/08 18:58:02 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:58:02 - INFO - Best CV Score: 0.9005042016806722

07/08 18:58:02 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:58:02 - INFO - This estimator executed 0.0034 minutes
07/08 18:58:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:02 - INFO - Current Running:mlp estimator
07/08 18:58:02 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:58:02 - INFO - Best CV Score: 0.5205042016806722

07/08 18:58:02 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:58:02 - INFO - This estimator executed 0.0015 minutes
07/08 18:58:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:02 - INFO - Current Running:rf estimator
07/08 18:58:02 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:58:02 - INFO - Best CV Score: 0.917983193277311

07/08 18:58:02 - INFO - 0.918 (+/-0.102) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:58:02 - INFO - This estimator executed 0.0073 minutes
07/08 18:58:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:02 - INFO - Current Running:ada estimator
07/08 18:58:03 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:58:03 - INFO - Best CV Score: 0.9063865546218487

07/08 18:58:03 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:58:03 - INFO - This estimator executed 0.0081 minutes
07/08 18:58:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:03 - INFO - Current Running:gb estimator
07/08 18:58:03 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:58:03 - INFO - Best CV Score: 0.9297478991596637

07/08 18:58:03 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:58:03 - INFO - This estimator executed 0.0034 minutes
07/08 18:58:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:03 - INFO - Current Running:xgb estimator
07/08 18:58:03 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:58:03 - INFO - Best CV Score: 0.9415126050420168

07/08 18:58:03 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:58:03 - INFO - This estimator executed 0.002 minutes
07/08 18:58:03 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:58:03 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 18:58:03 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 18:58:03 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 18:58:03 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 18.0s
07/08 18:58:03 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 18:58:03 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 18:58:06 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:06 - INFO - Current Running:lgr estimator
07/08 18:58:06 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 18:58:06 - INFO - Best CV Score: 0.9534453781512605

07/08 18:58:06 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:58:06 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 18:58:06 - INFO - 0.942 (+/-0.052) for {'C': 0.1, 'random_state': 13}
07/08 18:58:06 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 18:58:06 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 18:58:06 - INFO - 0.942 (+/-0.083) for {'C': 100, 'random_state': 13}
07/08 18:58:06 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 18:58:06 - INFO - This estimator executed 0.0074 minutes
07/08 18:58:06 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:06 - INFO - Current Running:svm estimator
07/08 18:58:06 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:58:06 - INFO - Best CV Score: 0.9650420168067226

07/08 18:58:06 - INFO - 0.965 (+/-0.022) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:58:06 - INFO - This estimator executed 0.0004 minutes
07/08 18:58:06 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:06 - INFO - Current Running:mlp estimator
07/08 18:58:07 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:58:07 - INFO - Best CV Score: 0.9361344537815126

07/08 18:58:07 - INFO - 0.936 (+/-0.083) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:58:07 - INFO - This estimator executed 0.0095 minutes
07/08 18:58:07 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:07 - INFO - Current Running:rf estimator
07/08 18:58:07 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:58:07 - INFO - Best CV Score: 0.9063865546218487

07/08 18:58:07 - INFO - 0.906 (+/-0.12) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:58:07 - INFO - This estimator executed 0.0073 minutes
07/08 18:58:07 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:07 - INFO - Current Running:ada estimator
07/08 18:58:08 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:58:08 - INFO - Best CV Score: 0.9181512605042016

07/08 18:58:08 - INFO - 0.918 (+/-0.023) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:58:08 - INFO - This estimator executed 0.0079 minutes
07/08 18:58:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:08 - INFO - Current Running:gb estimator
07/08 18:58:08 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:58:08 - INFO - Best CV Score: 0.9297478991596637

07/08 18:58:08 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:58:08 - INFO - This estimator executed 0.0034 minutes
07/08 18:58:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:08 - INFO - Current Running:xgb estimator
07/08 18:58:08 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:58:08 - INFO - Best CV Score: 0.917983193277311

07/08 18:58:08 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:58:08 - INFO - This estimator executed 0.002 minutes
07/08 18:58:08 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:58:08 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:58:08 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 18:58:08 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 18:58:08 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 18.0s
07/08 18:58:08 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 18:58:08 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 18:58:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:26 - INFO - Current Running:lgr estimator
07/08 18:58:26 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 18:58:26 - INFO - Best CV Score: 0.9299159663865547

07/08 18:58:26 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:58:26 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:58:26 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 18:58:26 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 18:58:26 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 18:58:26 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 18:58:26 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 18:58:26 - INFO - This estimator executed 0.0135 minutes
07/08 18:58:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:26 - INFO - Current Running:svm estimator
07/08 18:58:27 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:58:27 - INFO - Best CV Score: 0.9005042016806722

07/08 18:58:27 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:58:27 - INFO - This estimator executed 0.0035 minutes
07/08 18:58:27 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:27 - INFO - Current Running:mlp estimator
07/08 18:58:27 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:58:27 - INFO - Best CV Score: 0.5205042016806722

07/08 18:58:27 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:58:27 - INFO - This estimator executed 0.0014 minutes
07/08 18:58:27 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:27 - INFO - Current Running:rf estimator
07/08 18:58:27 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:58:27 - INFO - Best CV Score: 0.9065546218487395

07/08 18:58:27 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:58:27 - INFO - This estimator executed 0.0072 minutes
07/08 18:58:27 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:27 - INFO - Current Running:ada estimator
07/08 18:58:28 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:58:28 - INFO - Best CV Score: 0.9063865546218487

07/08 18:58:28 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:58:28 - INFO - This estimator executed 0.0079 minutes
07/08 18:58:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:28 - INFO - Current Running:gb estimator
07/08 18:58:28 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:58:28 - INFO - Best CV Score: 0.9297478991596637

07/08 18:58:28 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:58:28 - INFO - This estimator executed 0.0033 minutes
07/08 18:58:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:28 - INFO - Current Running:xgb estimator
07/08 18:58:28 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:58:28 - INFO - Best CV Score: 0.9415126050420168

07/08 18:58:28 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:58:28 - INFO - This estimator executed 0.0021 minutes
07/08 18:58:28 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:58:28 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 2.0s
07/08 18:58:28 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 18:58:28 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 10.0s
07/08 18:58:28 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 18:58:28 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 18:58:28 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 18:58:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:31 - INFO - Current Running:lgr estimator
07/08 18:58:31 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 18:58:31 - INFO - Best CV Score: 0.9534453781512605

07/08 18:58:31 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:58:31 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 18:58:31 - INFO - 0.942 (+/-0.052) for {'C': 0.1, 'random_state': 13}
07/08 18:58:31 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 18:58:31 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 18:58:31 - INFO - 0.942 (+/-0.083) for {'C': 100, 'random_state': 13}
07/08 18:58:31 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 18:58:31 - INFO - This estimator executed 0.0069 minutes
07/08 18:58:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:31 - INFO - Current Running:svm estimator
07/08 18:58:31 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:58:31 - INFO - Best CV Score: 0.9650420168067226

07/08 18:58:31 - INFO - 0.965 (+/-0.022) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:58:31 - INFO - This estimator executed 0.0005 minutes
07/08 18:58:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:31 - INFO - Current Running:mlp estimator
07/08 18:58:32 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:58:32 - INFO - Best CV Score: 0.9010084033613446

07/08 18:58:32 - INFO - 0.901 (+/-0.106) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:58:32 - INFO - This estimator executed 0.0091 minutes
07/08 18:58:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:32 - INFO - Current Running:rf estimator
07/08 18:58:32 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:58:32 - INFO - Best CV Score: 0.9122689075630254

07/08 18:58:32 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:58:32 - INFO - This estimator executed 0.0072 minutes
07/08 18:58:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:32 - INFO - Current Running:ada estimator
07/08 18:58:33 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:58:33 - INFO - Best CV Score: 0.9181512605042016

07/08 18:58:33 - INFO - 0.918 (+/-0.023) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:58:33 - INFO - This estimator executed 0.008 minutes
07/08 18:58:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:33 - INFO - Current Running:gb estimator
07/08 18:58:33 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:58:33 - INFO - Best CV Score: 0.9297478991596637

07/08 18:58:33 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:58:33 - INFO - This estimator executed 0.0033 minutes
07/08 18:58:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:33 - INFO - Current Running:xgb estimator
07/08 18:58:33 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:58:33 - INFO - Best CV Score: 0.917983193277311

07/08 18:58:33 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:58:33 - INFO - This estimator executed 0.0021 minutes
07/08 18:58:33 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:58:33 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:58:33 - INFO - mlp -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 18:58:33 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 18:58:33 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 18:58:33 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 18:58:33 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 18:58:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:47 - INFO - Current Running:lgr estimator
07/08 18:58:48 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 18:58:48 - INFO - Best CV Score: 0.9299159663865547

07/08 18:58:48 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:58:48 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:58:48 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 18:58:48 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 18:58:48 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 18:58:48 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 18:58:48 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 18:58:48 - INFO - This estimator executed 0.0136 minutes
07/08 18:58:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:48 - INFO - Current Running:svm estimator
07/08 18:58:48 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:58:48 - INFO - Best CV Score: 0.9005042016806722

07/08 18:58:48 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:58:48 - INFO - This estimator executed 0.0033 minutes
07/08 18:58:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:48 - INFO - Current Running:mlp estimator
07/08 18:58:48 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:58:48 - INFO - Best CV Score: 0.5205042016806722

07/08 18:58:48 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:58:48 - INFO - This estimator executed 0.0015 minutes
07/08 18:58:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:48 - INFO - Current Running:rf estimator
07/08 18:58:49 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:58:49 - INFO - Best CV Score: 0.9122689075630254

07/08 18:58:49 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:58:49 - INFO - This estimator executed 0.008 minutes
07/08 18:58:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:49 - INFO - Current Running:ada estimator
07/08 18:58:49 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:58:49 - INFO - Best CV Score: 0.9063865546218487

07/08 18:58:49 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:58:49 - INFO - This estimator executed 0.0079 minutes
07/08 18:58:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:49 - INFO - Current Running:gb estimator
07/08 18:58:49 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:58:49 - INFO - Best CV Score: 0.9297478991596637

07/08 18:58:49 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:58:49 - INFO - This estimator executed 0.0034 minutes
07/08 18:58:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:49 - INFO - Current Running:xgb estimator
07/08 18:58:50 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:58:50 - INFO - Best CV Score: 0.9415126050420168

07/08 18:58:50 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:58:50 - INFO - This estimator executed 0.002 minutes
07/08 18:58:50 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:58:50 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 4.0s
07/08 18:58:50 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 18:58:50 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 18:58:50 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 18.0s
07/08 18:58:50 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 18:58:50 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 18:58:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:52 - INFO - Current Running:lgr estimator
07/08 18:58:53 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 18:58:53 - INFO - Best CV Score: 0.9534453781512605

07/08 18:58:53 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:58:53 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 18:58:53 - INFO - 0.948 (+/-0.066) for {'C': 0.1, 'random_state': 13}
07/08 18:58:53 - INFO - 0.942 (+/-0.036) for {'C': 1, 'random_state': 13}
07/08 18:58:53 - INFO - 0.947 (+/-0.044) for {'C': 10, 'random_state': 13}
07/08 18:58:53 - INFO - 0.942 (+/-0.052) for {'C': 100, 'random_state': 13}
07/08 18:58:53 - INFO - 0.953 (+/-0.045) for {'C': 1000, 'random_state': 13}
07/08 18:58:53 - INFO - This estimator executed 0.0066 minutes
07/08 18:58:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:53 - INFO - Current Running:svm estimator
07/08 18:58:53 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:58:53 - INFO - Best CV Score: 0.9415126050420168

07/08 18:58:53 - INFO - 0.942 (+/-0.037) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:58:53 - INFO - This estimator executed 0.0005 minutes
07/08 18:58:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:53 - INFO - Current Running:mlp estimator
07/08 18:58:53 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:58:53 - INFO - Best CV Score: 0.8655462184873949

07/08 18:58:53 - INFO - 0.866 (+/-0.059) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:58:53 - INFO - This estimator executed 0.009 minutes
07/08 18:58:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:53 - INFO - Current Running:rf estimator
07/08 18:58:54 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:58:54 - INFO - Best CV Score: 0.900672268907563

07/08 18:58:54 - INFO - 0.901 (+/-0.121) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:58:54 - INFO - This estimator executed 0.007 minutes
07/08 18:58:54 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:54 - INFO - Current Running:ada estimator
07/08 18:58:54 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:58:54 - INFO - Best CV Score: 0.9121008403361344

07/08 18:58:54 - INFO - 0.912 (+/-0.075) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:58:54 - INFO - This estimator executed 0.0079 minutes
07/08 18:58:54 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:54 - INFO - Current Running:gb estimator
07/08 18:58:55 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:58:55 - INFO - Best CV Score: 0.9238655462184873

07/08 18:58:55 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:58:55 - INFO - This estimator executed 0.0034 minutes
07/08 18:58:55 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:58:55 - INFO - Current Running:xgb estimator
07/08 18:58:55 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:58:55 - INFO - Best CV Score: 0.9238655462184875

07/08 18:58:55 - INFO - 0.924 (+/-0.08) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:58:55 - INFO - This estimator executed 0.002 minutes
07/08 18:58:55 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 18:58:55 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:58:55 - INFO - mlp -- Accuracy: 0.842 / Precision: 0.944 / Recall: 0.68 / Latency: 3.0s
07/08 18:58:55 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 18:58:55 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 17.0s
07/08 18:58:55 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 18:58:55 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 18:59:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:59:11 - INFO - Current Running:lgr estimator
07/08 18:59:12 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 18:59:12 - INFO - Best CV Score: 0.9299159663865547

07/08 18:59:12 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:59:12 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:59:12 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 18:59:12 - INFO - 0.889 (+/-0.079) for {'C': 1, 'random_state': 13}
07/08 18:59:12 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 18:59:12 - INFO - 0.918 (+/-0.101) for {'C': 100, 'random_state': 13}
07/08 18:59:12 - INFO - 0.93 (+/-0.088) for {'C': 1000, 'random_state': 13}
07/08 18:59:12 - INFO - This estimator executed 0.014 minutes
07/08 18:59:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:59:12 - INFO - Current Running:svm estimator
07/08 18:59:12 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:59:12 - INFO - Best CV Score: 0.8946218487394958

07/08 18:59:12 - INFO - 0.895 (+/-0.096) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:59:12 - INFO - This estimator executed 0.0027 minutes
07/08 18:59:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:59:12 - INFO - Current Running:mlp estimator
07/08 18:59:12 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:59:12 - INFO - Best CV Score: 0.5205042016806722

07/08 18:59:12 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:59:12 - INFO - This estimator executed 0.0016 minutes
07/08 18:59:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:59:12 - INFO - Current Running:rf estimator
07/08 18:59:12 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:59:12 - INFO - Best CV Score: 0.9122689075630254

07/08 18:59:12 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:59:12 - INFO - This estimator executed 0.0072 minutes
07/08 18:59:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:59:12 - INFO - Current Running:ada estimator
07/08 18:59:13 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:59:13 - INFO - Best CV Score: 0.9122689075630251

07/08 18:59:13 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:59:13 - INFO - This estimator executed 0.0078 minutes
07/08 18:59:13 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:59:13 - INFO - Current Running:gb estimator
07/08 18:59:13 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:59:13 - INFO - Best CV Score: 0.9297478991596637

07/08 18:59:13 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:59:13 - INFO - This estimator executed 0.0033 minutes
07/08 18:59:13 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:59:13 - INFO - Current Running:xgb estimator
07/08 18:59:13 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:59:13 - INFO - Best CV Score: 0.9415126050420168

07/08 18:59:13 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:59:13 - INFO - This estimator executed 0.0021 minutes
07/08 18:59:13 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 18:59:13 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 18:59:13 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 18:59:13 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 18:59:13 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 18:59:13 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 18:59:13 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 18:59:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:59:16 - INFO - Current Running:lgr estimator
07/08 18:59:16 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 18:59:16 - INFO - Best CV Score: 0.9534453781512605

07/08 18:59:16 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:59:16 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 18:59:16 - INFO - 0.942 (+/-0.052) for {'C': 0.1, 'random_state': 13}
07/08 18:59:16 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 18:59:16 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 18:59:16 - INFO - 0.942 (+/-0.083) for {'C': 100, 'random_state': 13}
07/08 18:59:16 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 18:59:16 - INFO - This estimator executed 0.0069 minutes
07/08 18:59:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:59:16 - INFO - Current Running:svm estimator
07/08 18:59:16 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:59:16 - INFO - Best CV Score: 0.9650420168067226

07/08 18:59:16 - INFO - 0.965 (+/-0.022) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:59:16 - INFO - This estimator executed 0.0005 minutes
07/08 18:59:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:59:16 - INFO - Current Running:mlp estimator
07/08 18:59:17 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:59:17 - INFO - Best CV Score: 0.8951260504201681

07/08 18:59:17 - INFO - 0.895 (+/-0.1) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:59:17 - INFO - This estimator executed 0.0091 minutes
07/08 18:59:17 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:59:17 - INFO - Current Running:rf estimator
07/08 18:59:17 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:59:17 - INFO - Best CV Score: 0.9122689075630254

07/08 18:59:17 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:59:17 - INFO - This estimator executed 0.0072 minutes
07/08 18:59:17 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:59:17 - INFO - Current Running:ada estimator
07/08 18:59:18 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:59:18 - INFO - Best CV Score: 0.9181512605042016

07/08 18:59:18 - INFO - 0.918 (+/-0.023) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:59:18 - INFO - This estimator executed 0.0079 minutes
07/08 18:59:18 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:59:18 - INFO - Current Running:gb estimator
07/08 18:59:18 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:59:18 - INFO - Best CV Score: 0.9297478991596637

07/08 18:59:18 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:59:18 - INFO - This estimator executed 0.0034 minutes
07/08 18:59:18 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:59:18 - INFO - Current Running:xgb estimator
07/08 18:59:18 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:59:18 - INFO - Best CV Score: 0.917983193277311

07/08 18:59:18 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:59:18 - INFO - This estimator executed 0.002 minutes
07/08 18:59:18 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:59:18 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:59:18 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 18:59:18 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 18:59:18 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 18:59:18 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 18:59:18 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 18:59:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:59:32 - INFO - Current Running:lgr estimator
07/08 18:59:33 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 18:59:33 - INFO - Best CV Score: 0.9297478991596639

07/08 18:59:33 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:59:33 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:59:33 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 18:59:33 - INFO - 0.883 (+/-0.074) for {'C': 1, 'random_state': 13}
07/08 18:59:33 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 18:59:33 - INFO - 0.93 (+/-0.08) for {'C': 100, 'random_state': 13}
07/08 18:59:33 - INFO - 0.93 (+/-0.08) for {'C': 1000, 'random_state': 13}
07/08 18:59:33 - INFO - This estimator executed 0.014 minutes
07/08 18:59:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:59:33 - INFO - Current Running:svm estimator
07/08 18:59:33 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:59:33 - INFO - Best CV Score: 0.8946218487394958

07/08 18:59:33 - INFO - 0.895 (+/-0.096) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:59:33 - INFO - This estimator executed 0.003 minutes
07/08 18:59:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:59:33 - INFO - Current Running:mlp estimator
07/08 18:59:33 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:59:33 - INFO - Best CV Score: 0.5205042016806722

07/08 18:59:33 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:59:33 - INFO - This estimator executed 0.0015 minutes
07/08 18:59:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:59:33 - INFO - Current Running:rf estimator
07/08 18:59:33 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:59:33 - INFO - Best CV Score: 0.9122689075630254

07/08 18:59:33 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:59:33 - INFO - This estimator executed 0.0071 minutes
07/08 18:59:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:59:33 - INFO - Current Running:ada estimator
07/08 18:59:34 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:59:34 - INFO - Best CV Score: 0.8831932773109245

07/08 18:59:34 - INFO - 0.883 (+/-0.073) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:59:34 - INFO - This estimator executed 0.0077 minutes
07/08 18:59:34 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:59:34 - INFO - Current Running:gb estimator
07/08 18:59:34 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:59:34 - INFO - Best CV Score: 0.9297478991596639

07/08 18:59:34 - INFO - 0.93 (+/-0.06) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:59:34 - INFO - This estimator executed 0.0032 minutes
07/08 18:59:34 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:59:34 - INFO - Current Running:xgb estimator
07/08 18:59:34 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:59:34 - INFO - Best CV Score: 0.9295798319327732

07/08 18:59:34 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:59:34 - INFO - This estimator executed 0.002 minutes
07/08 18:59:34 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 18:59:34 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 18:59:34 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 18:59:34 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 18:59:34 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 17.0s
07/08 18:59:34 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 18:59:34 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 18:59:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:59:37 - INFO - Current Running:lgr estimator
07/08 18:59:37 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 18:59:37 - INFO - Best CV Score: 0.9591596638655462

07/08 18:59:37 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:59:37 - INFO - 0.924 (+/-0.077) for {'C': 0.01, 'random_state': 13}
07/08 18:59:37 - INFO - 0.93 (+/-0.085) for {'C': 0.1, 'random_state': 13}
07/08 18:59:37 - INFO - 0.959 (+/-0.047) for {'C': 1, 'random_state': 13}
07/08 18:59:37 - INFO - 0.948 (+/-0.068) for {'C': 10, 'random_state': 13}
07/08 18:59:37 - INFO - 0.953 (+/-0.06) for {'C': 100, 'random_state': 13}
07/08 18:59:37 - INFO - 0.947 (+/-0.044) for {'C': 1000, 'random_state': 13}
07/08 18:59:37 - INFO - This estimator executed 0.0066 minutes
07/08 18:59:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:59:37 - INFO - Current Running:svm estimator
07/08 18:59:37 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:59:37 - INFO - Best CV Score: 0.9709243697478991

07/08 18:59:37 - INFO - 0.971 (+/-0.036) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:59:37 - INFO - This estimator executed 0.0006 minutes
07/08 18:59:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:59:37 - INFO - Current Running:mlp estimator
07/08 18:59:38 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:59:38 - INFO - Best CV Score: 0.8889075630252101

07/08 18:59:38 - INFO - 0.889 (+/-0.057) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:59:38 - INFO - This estimator executed 0.009 minutes
07/08 18:59:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:59:38 - INFO - Current Running:rf estimator
07/08 18:59:38 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:59:38 - INFO - Best CV Score: 0.9065546218487395

07/08 18:59:38 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:59:38 - INFO - This estimator executed 0.0073 minutes
07/08 18:59:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:59:38 - INFO - Current Running:ada estimator
07/08 18:59:39 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:59:39 - INFO - Best CV Score: 0.9240336134453783

07/08 18:59:39 - INFO - 0.924 (+/-0.06) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:59:39 - INFO - This estimator executed 0.0079 minutes
07/08 18:59:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:59:39 - INFO - Current Running:gb estimator
07/08 18:59:39 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:59:39 - INFO - Best CV Score: 0.9238655462184873

07/08 18:59:39 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:59:39 - INFO - This estimator executed 0.0033 minutes
07/08 18:59:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:59:39 - INFO - Current Running:xgb estimator
07/08 18:59:39 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:59:39 - INFO - Best CV Score: 0.9295798319327732

07/08 18:59:39 - INFO - 0.93 (+/-0.08) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:59:39 - INFO - This estimator executed 0.002 minutes
07/08 18:59:39 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 18:59:39 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 18:59:39 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.905 / Recall: 0.76 / Latency: 3.0s
07/08 18:59:39 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 18:59:39 - INFO - ada -- Accuracy: 0.93 / Precision: 0.957 / Recall: 0.88 / Latency: 17.0s
07/08 18:59:39 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 2.0s
07/08 18:59:39 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 18:59:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:59:53 - INFO - Current Running:lgr estimator
07/08 18:59:54 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 18:59:54 - INFO - Best CV Score: 0.924201680672269

07/08 18:59:54 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 18:59:54 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 18:59:54 - INFO - 0.889 (+/-0.078) for {'C': 0.1, 'random_state': 13}
07/08 18:59:54 - INFO - 0.889 (+/-0.078) for {'C': 1, 'random_state': 13}
07/08 18:59:54 - INFO - 0.918 (+/-0.113) for {'C': 10, 'random_state': 13}
07/08 18:59:54 - INFO - 0.924 (+/-0.094) for {'C': 100, 'random_state': 13}
07/08 18:59:54 - INFO - 0.924 (+/-0.078) for {'C': 1000, 'random_state': 13}
07/08 18:59:54 - INFO - This estimator executed 0.0139 minutes
07/08 18:59:54 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:59:54 - INFO - Current Running:svm estimator
07/08 18:59:54 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:59:54 - INFO - Best CV Score: 0.9005042016806722

07/08 18:59:54 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:59:54 - INFO - This estimator executed 0.0032 minutes
07/08 18:59:54 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:59:54 - INFO - Current Running:mlp estimator
07/08 18:59:55 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:59:55 - INFO - Best CV Score: 0.5205042016806722

07/08 18:59:55 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:59:55 - INFO - This estimator executed 0.0016 minutes
07/08 18:59:55 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:59:55 - INFO - Current Running:rf estimator
07/08 18:59:55 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:59:55 - INFO - Best CV Score: 0.9122689075630254

07/08 18:59:55 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:59:55 - INFO - This estimator executed 0.0073 minutes
07/08 18:59:55 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:59:55 - INFO - Current Running:ada estimator
07/08 18:59:55 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 18:59:55 - INFO - Best CV Score: 0.9179831932773108

07/08 18:59:55 - INFO - 0.918 (+/-0.045) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 18:59:55 - INFO - This estimator executed 0.0079 minutes
07/08 18:59:55 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:59:55 - INFO - Current Running:gb estimator
07/08 18:59:56 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:59:56 - INFO - Best CV Score: 0.9297478991596637

07/08 18:59:56 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:59:56 - INFO - This estimator executed 0.0032 minutes
07/08 18:59:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:59:56 - INFO - Current Running:xgb estimator
07/08 18:59:56 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 18:59:56 - INFO - Best CV Score: 0.9179831932773108

07/08 18:59:56 - INFO - 0.918 (+/-0.094) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 18:59:56 - INFO - This estimator executed 0.002 minutes
07/08 18:59:56 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 18:59:56 - INFO - svm -- Accuracy: 0.93 / Precision: 0.889 / Recall: 0.96 / Latency: 3.1s
07/08 18:59:56 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 18:59:56 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 18:59:56 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 17.0s
07/08 18:59:56 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 18:59:56 - INFO - xgb -- Accuracy: 0.93 / Precision: 0.957 / Recall: 0.88 / Latency: 3.0s
07/08 18:59:58 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:59:58 - INFO - Current Running:lgr estimator
07/08 18:59:59 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 18:59:59 - INFO - Best CV Score: 0.9534453781512605

07/08 18:59:59 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 18:59:59 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 18:59:59 - INFO - 0.942 (+/-0.052) for {'C': 0.1, 'random_state': 13}
07/08 18:59:59 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 18:59:59 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 18:59:59 - INFO - 0.942 (+/-0.083) for {'C': 100, 'random_state': 13}
07/08 18:59:59 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 18:59:59 - INFO - This estimator executed 0.0069 minutes
07/08 18:59:59 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:59:59 - INFO - Current Running:svm estimator
07/08 18:59:59 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 18:59:59 - INFO - Best CV Score: 0.9650420168067226

07/08 18:59:59 - INFO - 0.965 (+/-0.022) for {'C': 0.1, 'kernel': 'linear'}
07/08 18:59:59 - INFO - This estimator executed 0.0004 minutes
07/08 18:59:59 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:59:59 - INFO - Current Running:mlp estimator
07/08 18:59:59 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 18:59:59 - INFO - Best CV Score: 0.8598319327731092

07/08 18:59:59 - INFO - 0.86 (+/-0.093) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 18:59:59 - INFO - This estimator executed 0.009 minutes
07/08 18:59:59 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 18:59:59 - INFO - Current Running:rf estimator
07/08 19:00:00 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:00:00 - INFO - Best CV Score: 0.9065546218487395

07/08 19:00:00 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:00:00 - INFO - This estimator executed 0.0083 minutes
07/08 19:00:00 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:00:00 - INFO - Current Running:ada estimator
07/08 19:00:00 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:00:00 - INFO - Best CV Score: 0.9181512605042016

07/08 19:00:00 - INFO - 0.918 (+/-0.023) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:00:00 - INFO - This estimator executed 0.008 minutes
07/08 19:00:00 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:00:00 - INFO - Current Running:gb estimator
07/08 19:00:01 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:00:01 - INFO - Best CV Score: 0.9297478991596637

07/08 19:00:01 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:00:01 - INFO - This estimator executed 0.0033 minutes
07/08 19:00:01 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:00:01 - INFO - Current Running:xgb estimator
07/08 19:00:01 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:00:01 - INFO - Best CV Score: 0.917983193277311

07/08 19:00:01 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:00:01 - INFO - This estimator executed 0.002 minutes
07/08 19:00:01 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 19:00:01 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 19:00:01 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 2.0s
07/08 19:00:01 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 19:00:01 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:00:01 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:00:01 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:00:21 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:00:21 - INFO - Current Running:lgr estimator
07/08 19:00:21 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:00:21 - INFO - Best CV Score: 0.9413445378151261

07/08 19:00:21 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:00:21 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:00:21 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:00:21 - INFO - 0.895 (+/-0.08) for {'C': 1, 'random_state': 13}
07/08 19:00:21 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:00:21 - INFO - 0.93 (+/-0.07) for {'C': 100, 'random_state': 13}
07/08 19:00:21 - INFO - 0.941 (+/-0.075) for {'C': 1000, 'random_state': 13}
07/08 19:00:21 - INFO - This estimator executed 0.0138 minutes
07/08 19:00:21 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:00:21 - INFO - Current Running:svm estimator
07/08 19:00:22 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:00:22 - INFO - Best CV Score: 0.8946218487394958

07/08 19:00:22 - INFO - 0.895 (+/-0.061) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:00:22 - INFO - This estimator executed 0.0024 minutes
07/08 19:00:22 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:00:22 - INFO - Current Running:mlp estimator
07/08 19:00:22 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:00:22 - INFO - Best CV Score: 0.5205042016806722

07/08 19:00:22 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:00:22 - INFO - This estimator executed 0.0014 minutes
07/08 19:00:22 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:00:22 - INFO - Current Running:rf estimator
07/08 19:00:22 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:00:22 - INFO - Best CV Score: 0.9181512605042018

07/08 19:00:22 - INFO - 0.918 (+/-0.078) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:00:22 - INFO - This estimator executed 0.0076 minutes
07/08 19:00:22 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:00:22 - INFO - Current Running:ada estimator
07/08 19:00:23 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:00:23 - INFO - Best CV Score: 0.8890756302521009

07/08 19:00:23 - INFO - 0.889 (+/-0.067) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:00:23 - INFO - This estimator executed 0.008 minutes
07/08 19:00:23 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:00:23 - INFO - Current Running:gb estimator
07/08 19:00:23 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:00:23 - INFO - Best CV Score: 0.9297478991596639

07/08 19:00:23 - INFO - 0.93 (+/-0.06) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:00:23 - INFO - This estimator executed 0.0032 minutes
07/08 19:00:23 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:00:23 - INFO - Current Running:xgb estimator
07/08 19:00:23 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:00:23 - INFO - Best CV Score: 0.9295798319327732

07/08 19:00:23 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:00:23 - INFO - This estimator executed 0.002 minutes
07/08 19:00:23 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:00:23 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:00:23 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:00:23 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 19:00:23 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 17.0s
07/08 19:00:23 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:00:23 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:00:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:00:26 - INFO - Current Running:lgr estimator
07/08 19:00:26 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:00:26 - INFO - Best CV Score: 0.9591596638655462

07/08 19:00:26 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:00:26 - INFO - 0.924 (+/-0.077) for {'C': 0.01, 'random_state': 13}
07/08 19:00:26 - INFO - 0.93 (+/-0.085) for {'C': 0.1, 'random_state': 13}
07/08 19:00:26 - INFO - 0.959 (+/-0.047) for {'C': 1, 'random_state': 13}
07/08 19:00:26 - INFO - 0.948 (+/-0.068) for {'C': 10, 'random_state': 13}
07/08 19:00:26 - INFO - 0.953 (+/-0.06) for {'C': 100, 'random_state': 13}
07/08 19:00:26 - INFO - 0.947 (+/-0.044) for {'C': 1000, 'random_state': 13}
07/08 19:00:26 - INFO - This estimator executed 0.0064 minutes
07/08 19:00:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:00:26 - INFO - Current Running:svm estimator
07/08 19:00:26 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:00:26 - INFO - Best CV Score: 0.9709243697478991

07/08 19:00:26 - INFO - 0.971 (+/-0.036) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:00:26 - INFO - This estimator executed 0.0005 minutes
07/08 19:00:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:00:26 - INFO - Current Running:mlp estimator
07/08 19:00:27 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:00:27 - INFO - Best CV Score: 0.9067226890756303

07/08 19:00:27 - INFO - 0.907 (+/-0.092) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:00:27 - INFO - This estimator executed 0.009 minutes
07/08 19:00:27 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:00:27 - INFO - Current Running:rf estimator
07/08 19:00:27 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:00:27 - INFO - Best CV Score: 0.9065546218487395

07/08 19:00:27 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:00:27 - INFO - This estimator executed 0.0074 minutes
07/08 19:00:27 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:00:27 - INFO - Current Running:ada estimator
07/08 19:00:28 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:00:28 - INFO - Best CV Score: 0.9240336134453783

07/08 19:00:28 - INFO - 0.924 (+/-0.06) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:00:28 - INFO - This estimator executed 0.008 minutes
07/08 19:00:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:00:28 - INFO - Current Running:gb estimator
07/08 19:00:28 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:00:28 - INFO - Best CV Score: 0.9238655462184873

07/08 19:00:28 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:00:28 - INFO - This estimator executed 0.0033 minutes
07/08 19:00:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:00:28 - INFO - Current Running:xgb estimator
07/08 19:00:28 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:00:28 - INFO - Best CV Score: 0.9295798319327732

07/08 19:00:28 - INFO - 0.93 (+/-0.08) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:00:28 - INFO - This estimator executed 0.002 minutes
07/08 19:00:28 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:00:28 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:00:28 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:00:28 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:00:28 - INFO - ada -- Accuracy: 0.93 / Precision: 0.957 / Recall: 0.88 / Latency: 17.0s
07/08 19:00:28 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:00:28 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:00:45 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:00:45 - INFO - Current Running:lgr estimator
07/08 19:00:46 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:00:46 - INFO - Best CV Score: 0.9299159663865547

07/08 19:00:46 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:00:46 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:00:46 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:00:46 - INFO - 0.889 (+/-0.079) for {'C': 1, 'random_state': 13}
07/08 19:00:46 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:00:46 - INFO - 0.918 (+/-0.101) for {'C': 100, 'random_state': 13}
07/08 19:00:46 - INFO - 0.93 (+/-0.088) for {'C': 1000, 'random_state': 13}
07/08 19:00:46 - INFO - This estimator executed 0.0142 minutes
07/08 19:00:46 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:00:46 - INFO - Current Running:svm estimator
07/08 19:00:46 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:00:46 - INFO - Best CV Score: 0.8946218487394958

07/08 19:00:46 - INFO - 0.895 (+/-0.096) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:00:46 - INFO - This estimator executed 0.0028 minutes
07/08 19:00:46 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:00:46 - INFO - Current Running:mlp estimator
07/08 19:00:46 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:00:46 - INFO - Best CV Score: 0.5205042016806722

07/08 19:00:46 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:00:46 - INFO - This estimator executed 0.0013 minutes
07/08 19:00:46 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:00:46 - INFO - Current Running:rf estimator
07/08 19:00:47 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:00:47 - INFO - Best CV Score: 0.917983193277311

07/08 19:00:47 - INFO - 0.918 (+/-0.102) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:00:47 - INFO - This estimator executed 0.0075 minutes
07/08 19:00:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:00:47 - INFO - Current Running:ada estimator
07/08 19:00:47 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:00:47 - INFO - Best CV Score: 0.9122689075630251

07/08 19:00:47 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:00:47 - INFO - This estimator executed 0.008 minutes
07/08 19:00:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:00:47 - INFO - Current Running:gb estimator
07/08 19:00:47 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:00:47 - INFO - Best CV Score: 0.9297478991596637

07/08 19:00:47 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:00:47 - INFO - This estimator executed 0.0032 minutes
07/08 19:00:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:00:47 - INFO - Current Running:xgb estimator
07/08 19:00:47 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:00:47 - INFO - Best CV Score: 0.9415126050420168

07/08 19:00:47 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:00:47 - INFO - This estimator executed 0.0021 minutes
07/08 19:00:47 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:00:47 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 4.0s
07/08 19:00:47 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:00:47 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:00:47 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:00:47 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:00:47 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:00:50 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:00:50 - INFO - Current Running:lgr estimator
07/08 19:00:51 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:00:51 - INFO - Best CV Score: 0.9534453781512605

07/08 19:00:51 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:00:51 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 19:00:51 - INFO - 0.942 (+/-0.052) for {'C': 0.1, 'random_state': 13}
07/08 19:00:51 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 19:00:51 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 19:00:51 - INFO - 0.942 (+/-0.083) for {'C': 100, 'random_state': 13}
07/08 19:00:51 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:00:51 - INFO - This estimator executed 0.007 minutes
07/08 19:00:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:00:51 - INFO - Current Running:svm estimator
07/08 19:00:51 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:00:51 - INFO - Best CV Score: 0.9650420168067226

07/08 19:00:51 - INFO - 0.965 (+/-0.022) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:00:51 - INFO - This estimator executed 0.0004 minutes
07/08 19:00:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:00:51 - INFO - Current Running:mlp estimator
07/08 19:00:51 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:00:51 - INFO - Best CV Score: 0.9184873949579833

07/08 19:00:51 - INFO - 0.918 (+/-0.075) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:00:51 - INFO - This estimator executed 0.0089 minutes
07/08 19:00:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:00:51 - INFO - Current Running:rf estimator
07/08 19:00:52 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:00:52 - INFO - Best CV Score: 0.900672268907563

07/08 19:00:52 - INFO - 0.901 (+/-0.121) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:00:52 - INFO - This estimator executed 0.0072 minutes
07/08 19:00:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:00:52 - INFO - Current Running:ada estimator
07/08 19:00:52 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:00:52 - INFO - Best CV Score: 0.9181512605042016

07/08 19:00:52 - INFO - 0.918 (+/-0.023) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:00:52 - INFO - This estimator executed 0.008 minutes
07/08 19:00:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:00:52 - INFO - Current Running:gb estimator
07/08 19:00:52 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:00:52 - INFO - Best CV Score: 0.9297478991596637

07/08 19:00:52 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:00:52 - INFO - This estimator executed 0.0033 minutes
07/08 19:00:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:00:52 - INFO - Current Running:xgb estimator
07/08 19:00:52 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:00:52 - INFO - Best CV Score: 0.917983193277311

07/08 19:00:52 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:00:52 - INFO - This estimator executed 0.002 minutes
07/08 19:00:52 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:00:52 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:00:52 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:00:52 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:00:52 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:00:52 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:00:53 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:01:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:01:09 - INFO - Current Running:lgr estimator
07/08 19:01:10 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:01:10 - INFO - Best CV Score: 0.9299159663865547

07/08 19:01:10 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:01:10 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:01:10 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:01:10 - INFO - 0.889 (+/-0.079) for {'C': 1, 'random_state': 13}
07/08 19:01:10 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:01:10 - INFO - 0.924 (+/-0.103) for {'C': 100, 'random_state': 13}
07/08 19:01:10 - INFO - 0.93 (+/-0.088) for {'C': 1000, 'random_state': 13}
07/08 19:01:10 - INFO - This estimator executed 0.0137 minutes
07/08 19:01:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:01:10 - INFO - Current Running:svm estimator
07/08 19:01:10 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:01:10 - INFO - Best CV Score: 0.8946218487394958

07/08 19:01:10 - INFO - 0.895 (+/-0.096) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:01:10 - INFO - This estimator executed 0.0028 minutes
07/08 19:01:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:01:10 - INFO - Current Running:mlp estimator
07/08 19:01:10 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:01:10 - INFO - Best CV Score: 0.5205042016806722

07/08 19:01:10 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:01:10 - INFO - This estimator executed 0.0016 minutes
07/08 19:01:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:01:10 - INFO - Current Running:rf estimator
07/08 19:01:11 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:01:11 - INFO - Best CV Score: 0.9065546218487395

07/08 19:01:11 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:01:11 - INFO - This estimator executed 0.0075 minutes
07/08 19:01:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:01:11 - INFO - Current Running:ada estimator
07/08 19:01:11 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:01:11 - INFO - Best CV Score: 0.9122689075630251

07/08 19:01:11 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:01:11 - INFO - This estimator executed 0.0079 minutes
07/08 19:01:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:01:11 - INFO - Current Running:gb estimator
07/08 19:01:12 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:01:12 - INFO - Best CV Score: 0.9297478991596637

07/08 19:01:12 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:01:12 - INFO - This estimator executed 0.0032 minutes
07/08 19:01:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:01:12 - INFO - Current Running:xgb estimator
07/08 19:01:12 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:01:12 - INFO - Best CV Score: 0.9415126050420168

07/08 19:01:12 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:01:12 - INFO - This estimator executed 0.002 minutes
07/08 19:01:12 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.5s
07/08 19:01:12 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:01:12 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:01:12 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:01:12 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:01:12 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 2.0s
07/08 19:01:12 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:01:14 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:01:14 - INFO - Current Running:lgr estimator
07/08 19:01:15 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:01:15 - INFO - Best CV Score: 0.9591596638655462

07/08 19:01:15 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:01:15 - INFO - 0.924 (+/-0.077) for {'C': 0.01, 'random_state': 13}
07/08 19:01:15 - INFO - 0.93 (+/-0.085) for {'C': 0.1, 'random_state': 13}
07/08 19:01:15 - INFO - 0.959 (+/-0.047) for {'C': 1, 'random_state': 13}
07/08 19:01:15 - INFO - 0.948 (+/-0.068) for {'C': 10, 'random_state': 13}
07/08 19:01:15 - INFO - 0.953 (+/-0.06) for {'C': 100, 'random_state': 13}
07/08 19:01:15 - INFO - 0.947 (+/-0.044) for {'C': 1000, 'random_state': 13}
07/08 19:01:15 - INFO - This estimator executed 0.0065 minutes
07/08 19:01:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:01:15 - INFO - Current Running:svm estimator
07/08 19:01:15 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:01:15 - INFO - Best CV Score: 0.9709243697478991

07/08 19:01:15 - INFO - 0.971 (+/-0.036) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:01:15 - INFO - This estimator executed 0.0004 minutes
07/08 19:01:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:01:15 - INFO - Current Running:mlp estimator
07/08 19:01:15 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:01:15 - INFO - Best CV Score: 0.9126050420168067

07/08 19:01:15 - INFO - 0.913 (+/-0.061) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:01:15 - INFO - This estimator executed 0.0093 minutes
07/08 19:01:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:01:15 - INFO - Current Running:rf estimator
07/08 19:01:16 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:01:16 - INFO - Best CV Score: 0.900672268907563

07/08 19:01:16 - INFO - 0.901 (+/-0.121) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:01:16 - INFO - This estimator executed 0.0071 minutes
07/08 19:01:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:01:16 - INFO - Current Running:ada estimator
07/08 19:01:16 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:01:16 - INFO - Best CV Score: 0.9240336134453783

07/08 19:01:16 - INFO - 0.924 (+/-0.06) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:01:16 - INFO - This estimator executed 0.0079 minutes
07/08 19:01:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:01:16 - INFO - Current Running:gb estimator
07/08 19:01:16 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:01:16 - INFO - Best CV Score: 0.9238655462184873

07/08 19:01:16 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:01:16 - INFO - This estimator executed 0.0033 minutes
07/08 19:01:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:01:16 - INFO - Current Running:xgb estimator
07/08 19:01:16 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:01:16 - INFO - Best CV Score: 0.9295798319327732

07/08 19:01:16 - INFO - 0.93 (+/-0.08) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:01:16 - INFO - This estimator executed 0.002 minutes
07/08 19:01:17 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:01:17 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:01:17 - INFO - mlp -- Accuracy: 0.93 / Precision: 1.0 / Recall: 0.84 / Latency: 3.0s
07/08 19:01:17 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:01:17 - INFO - ada -- Accuracy: 0.93 / Precision: 0.957 / Recall: 0.88 / Latency: 17.0s
07/08 19:01:17 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 2.0s
07/08 19:01:17 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:01:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:01:33 - INFO - Current Running:lgr estimator
07/08 19:01:34 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:01:34 - INFO - Best CV Score: 0.9357983193277309

07/08 19:01:34 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:01:34 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:01:34 - INFO - 0.889 (+/-0.102) for {'C': 0.1, 'random_state': 13}
07/08 19:01:34 - INFO - 0.889 (+/-0.114) for {'C': 1, 'random_state': 13}
07/08 19:01:34 - INFO - 0.924 (+/-0.132) for {'C': 10, 'random_state': 13}
07/08 19:01:34 - INFO - 0.93 (+/-0.121) for {'C': 100, 'random_state': 13}
07/08 19:01:34 - INFO - 0.936 (+/-0.101) for {'C': 1000, 'random_state': 13}
07/08 19:01:34 - INFO - This estimator executed 0.0139 minutes
07/08 19:01:34 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:01:34 - INFO - Current Running:svm estimator
07/08 19:01:34 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:01:34 - INFO - Best CV Score: 0.9005042016806722

07/08 19:01:34 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:01:34 - INFO - This estimator executed 0.0019 minutes
07/08 19:01:34 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:01:34 - INFO - Current Running:mlp estimator
07/08 19:01:34 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:01:34 - INFO - Best CV Score: 0.5205042016806722

07/08 19:01:34 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:01:34 - INFO - This estimator executed 0.0013 minutes
07/08 19:01:34 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:01:34 - INFO - Current Running:rf estimator
07/08 19:01:35 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:01:35 - INFO - Best CV Score: 0.917983193277311

07/08 19:01:35 - INFO - 0.918 (+/-0.102) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:01:35 - INFO - This estimator executed 0.0072 minutes
07/08 19:01:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:01:35 - INFO - Current Running:ada estimator
07/08 19:01:35 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:01:35 - INFO - Best CV Score: 0.9415126050420166

07/08 19:01:35 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:01:35 - INFO - This estimator executed 0.0078 minutes
07/08 19:01:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:01:35 - INFO - Current Running:gb estimator
07/08 19:01:35 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:01:35 - INFO - Best CV Score: 0.9240336134453783

07/08 19:01:35 - INFO - 0.924 (+/-0.06) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:01:35 - INFO - This estimator executed 0.0033 minutes
07/08 19:01:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:01:35 - INFO - Current Running:xgb estimator
07/08 19:01:36 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:01:36 - INFO - Best CV Score: 0.9472268907563025

07/08 19:01:36 - INFO - 0.947 (+/-0.069) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:01:36 - INFO - This estimator executed 0.0021 minutes
07/08 19:01:36 - INFO - lgr -- Accuracy: 0.93 / Precision: 0.92 / Recall: 0.92 / Latency: 3.0s
07/08 19:01:36 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:01:36 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 4.0s
07/08 19:01:36 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:01:36 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:01:36 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:01:36 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:01:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:01:38 - INFO - Current Running:lgr estimator
07/08 19:01:39 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:01:39 - INFO - Best CV Score: 0.9534453781512605

07/08 19:01:39 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:01:39 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 19:01:39 - INFO - 0.942 (+/-0.052) for {'C': 0.1, 'random_state': 13}
07/08 19:01:39 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 19:01:39 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 19:01:39 - INFO - 0.942 (+/-0.083) for {'C': 100, 'random_state': 13}
07/08 19:01:39 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:01:39 - INFO - This estimator executed 0.0068 minutes
07/08 19:01:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:01:39 - INFO - Current Running:svm estimator
07/08 19:01:39 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:01:39 - INFO - Best CV Score: 0.9650420168067226

07/08 19:01:39 - INFO - 0.965 (+/-0.022) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:01:39 - INFO - This estimator executed 0.0005 minutes
07/08 19:01:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:01:39 - INFO - Current Running:mlp estimator
07/08 19:01:39 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:01:39 - INFO - Best CV Score: 0.9184873949579833

07/08 19:01:39 - INFO - 0.918 (+/-0.075) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:01:39 - INFO - This estimator executed 0.0091 minutes
07/08 19:01:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:01:39 - INFO - Current Running:rf estimator
07/08 19:01:40 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:01:40 - INFO - Best CV Score: 0.900672268907563

07/08 19:01:40 - INFO - 0.901 (+/-0.121) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:01:40 - INFO - This estimator executed 0.0071 minutes
07/08 19:01:40 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:01:40 - INFO - Current Running:ada estimator
07/08 19:01:40 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:01:40 - INFO - Best CV Score: 0.9181512605042016

07/08 19:01:40 - INFO - 0.918 (+/-0.023) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:01:40 - INFO - This estimator executed 0.0079 minutes
07/08 19:01:40 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:01:40 - INFO - Current Running:gb estimator
07/08 19:01:40 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:01:40 - INFO - Best CV Score: 0.9297478991596637

07/08 19:01:40 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:01:40 - INFO - This estimator executed 0.0033 minutes
07/08 19:01:40 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:01:40 - INFO - Current Running:xgb estimator
07/08 19:01:40 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:01:40 - INFO - Best CV Score: 0.917983193277311

07/08 19:01:40 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:01:40 - INFO - This estimator executed 0.002 minutes
07/08 19:01:40 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:01:40 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:01:40 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:01:40 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:01:40 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:01:40 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:01:40 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:01:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:01:56 - INFO - Current Running:lgr estimator
07/08 19:01:57 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:01:57 - INFO - Best CV Score: 0.9299159663865547

07/08 19:01:57 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:01:57 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:01:57 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:01:57 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:01:57 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:01:57 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:01:57 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 19:01:57 - INFO - This estimator executed 0.0136 minutes
07/08 19:01:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:01:57 - INFO - Current Running:svm estimator
07/08 19:01:57 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:01:57 - INFO - Best CV Score: 0.9005042016806722

07/08 19:01:57 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:01:57 - INFO - This estimator executed 0.0033 minutes
07/08 19:01:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:01:57 - INFO - Current Running:mlp estimator
07/08 19:01:57 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:01:57 - INFO - Best CV Score: 0.5205042016806722

07/08 19:01:57 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:01:57 - INFO - This estimator executed 0.0015 minutes
07/08 19:01:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:01:57 - INFO - Current Running:rf estimator
07/08 19:01:58 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:01:58 - INFO - Best CV Score: 0.900672268907563

07/08 19:01:58 - INFO - 0.901 (+/-0.121) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:01:58 - INFO - This estimator executed 0.0072 minutes
07/08 19:01:58 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:01:58 - INFO - Current Running:ada estimator
07/08 19:01:58 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:01:58 - INFO - Best CV Score: 0.9063865546218487

07/08 19:01:58 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:01:58 - INFO - This estimator executed 0.0079 minutes
07/08 19:01:58 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:01:58 - INFO - Current Running:gb estimator
07/08 19:01:58 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:01:58 - INFO - Best CV Score: 0.9297478991596637

07/08 19:01:58 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:01:58 - INFO - This estimator executed 0.0033 minutes
07/08 19:01:58 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:01:58 - INFO - Current Running:xgb estimator
07/08 19:01:58 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:01:58 - INFO - Best CV Score: 0.9415126050420168

07/08 19:01:58 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:01:58 - INFO - This estimator executed 0.0021 minutes
07/08 19:01:58 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:01:59 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:01:59 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 4.0s
07/08 19:01:59 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:01:59 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:01:59 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:01:59 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:02:01 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:02:01 - INFO - Current Running:lgr estimator
07/08 19:02:02 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:02:02 - INFO - Best CV Score: 0.9591596638655462

07/08 19:02:02 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:02:02 - INFO - 0.924 (+/-0.077) for {'C': 0.01, 'random_state': 13}
07/08 19:02:02 - INFO - 0.93 (+/-0.085) for {'C': 0.1, 'random_state': 13}
07/08 19:02:02 - INFO - 0.959 (+/-0.047) for {'C': 1, 'random_state': 13}
07/08 19:02:02 - INFO - 0.948 (+/-0.068) for {'C': 10, 'random_state': 13}
07/08 19:02:02 - INFO - 0.953 (+/-0.06) for {'C': 100, 'random_state': 13}
07/08 19:02:02 - INFO - 0.947 (+/-0.044) for {'C': 1000, 'random_state': 13}
07/08 19:02:02 - INFO - This estimator executed 0.0065 minutes
07/08 19:02:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:02:02 - INFO - Current Running:svm estimator
07/08 19:02:02 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:02:02 - INFO - Best CV Score: 0.9709243697478991

07/08 19:02:02 - INFO - 0.971 (+/-0.036) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:02:02 - INFO - This estimator executed 0.0005 minutes
07/08 19:02:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:02:02 - INFO - Current Running:mlp estimator
07/08 19:02:02 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:02:02 - INFO - Best CV Score: 0.9067226890756303

07/08 19:02:02 - INFO - 0.907 (+/-0.076) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:02:02 - INFO - This estimator executed 0.0091 minutes
07/08 19:02:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:02:02 - INFO - Current Running:rf estimator
07/08 19:02:03 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:02:03 - INFO - Best CV Score: 0.9065546218487395

07/08 19:02:03 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:02:03 - INFO - This estimator executed 0.0073 minutes
07/08 19:02:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:02:03 - INFO - Current Running:ada estimator
07/08 19:02:03 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:02:03 - INFO - Best CV Score: 0.9240336134453783

07/08 19:02:03 - INFO - 0.924 (+/-0.06) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:02:03 - INFO - This estimator executed 0.0081 minutes
07/08 19:02:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:02:03 - INFO - Current Running:gb estimator
07/08 19:02:03 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:02:03 - INFO - Best CV Score: 0.9238655462184873

07/08 19:02:03 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:02:03 - INFO - This estimator executed 0.0034 minutes
07/08 19:02:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:02:03 - INFO - Current Running:xgb estimator
07/08 19:02:03 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:02:03 - INFO - Best CV Score: 0.9295798319327732

07/08 19:02:03 - INFO - 0.93 (+/-0.08) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:02:03 - INFO - This estimator executed 0.002 minutes
07/08 19:02:03 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:02:03 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:02:03 - INFO - mlp -- Accuracy: 0.842 / Precision: 0.864 / Recall: 0.76 / Latency: 3.0s
07/08 19:02:03 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:02:03 - INFO - ada -- Accuracy: 0.93 / Precision: 0.957 / Recall: 0.88 / Latency: 15.0s
07/08 19:02:03 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:02:03 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:02:20 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:02:20 - INFO - Current Running:lgr estimator
07/08 19:02:21 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:02:21 - INFO - Best CV Score: 0.9297478991596639

07/08 19:02:21 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:02:21 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:02:21 - INFO - 0.889 (+/-0.102) for {'C': 0.1, 'random_state': 13}
07/08 19:02:21 - INFO - 0.883 (+/-0.074) for {'C': 1, 'random_state': 13}
07/08 19:02:21 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:02:21 - INFO - 0.93 (+/-0.08) for {'C': 100, 'random_state': 13}
07/08 19:02:21 - INFO - 0.93 (+/-0.08) for {'C': 1000, 'random_state': 13}
07/08 19:02:21 - INFO - This estimator executed 0.0143 minutes
07/08 19:02:21 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:02:21 - INFO - Current Running:svm estimator
07/08 19:02:21 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:02:21 - INFO - Best CV Score: 0.8946218487394958

07/08 19:02:21 - INFO - 0.895 (+/-0.096) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:02:21 - INFO - This estimator executed 0.003 minutes
07/08 19:02:21 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:02:21 - INFO - Current Running:mlp estimator
07/08 19:02:21 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:02:21 - INFO - Best CV Score: 0.5205042016806722

07/08 19:02:21 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:02:21 - INFO - This estimator executed 0.0015 minutes
07/08 19:02:21 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:02:21 - INFO - Current Running:rf estimator
07/08 19:02:22 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:02:22 - INFO - Best CV Score: 0.917983193277311

07/08 19:02:22 - INFO - 0.918 (+/-0.102) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:02:22 - INFO - This estimator executed 0.0072 minutes
07/08 19:02:22 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:02:22 - INFO - Current Running:ada estimator
07/08 19:02:22 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:02:22 - INFO - Best CV Score: 0.8831932773109245

07/08 19:02:22 - INFO - 0.883 (+/-0.073) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:02:22 - INFO - This estimator executed 0.0078 minutes
07/08 19:02:22 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:02:22 - INFO - Current Running:gb estimator
07/08 19:02:22 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:02:22 - INFO - Best CV Score: 0.9297478991596639

07/08 19:02:22 - INFO - 0.93 (+/-0.06) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:02:22 - INFO - This estimator executed 0.0033 minutes
07/08 19:02:22 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:02:22 - INFO - Current Running:xgb estimator
07/08 19:02:23 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:02:23 - INFO - Best CV Score: 0.9295798319327732

07/08 19:02:23 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:02:23 - INFO - This estimator executed 0.0021 minutes
07/08 19:02:23 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:02:23 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:02:23 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:02:23 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:02:23 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 17.0s
07/08 19:02:23 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:02:23 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:02:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:02:25 - INFO - Current Running:lgr estimator
07/08 19:02:26 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:02:26 - INFO - Best CV Score: 0.9534453781512605

07/08 19:02:26 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:02:26 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 19:02:26 - INFO - 0.942 (+/-0.052) for {'C': 0.1, 'random_state': 13}
07/08 19:02:26 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 19:02:26 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 19:02:26 - INFO - 0.942 (+/-0.083) for {'C': 100, 'random_state': 13}
07/08 19:02:26 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:02:26 - INFO - This estimator executed 0.0069 minutes
07/08 19:02:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:02:26 - INFO - Current Running:svm estimator
07/08 19:02:26 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:02:26 - INFO - Best CV Score: 0.9650420168067226

07/08 19:02:26 - INFO - 0.965 (+/-0.022) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:02:26 - INFO - This estimator executed 0.0005 minutes
07/08 19:02:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:02:26 - INFO - Current Running:mlp estimator
07/08 19:02:26 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:02:26 - INFO - Best CV Score: 0.9010084033613446

07/08 19:02:26 - INFO - 0.901 (+/-0.092) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:02:26 - INFO - This estimator executed 0.009 minutes
07/08 19:02:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:02:26 - INFO - Current Running:rf estimator
07/08 19:02:27 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:02:27 - INFO - Best CV Score: 0.9122689075630254

07/08 19:02:27 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:02:27 - INFO - This estimator executed 0.0074 minutes
07/08 19:02:27 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:02:27 - INFO - Current Running:ada estimator
07/08 19:02:27 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:02:27 - INFO - Best CV Score: 0.9181512605042016

07/08 19:02:27 - INFO - 0.918 (+/-0.023) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:02:27 - INFO - This estimator executed 0.008 minutes
07/08 19:02:27 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:02:27 - INFO - Current Running:gb estimator
07/08 19:02:27 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:02:27 - INFO - Best CV Score: 0.9297478991596637

07/08 19:02:27 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:02:27 - INFO - This estimator executed 0.0035 minutes
07/08 19:02:27 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:02:27 - INFO - Current Running:xgb estimator
07/08 19:02:28 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:02:28 - INFO - Best CV Score: 0.917983193277311

07/08 19:02:28 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:02:28 - INFO - This estimator executed 0.0019 minutes
07/08 19:02:28 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:02:28 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:02:28 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.947 / Recall: 0.72 / Latency: 3.0s
07/08 19:02:28 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:02:28 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:02:28 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:02:28 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:02:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:02:43 - INFO - Current Running:lgr estimator
07/08 19:02:44 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:02:44 - INFO - Best CV Score: 0.9297478991596639

07/08 19:02:44 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:02:44 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:02:44 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:02:44 - INFO - 0.883 (+/-0.074) for {'C': 1, 'random_state': 13}
07/08 19:02:44 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:02:44 - INFO - 0.93 (+/-0.08) for {'C': 100, 'random_state': 13}
07/08 19:02:44 - INFO - 0.93 (+/-0.08) for {'C': 1000, 'random_state': 13}
07/08 19:02:44 - INFO - This estimator executed 0.014 minutes
07/08 19:02:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:02:44 - INFO - Current Running:svm estimator
07/08 19:02:44 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:02:44 - INFO - Best CV Score: 0.8946218487394958

07/08 19:02:44 - INFO - 0.895 (+/-0.096) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:02:44 - INFO - This estimator executed 0.0031 minutes
07/08 19:02:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:02:44 - INFO - Current Running:mlp estimator
07/08 19:02:44 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:02:44 - INFO - Best CV Score: 0.5205042016806722

07/08 19:02:44 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:02:44 - INFO - This estimator executed 0.0016 minutes
07/08 19:02:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:02:44 - INFO - Current Running:rf estimator
07/08 19:02:44 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:02:44 - INFO - Best CV Score: 0.9238655462184875

07/08 19:02:44 - INFO - 0.924 (+/-0.08) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:02:44 - INFO - This estimator executed 0.0073 minutes
07/08 19:02:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:02:44 - INFO - Current Running:ada estimator
07/08 19:02:45 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:02:45 - INFO - Best CV Score: 0.8831932773109245

07/08 19:02:45 - INFO - 0.883 (+/-0.073) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:02:45 - INFO - This estimator executed 0.008 minutes
07/08 19:02:45 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:02:45 - INFO - Current Running:gb estimator
07/08 19:02:45 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:02:45 - INFO - Best CV Score: 0.9297478991596639

07/08 19:02:45 - INFO - 0.93 (+/-0.06) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:02:45 - INFO - This estimator executed 0.0032 minutes
07/08 19:02:45 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:02:45 - INFO - Current Running:xgb estimator
07/08 19:02:45 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:02:45 - INFO - Best CV Score: 0.9295798319327732

07/08 19:02:45 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:02:45 - INFO - This estimator executed 0.002 minutes
07/08 19:02:45 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:02:45 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:02:45 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:02:45 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:02:45 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 17.0s
07/08 19:02:45 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:02:45 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:02:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:02:48 - INFO - Current Running:lgr estimator
07/08 19:02:48 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:02:48 - INFO - Best CV Score: 0.9534453781512605

07/08 19:02:48 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:02:48 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 19:02:48 - INFO - 0.942 (+/-0.052) for {'C': 0.1, 'random_state': 13}
07/08 19:02:48 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 19:02:48 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 19:02:48 - INFO - 0.942 (+/-0.083) for {'C': 100, 'random_state': 13}
07/08 19:02:48 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:02:48 - INFO - This estimator executed 0.0069 minutes
07/08 19:02:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:02:48 - INFO - Current Running:svm estimator
07/08 19:02:48 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:02:48 - INFO - Best CV Score: 0.9650420168067226

07/08 19:02:48 - INFO - 0.965 (+/-0.022) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:02:48 - INFO - This estimator executed 0.0005 minutes
07/08 19:02:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:02:48 - INFO - Current Running:mlp estimator
07/08 19:02:49 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:02:49 - INFO - Best CV Score: 0.8951260504201681

07/08 19:02:49 - INFO - 0.895 (+/-0.1) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:02:49 - INFO - This estimator executed 0.0091 minutes
07/08 19:02:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:02:49 - INFO - Current Running:rf estimator
07/08 19:02:49 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:02:49 - INFO - Best CV Score: 0.9122689075630254

07/08 19:02:49 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:02:49 - INFO - This estimator executed 0.0074 minutes
07/08 19:02:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:02:49 - INFO - Current Running:ada estimator
07/08 19:02:50 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:02:50 - INFO - Best CV Score: 0.9181512605042016

07/08 19:02:50 - INFO - 0.918 (+/-0.023) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:02:50 - INFO - This estimator executed 0.008 minutes
07/08 19:02:50 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:02:50 - INFO - Current Running:gb estimator
07/08 19:02:50 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:02:50 - INFO - Best CV Score: 0.9297478991596637

07/08 19:02:50 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:02:50 - INFO - This estimator executed 0.0034 minutes
07/08 19:02:50 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:02:50 - INFO - Current Running:xgb estimator
07/08 19:02:50 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:02:50 - INFO - Best CV Score: 0.917983193277311

07/08 19:02:50 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:02:50 - INFO - This estimator executed 0.002 minutes
07/08 19:02:50 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 19:02:50 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:02:50 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.905 / Recall: 0.76 / Latency: 2.0s
07/08 19:02:50 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:02:50 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:02:50 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:02:50 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:03:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:05 - INFO - Current Running:lgr estimator
07/08 19:03:06 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:03:06 - INFO - Best CV Score: 0.9299159663865547

07/08 19:03:06 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:03:06 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:03:06 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:03:06 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:03:06 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:03:06 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:03:06 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 19:03:06 - INFO - This estimator executed 0.0141 minutes
07/08 19:03:06 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:06 - INFO - Current Running:svm estimator
07/08 19:03:06 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:03:06 - INFO - Best CV Score: 0.9005042016806722

07/08 19:03:06 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:03:06 - INFO - This estimator executed 0.0039 minutes
07/08 19:03:06 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:06 - INFO - Current Running:mlp estimator
07/08 19:03:07 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:03:07 - INFO - Best CV Score: 0.5205042016806722

07/08 19:03:07 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:03:07 - INFO - This estimator executed 0.0014 minutes
07/08 19:03:07 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:07 - INFO - Current Running:rf estimator
07/08 19:03:07 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:03:07 - INFO - Best CV Score: 0.9181512605042018

07/08 19:03:07 - INFO - 0.918 (+/-0.078) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:03:07 - INFO - This estimator executed 0.0077 minutes
07/08 19:03:07 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:07 - INFO - Current Running:ada estimator
07/08 19:03:07 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:03:07 - INFO - Best CV Score: 0.9063865546218487

07/08 19:03:07 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:03:07 - INFO - This estimator executed 0.0084 minutes
07/08 19:03:07 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:07 - INFO - Current Running:gb estimator
07/08 19:03:08 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:03:08 - INFO - Best CV Score: 0.9297478991596637

07/08 19:03:08 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:03:08 - INFO - This estimator executed 0.0035 minutes
07/08 19:03:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:08 - INFO - Current Running:xgb estimator
07/08 19:03:08 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:03:08 - INFO - Best CV Score: 0.9415126050420168

07/08 19:03:08 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:03:08 - INFO - This estimator executed 0.002 minutes
07/08 19:03:08 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:03:08 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:03:08 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:03:08 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 13.0s
07/08 19:03:08 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:03:08 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:03:08 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:03:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:10 - INFO - Current Running:lgr estimator
07/08 19:03:11 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:03:11 - INFO - Best CV Score: 0.953109243697479

07/08 19:03:11 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:03:11 - INFO - 0.942 (+/-0.088) for {'C': 0.01, 'random_state': 13}
07/08 19:03:11 - INFO - 0.948 (+/-0.056) for {'C': 0.1, 'random_state': 13}
07/08 19:03:11 - INFO - 0.93 (+/-0.101) for {'C': 1, 'random_state': 13}
07/08 19:03:11 - INFO - 0.93 (+/-0.115) for {'C': 10, 'random_state': 13}
07/08 19:03:11 - INFO - 0.942 (+/-0.105) for {'C': 100, 'random_state': 13}
07/08 19:03:11 - INFO - 0.953 (+/-0.103) for {'C': 1000, 'random_state': 13}
07/08 19:03:11 - INFO - This estimator executed 0.0067 minutes
07/08 19:03:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:11 - INFO - Current Running:svm estimator
07/08 19:03:11 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:03:11 - INFO - Best CV Score: 0.9356302521008402

07/08 19:03:11 - INFO - 0.936 (+/-0.087) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:03:11 - INFO - This estimator executed 0.0005 minutes
07/08 19:03:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:11 - INFO - Current Running:mlp estimator
07/08 19:03:11 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:03:11 - INFO - Best CV Score: 0.8892436974789917

07/08 19:03:11 - INFO - 0.889 (+/-0.091) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:03:11 - INFO - This estimator executed 0.0093 minutes
07/08 19:03:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:11 - INFO - Current Running:rf estimator
07/08 19:03:12 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:03:12 - INFO - Best CV Score: 0.900672268907563

07/08 19:03:12 - INFO - 0.901 (+/-0.121) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:03:12 - INFO - This estimator executed 0.0074 minutes
07/08 19:03:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:12 - INFO - Current Running:ada estimator
07/08 19:03:12 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:03:12 - INFO - Best CV Score: 0.9121008403361344

07/08 19:03:12 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:03:12 - INFO - This estimator executed 0.0089 minutes
07/08 19:03:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:12 - INFO - Current Running:gb estimator
07/08 19:03:13 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:03:13 - INFO - Best CV Score: 0.9297478991596637

07/08 19:03:13 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:03:13 - INFO - This estimator executed 0.0035 minutes
07/08 19:03:13 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:13 - INFO - Current Running:xgb estimator
07/08 19:03:13 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:03:13 - INFO - Best CV Score: 0.9415126050420168

07/08 19:03:13 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:03:13 - INFO - This estimator executed 0.002 minutes
07/08 19:03:13 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 2.0s
07/08 19:03:13 - INFO - svm -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 3.0s
07/08 19:03:13 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:03:13 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:03:13 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.5s
07/08 19:03:13 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:03:13 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:03:29 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:29 - INFO - Current Running:lgr estimator
07/08 19:03:30 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:03:30 - INFO - Best CV Score: 0.9357983193277312

07/08 19:03:30 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:03:30 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:03:30 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:03:30 - INFO - 0.901 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:03:30 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:03:30 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:03:30 - INFO - 0.936 (+/-0.057) for {'C': 1000, 'random_state': 13}
07/08 19:03:30 - INFO - This estimator executed 0.0133 minutes
07/08 19:03:30 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:30 - INFO - Current Running:svm estimator
07/08 19:03:30 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:03:30 - INFO - Best CV Score: 0.9005042016806722

07/08 19:03:30 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:03:30 - INFO - This estimator executed 0.0024 minutes
07/08 19:03:30 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:30 - INFO - Current Running:mlp estimator
07/08 19:03:30 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:03:30 - INFO - Best CV Score: 0.5205042016806722

07/08 19:03:30 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:03:30 - INFO - This estimator executed 0.0013 minutes
07/08 19:03:30 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:30 - INFO - Current Running:rf estimator
07/08 19:03:31 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:03:31 - INFO - Best CV Score: 0.9122689075630254

07/08 19:03:31 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:03:31 - INFO - This estimator executed 0.0075 minutes
07/08 19:03:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:31 - INFO - Current Running:ada estimator
07/08 19:03:31 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:03:31 - INFO - Best CV Score: 0.9063865546218487

07/08 19:03:31 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:03:31 - INFO - This estimator executed 0.008 minutes
07/08 19:03:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:31 - INFO - Current Running:gb estimator
07/08 19:03:31 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:03:31 - INFO - Best CV Score: 0.9297478991596637

07/08 19:03:31 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:03:31 - INFO - This estimator executed 0.0033 minutes
07/08 19:03:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:31 - INFO - Current Running:xgb estimator
07/08 19:03:31 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:03:31 - INFO - Best CV Score: 0.9415126050420168

07/08 19:03:31 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:03:31 - INFO - This estimator executed 0.0021 minutes
07/08 19:03:31 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 19:03:31 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:03:31 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:03:31 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:03:31 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:03:32 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:03:32 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:03:34 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:34 - INFO - Current Running:lgr estimator
07/08 19:03:34 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:03:34 - INFO - Best CV Score: 0.9534453781512605

07/08 19:03:34 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:03:34 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 19:03:34 - INFO - 0.942 (+/-0.052) for {'C': 0.1, 'random_state': 13}
07/08 19:03:34 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 19:03:34 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 19:03:34 - INFO - 0.942 (+/-0.083) for {'C': 100, 'random_state': 13}
07/08 19:03:34 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:03:34 - INFO - This estimator executed 0.007 minutes
07/08 19:03:34 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:34 - INFO - Current Running:svm estimator
07/08 19:03:34 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:03:34 - INFO - Best CV Score: 0.9650420168067226

07/08 19:03:34 - INFO - 0.965 (+/-0.022) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:03:34 - INFO - This estimator executed 0.0004 minutes
07/08 19:03:34 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:34 - INFO - Current Running:mlp estimator
07/08 19:03:35 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:03:35 - INFO - Best CV Score: 0.9010084033613446

07/08 19:03:35 - INFO - 0.901 (+/-0.092) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:03:35 - INFO - This estimator executed 0.009 minutes
07/08 19:03:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:35 - INFO - Current Running:rf estimator
07/08 19:03:35 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:03:35 - INFO - Best CV Score: 0.9122689075630254

07/08 19:03:35 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:03:35 - INFO - This estimator executed 0.0075 minutes
07/08 19:03:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:35 - INFO - Current Running:ada estimator
07/08 19:03:36 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:03:36 - INFO - Best CV Score: 0.9181512605042016

07/08 19:03:36 - INFO - 0.918 (+/-0.023) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:03:36 - INFO - This estimator executed 0.0081 minutes
07/08 19:03:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:36 - INFO - Current Running:gb estimator
07/08 19:03:36 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:03:36 - INFO - Best CV Score: 0.9297478991596637

07/08 19:03:36 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:03:36 - INFO - This estimator executed 0.0034 minutes
07/08 19:03:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:36 - INFO - Current Running:xgb estimator
07/08 19:03:36 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:03:36 - INFO - Best CV Score: 0.917983193277311

07/08 19:03:36 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:03:36 - INFO - This estimator executed 0.0019 minutes
07/08 19:03:36 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:03:36 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:03:36 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.95 / Recall: 0.76 / Latency: 3.0s
07/08 19:03:36 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:03:36 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:03:36 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 2.0s
07/08 19:03:36 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:03:50 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:50 - INFO - Current Running:lgr estimator
07/08 19:03:51 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:03:51 - INFO - Best CV Score: 0.9354621848739496

07/08 19:03:51 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:03:51 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:03:51 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:03:51 - INFO - 0.889 (+/-0.079) for {'C': 1, 'random_state': 13}
07/08 19:03:51 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:03:51 - INFO - 0.93 (+/-0.08) for {'C': 100, 'random_state': 13}
07/08 19:03:51 - INFO - 0.935 (+/-0.087) for {'C': 1000, 'random_state': 13}
07/08 19:03:51 - INFO - This estimator executed 0.0138 minutes
07/08 19:03:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:51 - INFO - Current Running:svm estimator
07/08 19:03:51 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:03:51 - INFO - Best CV Score: 0.8946218487394958

07/08 19:03:51 - INFO - 0.895 (+/-0.096) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:03:51 - INFO - This estimator executed 0.003 minutes
07/08 19:03:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:51 - INFO - Current Running:mlp estimator
07/08 19:03:51 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:03:51 - INFO - Best CV Score: 0.5205042016806722

07/08 19:03:51 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:03:51 - INFO - This estimator executed 0.0019 minutes
07/08 19:03:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:51 - INFO - Current Running:rf estimator
07/08 19:03:52 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:03:52 - INFO - Best CV Score: 0.900672268907563

07/08 19:03:52 - INFO - 0.901 (+/-0.121) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:03:52 - INFO - This estimator executed 0.0073 minutes
07/08 19:03:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:52 - INFO - Current Running:ada estimator
07/08 19:03:52 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:03:52 - INFO - Best CV Score: 0.9008403361344538

07/08 19:03:52 - INFO - 0.901 (+/-0.078) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:03:52 - INFO - This estimator executed 0.0079 minutes
07/08 19:03:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:52 - INFO - Current Running:gb estimator
07/08 19:03:52 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:03:52 - INFO - Best CV Score: 0.9297478991596639

07/08 19:03:52 - INFO - 0.93 (+/-0.06) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:03:52 - INFO - This estimator executed 0.0033 minutes
07/08 19:03:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:52 - INFO - Current Running:xgb estimator
07/08 19:03:52 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:03:52 - INFO - Best CV Score: 0.9238655462184875

07/08 19:03:52 - INFO - 0.924 (+/-0.08) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:03:52 - INFO - This estimator executed 0.0021 minutes
07/08 19:03:52 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:03:52 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:03:52 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:03:52 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:03:52 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:03:52 - INFO - gb -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:03:52 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:03:54 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:54 - INFO - Current Running:lgr estimator
07/08 19:03:55 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:03:55 - INFO - Best CV Score: 0.9534453781512605

07/08 19:03:55 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:03:55 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 19:03:55 - INFO - 0.942 (+/-0.052) for {'C': 0.1, 'random_state': 13}
07/08 19:03:55 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 19:03:55 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 19:03:55 - INFO - 0.942 (+/-0.083) for {'C': 100, 'random_state': 13}
07/08 19:03:55 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:03:55 - INFO - This estimator executed 0.0068 minutes
07/08 19:03:55 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:55 - INFO - Current Running:svm estimator
07/08 19:03:55 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:03:55 - INFO - Best CV Score: 0.9650420168067226

07/08 19:03:55 - INFO - 0.965 (+/-0.022) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:03:55 - INFO - This estimator executed 0.0004 minutes
07/08 19:03:55 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:55 - INFO - Current Running:mlp estimator
07/08 19:03:56 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:03:56 - INFO - Best CV Score: 0.9010084033613446

07/08 19:03:56 - INFO - 0.901 (+/-0.092) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:03:56 - INFO - This estimator executed 0.0098 minutes
07/08 19:03:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:56 - INFO - Current Running:rf estimator
07/08 19:03:56 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:03:56 - INFO - Best CV Score: 0.9122689075630254

07/08 19:03:56 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:03:56 - INFO - This estimator executed 0.0073 minutes
07/08 19:03:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:56 - INFO - Current Running:ada estimator
07/08 19:03:56 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:03:56 - INFO - Best CV Score: 0.9181512605042016

07/08 19:03:56 - INFO - 0.918 (+/-0.023) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:03:56 - INFO - This estimator executed 0.008 minutes
07/08 19:03:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:56 - INFO - Current Running:gb estimator
07/08 19:03:57 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:03:57 - INFO - Best CV Score: 0.9297478991596637

07/08 19:03:57 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:03:57 - INFO - This estimator executed 0.0035 minutes
07/08 19:03:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:03:57 - INFO - Current Running:xgb estimator
07/08 19:03:57 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:03:57 - INFO - Best CV Score: 0.917983193277311

07/08 19:03:57 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:03:57 - INFO - This estimator executed 0.0019 minutes
07/08 19:03:57 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:03:57 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:03:57 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.95 / Recall: 0.76 / Latency: 2.0s
07/08 19:03:57 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:03:57 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:03:57 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:03:57 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:04:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:04:10 - INFO - Current Running:lgr estimator
07/08 19:04:11 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:04:11 - INFO - Best CV Score: 0.9415126050420168

07/08 19:04:11 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:04:11 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:04:11 - INFO - 0.889 (+/-0.087) for {'C': 0.1, 'random_state': 13}
07/08 19:04:11 - INFO - 0.889 (+/-0.078) for {'C': 1, 'random_state': 13}
07/08 19:04:11 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:04:11 - INFO - 0.936 (+/-0.12) for {'C': 100, 'random_state': 13}
07/08 19:04:11 - INFO - 0.942 (+/-0.064) for {'C': 1000, 'random_state': 13}
07/08 19:04:11 - INFO - This estimator executed 0.0142 minutes
07/08 19:04:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:04:11 - INFO - Current Running:svm estimator
07/08 19:04:11 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:04:11 - INFO - Best CV Score: 0.9005042016806722

07/08 19:04:11 - INFO - 0.901 (+/-0.08) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:04:11 - INFO - This estimator executed 0.0023 minutes
07/08 19:04:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:04:11 - INFO - Current Running:mlp estimator
07/08 19:04:11 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:04:11 - INFO - Best CV Score: 0.5205042016806722

07/08 19:04:11 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:04:11 - INFO - This estimator executed 0.0014 minutes
07/08 19:04:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:04:11 - INFO - Current Running:rf estimator
07/08 19:04:11 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:04:11 - INFO - Best CV Score: 0.9122689075630254

07/08 19:04:11 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:04:11 - INFO - This estimator executed 0.0073 minutes
07/08 19:04:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:04:11 - INFO - Current Running:ada estimator
07/08 19:04:12 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:04:12 - INFO - Best CV Score: 0.8831932773109245

07/08 19:04:12 - INFO - 0.883 (+/-0.073) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:04:12 - INFO - This estimator executed 0.0078 minutes
07/08 19:04:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:04:12 - INFO - Current Running:gb estimator
07/08 19:04:12 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:04:12 - INFO - Best CV Score: 0.9297478991596639

07/08 19:04:12 - INFO - 0.93 (+/-0.06) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:04:12 - INFO - This estimator executed 0.0032 minutes
07/08 19:04:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:04:12 - INFO - Current Running:xgb estimator
07/08 19:04:12 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:04:12 - INFO - Best CV Score: 0.9295798319327732

07/08 19:04:12 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:04:12 - INFO - This estimator executed 0.0021 minutes
07/08 19:04:12 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:04:12 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:04:12 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:04:12 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:04:12 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 16.9s
07/08 19:04:12 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:04:12 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:04:14 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:04:14 - INFO - Current Running:lgr estimator
07/08 19:04:15 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:04:15 - INFO - Best CV Score: 0.9589915966386554

07/08 19:04:15 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:04:15 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 19:04:15 - INFO - 0.942 (+/-0.074) for {'C': 0.1, 'random_state': 13}
07/08 19:04:15 - INFO - 0.948 (+/-0.084) for {'C': 1, 'random_state': 13}
07/08 19:04:15 - INFO - 0.947 (+/-0.068) for {'C': 10, 'random_state': 13}
07/08 19:04:15 - INFO - 0.959 (+/-0.08) for {'C': 100, 'random_state': 13}
07/08 19:04:15 - INFO - 0.959 (+/-0.08) for {'C': 1000, 'random_state': 13}
07/08 19:04:15 - INFO - This estimator executed 0.0066 minutes
07/08 19:04:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:04:15 - INFO - Current Running:svm estimator
07/08 19:04:15 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:04:15 - INFO - Best CV Score: 0.9532773109243697

07/08 19:04:15 - INFO - 0.953 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:04:15 - INFO - This estimator executed 0.0004 minutes
07/08 19:04:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:04:15 - INFO - Current Running:mlp estimator
07/08 19:04:15 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:04:15 - INFO - Best CV Score: 0.9067226890756303

07/08 19:04:15 - INFO - 0.907 (+/-0.106) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:04:15 - INFO - This estimator executed 0.0091 minutes
07/08 19:04:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:04:15 - INFO - Current Running:rf estimator
07/08 19:04:16 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:04:16 - INFO - Best CV Score: 0.9063865546218487

07/08 19:04:16 - INFO - 0.906 (+/-0.12) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:04:16 - INFO - This estimator executed 0.0071 minutes
07/08 19:04:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:04:16 - INFO - Current Running:ada estimator
07/08 19:04:16 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:04:16 - INFO - Best CV Score: 0.9121008403361344

07/08 19:04:16 - INFO - 0.912 (+/-0.065) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:04:16 - INFO - This estimator executed 0.0088 minutes
07/08 19:04:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:04:16 - INFO - Current Running:gb estimator
07/08 19:04:17 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:04:17 - INFO - Best CV Score: 0.9297478991596637

07/08 19:04:17 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:04:17 - INFO - This estimator executed 0.0048 minutes
07/08 19:04:17 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:04:17 - INFO - Current Running:xgb estimator
07/08 19:04:17 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:04:17 - INFO - Best CV Score: 0.9356302521008404

07/08 19:04:17 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:04:17 - INFO - This estimator executed 0.0021 minutes
07/08 19:04:17 - INFO - lgr -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:04:17 - INFO - svm -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:04:17 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:04:17 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:04:17 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:04:17 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:04:17 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 6.0s
07/08 19:04:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:04:36 - INFO - Current Running:lgr estimator
07/08 19:04:37 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:04:37 - INFO - Best CV Score: 0.9297478991596639

07/08 19:04:37 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:04:37 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:04:37 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:04:37 - INFO - 0.883 (+/-0.074) for {'C': 1, 'random_state': 13}
07/08 19:04:37 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:04:37 - INFO - 0.918 (+/-0.101) for {'C': 100, 'random_state': 13}
07/08 19:04:37 - INFO - 0.93 (+/-0.08) for {'C': 1000, 'random_state': 13}
07/08 19:04:37 - INFO - This estimator executed 0.0227 minutes
07/08 19:04:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:04:37 - INFO - Current Running:svm estimator
07/08 19:04:37 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:04:37 - INFO - Best CV Score: 0.8946218487394958

07/08 19:04:37 - INFO - 0.895 (+/-0.096) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:04:37 - INFO - This estimator executed 0.0032 minutes
07/08 19:04:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:04:37 - INFO - Current Running:mlp estimator
07/08 19:04:37 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:04:37 - INFO - Best CV Score: 0.5205042016806722

07/08 19:04:37 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:04:37 - INFO - This estimator executed 0.0019 minutes
07/08 19:04:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:04:37 - INFO - Current Running:rf estimator
07/08 19:04:38 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:04:38 - INFO - Best CV Score: 0.9122689075630254

07/08 19:04:38 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:04:38 - INFO - This estimator executed 0.0131 minutes
07/08 19:04:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:04:38 - INFO - Current Running:ada estimator
07/08 19:04:39 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:04:39 - INFO - Best CV Score: 0.8831932773109245

07/08 19:04:39 - INFO - 0.883 (+/-0.073) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:04:39 - INFO - This estimator executed 0.013 minutes
07/08 19:04:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:04:39 - INFO - Current Running:gb estimator
07/08 19:04:39 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:04:39 - INFO - Best CV Score: 0.9297478991596639

07/08 19:04:39 - INFO - 0.93 (+/-0.06) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:04:39 - INFO - This estimator executed 0.0075 minutes
07/08 19:04:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:04:39 - INFO - Current Running:xgb estimator
07/08 19:04:39 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:04:39 - INFO - Best CV Score: 0.9295798319327732

07/08 19:04:39 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:04:39 - INFO - This estimator executed 0.0021 minutes
07/08 19:04:40 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:04:40 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:04:40 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:04:40 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 19:04:40 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 18.0s
07/08 19:04:40 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:04:40 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:04:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:04:43 - INFO - Current Running:lgr estimator
07/08 19:04:43 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:04:43 - INFO - Best CV Score: 0.9534453781512605

07/08 19:04:43 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:04:43 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 19:04:43 - INFO - 0.942 (+/-0.052) for {'C': 0.1, 'random_state': 13}
07/08 19:04:43 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 19:04:43 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 19:04:43 - INFO - 0.942 (+/-0.083) for {'C': 100, 'random_state': 13}
07/08 19:04:43 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:04:43 - INFO - This estimator executed 0.0104 minutes
07/08 19:04:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:04:43 - INFO - Current Running:svm estimator
07/08 19:04:43 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:04:43 - INFO - Best CV Score: 0.9650420168067226

07/08 19:04:43 - INFO - 0.965 (+/-0.022) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:04:43 - INFO - This estimator executed 0.0007 minutes
07/08 19:04:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:04:43 - INFO - Current Running:mlp estimator
07/08 19:04:44 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:04:44 - INFO - Best CV Score: 0.8892436974789917

07/08 19:04:44 - INFO - 0.889 (+/-0.112) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:04:44 - INFO - This estimator executed 0.0153 minutes
07/08 19:04:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:04:44 - INFO - Current Running:rf estimator
07/08 19:04:45 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:04:45 - INFO - Best CV Score: 0.9121008403361344

07/08 19:04:45 - INFO - 0.912 (+/-0.124) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:04:45 - INFO - This estimator executed 0.0099 minutes
07/08 19:04:45 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:04:45 - INFO - Current Running:ada estimator
07/08 19:04:46 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:04:46 - INFO - Best CV Score: 0.9181512605042016

07/08 19:04:46 - INFO - 0.918 (+/-0.023) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:04:46 - INFO - This estimator executed 0.0166 minutes
07/08 19:04:46 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:04:46 - INFO - Current Running:gb estimator
07/08 19:04:46 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:04:46 - INFO - Best CV Score: 0.9297478991596637

07/08 19:04:46 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:04:46 - INFO - This estimator executed 0.0042 minutes
07/08 19:04:46 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:04:46 - INFO - Current Running:xgb estimator
07/08 19:04:46 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:04:46 - INFO - Best CV Score: 0.917983193277311

07/08 19:04:46 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:04:46 - INFO - This estimator executed 0.0021 minutes
07/08 19:04:46 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:04:46 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:04:46 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.905 / Recall: 0.76 / Latency: 3.0s
07/08 19:04:46 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:04:46 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:04:46 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 4.0s
07/08 19:04:46 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 4.0s
07/08 19:05:01 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:01 - INFO - Current Running:lgr estimator
07/08 19:05:02 - INFO - Best Paramaters: {'C': 10, 'random_state': 13}

07/08 19:05:02 - INFO - Best CV Score: 0.9181512605042016

07/08 19:05:02 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:05:02 - INFO - 0.866 (+/-0.095) for {'C': 0.01, 'random_state': 13}
07/08 19:05:02 - INFO - 0.883 (+/-0.129) for {'C': 0.1, 'random_state': 13}
07/08 19:05:02 - INFO - 0.889 (+/-0.102) for {'C': 1, 'random_state': 13}
07/08 19:05:02 - INFO - 0.918 (+/-0.094) for {'C': 10, 'random_state': 13}
07/08 19:05:02 - INFO - 0.918 (+/-0.126) for {'C': 100, 'random_state': 13}
07/08 19:05:02 - INFO - 0.918 (+/-0.126) for {'C': 1000, 'random_state': 13}
07/08 19:05:02 - INFO - This estimator executed 0.02 minutes
07/08 19:05:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:02 - INFO - Current Running:svm estimator
07/08 19:05:03 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:05:03 - INFO - Best CV Score: 0.8887394957983193

07/08 19:05:03 - INFO - 0.889 (+/-0.069) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:05:03 - INFO - This estimator executed 0.003 minutes
07/08 19:05:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:03 - INFO - Current Running:mlp estimator
07/08 19:05:03 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:05:03 - INFO - Best CV Score: 0.5205042016806722

07/08 19:05:03 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:05:03 - INFO - This estimator executed 0.002 minutes
07/08 19:05:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:03 - INFO - Current Running:rf estimator
07/08 19:05:04 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:05:04 - INFO - Best CV Score: 0.9065546218487395

07/08 19:05:04 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:05:04 - INFO - This estimator executed 0.0187 minutes
07/08 19:05:04 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:04 - INFO - Current Running:ada estimator
07/08 19:05:05 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:05:05 - INFO - Best CV Score: 0.8890756302521007

07/08 19:05:05 - INFO - 0.889 (+/-0.085) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:05:05 - INFO - This estimator executed 0.0131 minutes
07/08 19:05:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:05 - INFO - Current Running:gb estimator
07/08 19:05:05 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:05:05 - INFO - Best CV Score: 0.9121008403361344

07/08 19:05:05 - INFO - 0.912 (+/-0.092) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:05:05 - INFO - This estimator executed 0.0063 minutes
07/08 19:05:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:05 - INFO - Current Running:xgb estimator
07/08 19:05:05 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:05:05 - INFO - Best CV Score: 0.9297478991596639

07/08 19:05:05 - INFO - 0.93 (+/-0.109) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:05:05 - INFO - This estimator executed 0.0041 minutes
07/08 19:05:05 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:05:05 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 4.0s
07/08 19:05:05 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:05:05 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 15.0s
07/08 19:05:05 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:05:05 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 4.5s
07/08 19:05:05 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:05:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:08 - INFO - Current Running:lgr estimator
07/08 19:05:09 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:05:09 - INFO - Best CV Score: 0.9589915966386554

07/08 19:05:09 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:05:09 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 19:05:09 - INFO - 0.942 (+/-0.074) for {'C': 0.1, 'random_state': 13}
07/08 19:05:09 - INFO - 0.948 (+/-0.084) for {'C': 1, 'random_state': 13}
07/08 19:05:09 - INFO - 0.947 (+/-0.068) for {'C': 10, 'random_state': 13}
07/08 19:05:09 - INFO - 0.959 (+/-0.08) for {'C': 100, 'random_state': 13}
07/08 19:05:09 - INFO - 0.959 (+/-0.08) for {'C': 1000, 'random_state': 13}
07/08 19:05:09 - INFO - This estimator executed 0.0097 minutes
07/08 19:05:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:09 - INFO - Current Running:svm estimator
07/08 19:05:09 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:05:09 - INFO - Best CV Score: 0.9532773109243697

07/08 19:05:09 - INFO - 0.953 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:05:09 - INFO - This estimator executed 0.0019 minutes
07/08 19:05:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:09 - INFO - Current Running:mlp estimator
07/08 19:05:10 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:05:10 - INFO - Best CV Score: 0.8949579831932774

07/08 19:05:10 - INFO - 0.895 (+/-0.126) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:05:10 - INFO - This estimator executed 0.0135 minutes
07/08 19:05:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:10 - INFO - Current Running:rf estimator
07/08 19:05:10 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:05:10 - INFO - Best CV Score: 0.9065546218487395

07/08 19:05:10 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:05:10 - INFO - This estimator executed 0.013 minutes
07/08 19:05:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:10 - INFO - Current Running:ada estimator
07/08 19:05:11 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:05:11 - INFO - Best CV Score: 0.9121008403361344

07/08 19:05:11 - INFO - 0.912 (+/-0.065) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:05:11 - INFO - This estimator executed 0.0155 minutes
07/08 19:05:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:11 - INFO - Current Running:gb estimator
07/08 19:05:12 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:05:12 - INFO - Best CV Score: 0.9297478991596637

07/08 19:05:12 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:05:12 - INFO - This estimator executed 0.0064 minutes
07/08 19:05:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:12 - INFO - Current Running:xgb estimator
07/08 19:05:12 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:05:12 - INFO - Best CV Score: 0.9356302521008404

07/08 19:05:12 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:05:12 - INFO - This estimator executed 0.0021 minutes
07/08 19:05:12 - INFO - lgr -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:05:12 - INFO - svm -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:05:12 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.95 / Recall: 0.76 / Latency: 3.0s
07/08 19:05:12 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:05:12 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 26.9s
07/08 19:05:12 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 19.9s
07/08 19:05:12 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 32.9s
07/08 19:05:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:26 - INFO - Current Running:lgr estimator
07/08 19:05:27 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:05:27 - INFO - Best CV Score: 0.9299159663865547

07/08 19:05:27 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:05:27 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:05:27 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:05:27 - INFO - 0.889 (+/-0.079) for {'C': 1, 'random_state': 13}
07/08 19:05:27 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:05:27 - INFO - 0.918 (+/-0.101) for {'C': 100, 'random_state': 13}
07/08 19:05:27 - INFO - 0.93 (+/-0.088) for {'C': 1000, 'random_state': 13}
07/08 19:05:27 - INFO - This estimator executed 0.014 minutes
07/08 19:05:27 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:27 - INFO - Current Running:svm estimator
07/08 19:05:27 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:05:27 - INFO - Best CV Score: 0.8946218487394958

07/08 19:05:27 - INFO - 0.895 (+/-0.096) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:05:27 - INFO - This estimator executed 0.0028 minutes
07/08 19:05:27 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:27 - INFO - Current Running:mlp estimator
07/08 19:05:27 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:05:27 - INFO - Best CV Score: 0.5205042016806722

07/08 19:05:27 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:05:27 - INFO - This estimator executed 0.0015 minutes
07/08 19:05:27 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:27 - INFO - Current Running:rf estimator
07/08 19:05:27 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:05:27 - INFO - Best CV Score: 0.9122689075630254

07/08 19:05:27 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:05:27 - INFO - This estimator executed 0.0075 minutes
07/08 19:05:27 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:27 - INFO - Current Running:ada estimator
07/08 19:05:28 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:05:28 - INFO - Best CV Score: 0.9122689075630251

07/08 19:05:28 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:05:28 - INFO - This estimator executed 0.008 minutes
07/08 19:05:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:28 - INFO - Current Running:gb estimator
07/08 19:05:28 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:05:28 - INFO - Best CV Score: 0.9297478991596637

07/08 19:05:28 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:05:28 - INFO - This estimator executed 0.0033 minutes
07/08 19:05:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:28 - INFO - Current Running:xgb estimator
07/08 19:05:28 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:05:28 - INFO - Best CV Score: 0.9415126050420168

07/08 19:05:28 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:05:28 - INFO - This estimator executed 0.002 minutes
07/08 19:05:28 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:05:28 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 4.0s
07/08 19:05:28 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:05:28 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 13.0s
07/08 19:05:28 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:05:28 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:05:28 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:05:30 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:30 - INFO - Current Running:lgr estimator
07/08 19:05:31 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:05:31 - INFO - Best CV Score: 0.9591596638655462

07/08 19:05:31 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:05:31 - INFO - 0.924 (+/-0.077) for {'C': 0.01, 'random_state': 13}
07/08 19:05:31 - INFO - 0.93 (+/-0.085) for {'C': 0.1, 'random_state': 13}
07/08 19:05:31 - INFO - 0.959 (+/-0.047) for {'C': 1, 'random_state': 13}
07/08 19:05:31 - INFO - 0.948 (+/-0.068) for {'C': 10, 'random_state': 13}
07/08 19:05:31 - INFO - 0.953 (+/-0.06) for {'C': 100, 'random_state': 13}
07/08 19:05:31 - INFO - 0.947 (+/-0.044) for {'C': 1000, 'random_state': 13}
07/08 19:05:31 - INFO - This estimator executed 0.0066 minutes
07/08 19:05:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:31 - INFO - Current Running:svm estimator
07/08 19:05:31 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:05:31 - INFO - Best CV Score: 0.9709243697478991

07/08 19:05:31 - INFO - 0.971 (+/-0.036) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:05:31 - INFO - This estimator executed 0.0005 minutes
07/08 19:05:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:31 - INFO - Current Running:mlp estimator
07/08 19:05:31 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:05:31 - INFO - Best CV Score: 0.8889075630252101

07/08 19:05:31 - INFO - 0.889 (+/-0.057) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:05:31 - INFO - This estimator executed 0.0093 minutes
07/08 19:05:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:31 - INFO - Current Running:rf estimator
07/08 19:05:32 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:05:32 - INFO - Best CV Score: 0.9065546218487395

07/08 19:05:32 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:05:32 - INFO - This estimator executed 0.0075 minutes
07/08 19:05:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:32 - INFO - Current Running:ada estimator
07/08 19:05:32 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:05:32 - INFO - Best CV Score: 0.9240336134453783

07/08 19:05:32 - INFO - 0.924 (+/-0.06) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:05:32 - INFO - This estimator executed 0.008 minutes
07/08 19:05:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:32 - INFO - Current Running:gb estimator
07/08 19:05:33 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:05:33 - INFO - Best CV Score: 0.9238655462184873

07/08 19:05:33 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:05:33 - INFO - This estimator executed 0.0033 minutes
07/08 19:05:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:33 - INFO - Current Running:xgb estimator
07/08 19:05:33 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:05:33 - INFO - Best CV Score: 0.9295798319327732

07/08 19:05:33 - INFO - 0.93 (+/-0.08) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:05:33 - INFO - This estimator executed 0.002 minutes
07/08 19:05:33 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:05:33 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:05:33 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.905 / Recall: 0.76 / Latency: 3.0s
07/08 19:05:33 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:05:33 - INFO - ada -- Accuracy: 0.93 / Precision: 0.957 / Recall: 0.88 / Latency: 17.0s
07/08 19:05:33 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:05:33 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:05:45 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:45 - INFO - Current Running:lgr estimator
07/08 19:05:46 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:05:46 - INFO - Best CV Score: 0.9299159663865547

07/08 19:05:46 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:05:46 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:05:46 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:05:46 - INFO - 0.889 (+/-0.079) for {'C': 1, 'random_state': 13}
07/08 19:05:46 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:05:46 - INFO - 0.918 (+/-0.101) for {'C': 100, 'random_state': 13}
07/08 19:05:46 - INFO - 0.93 (+/-0.088) for {'C': 1000, 'random_state': 13}
07/08 19:05:46 - INFO - This estimator executed 0.0139 minutes
07/08 19:05:46 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:46 - INFO - Current Running:svm estimator
07/08 19:05:46 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:05:46 - INFO - Best CV Score: 0.8946218487394958

07/08 19:05:46 - INFO - 0.895 (+/-0.096) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:05:46 - INFO - This estimator executed 0.0028 minutes
07/08 19:05:46 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:46 - INFO - Current Running:mlp estimator
07/08 19:05:46 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:05:46 - INFO - Best CV Score: 0.5205042016806722

07/08 19:05:46 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:05:46 - INFO - This estimator executed 0.0015 minutes
07/08 19:05:46 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:46 - INFO - Current Running:rf estimator
07/08 19:05:47 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:05:47 - INFO - Best CV Score: 0.9065546218487395

07/08 19:05:47 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:05:47 - INFO - This estimator executed 0.0073 minutes
07/08 19:05:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:47 - INFO - Current Running:ada estimator
07/08 19:05:47 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:05:47 - INFO - Best CV Score: 0.9122689075630251

07/08 19:05:47 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:05:47 - INFO - This estimator executed 0.008 minutes
07/08 19:05:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:47 - INFO - Current Running:gb estimator
07/08 19:05:48 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:05:48 - INFO - Best CV Score: 0.9297478991596637

07/08 19:05:48 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:05:48 - INFO - This estimator executed 0.0033 minutes
07/08 19:05:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:48 - INFO - Current Running:xgb estimator
07/08 19:05:48 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:05:48 - INFO - Best CV Score: 0.9415126050420168

07/08 19:05:48 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:05:48 - INFO - This estimator executed 0.002 minutes
07/08 19:05:48 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:05:48 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:05:48 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:05:48 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:05:48 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:05:48 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:05:48 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:05:50 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:50 - INFO - Current Running:lgr estimator
07/08 19:05:50 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:05:50 - INFO - Best CV Score: 0.9589915966386554

07/08 19:05:50 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:05:50 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 19:05:50 - INFO - 0.942 (+/-0.074) for {'C': 0.1, 'random_state': 13}
07/08 19:05:50 - INFO - 0.948 (+/-0.084) for {'C': 1, 'random_state': 13}
07/08 19:05:50 - INFO - 0.947 (+/-0.068) for {'C': 10, 'random_state': 13}
07/08 19:05:50 - INFO - 0.959 (+/-0.08) for {'C': 100, 'random_state': 13}
07/08 19:05:50 - INFO - 0.959 (+/-0.08) for {'C': 1000, 'random_state': 13}
07/08 19:05:50 - INFO - This estimator executed 0.0068 minutes
07/08 19:05:50 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:50 - INFO - Current Running:svm estimator
07/08 19:05:50 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:05:50 - INFO - Best CV Score: 0.9532773109243697

07/08 19:05:50 - INFO - 0.953 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:05:50 - INFO - This estimator executed 0.0004 minutes
07/08 19:05:50 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:50 - INFO - Current Running:mlp estimator
07/08 19:05:51 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:05:51 - INFO - Best CV Score: 0.8892436974789917

07/08 19:05:51 - INFO - 0.889 (+/-0.118) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:05:51 - INFO - This estimator executed 0.0091 minutes
07/08 19:05:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:51 - INFO - Current Running:rf estimator
07/08 19:05:51 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:05:51 - INFO - Best CV Score: 0.900672268907563

07/08 19:05:51 - INFO - 0.901 (+/-0.121) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:05:51 - INFO - This estimator executed 0.0071 minutes
07/08 19:05:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:51 - INFO - Current Running:ada estimator
07/08 19:05:52 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:05:52 - INFO - Best CV Score: 0.9121008403361344

07/08 19:05:52 - INFO - 0.912 (+/-0.065) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:05:52 - INFO - This estimator executed 0.0078 minutes
07/08 19:05:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:52 - INFO - Current Running:gb estimator
07/08 19:05:52 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:05:52 - INFO - Best CV Score: 0.9297478991596637

07/08 19:05:52 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:05:52 - INFO - This estimator executed 0.0033 minutes
07/08 19:05:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:05:52 - INFO - Current Running:xgb estimator
07/08 19:05:52 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:05:52 - INFO - Best CV Score: 0.9356302521008404

07/08 19:05:52 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:05:52 - INFO - This estimator executed 0.002 minutes
07/08 19:05:52 - INFO - lgr -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:05:52 - INFO - svm -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:05:52 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:05:52 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:05:52 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:05:52 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:05:52 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:06:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:06:09 - INFO - Current Running:lgr estimator
07/08 19:06:10 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:06:10 - INFO - Best CV Score: 0.9299159663865547

07/08 19:06:10 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:06:10 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:06:10 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:06:10 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:06:10 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:06:10 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:06:10 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 19:06:10 - INFO - This estimator executed 0.0168 minutes
07/08 19:06:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:06:10 - INFO - Current Running:svm estimator
07/08 19:06:10 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:06:10 - INFO - Best CV Score: 0.9005042016806722

07/08 19:06:10 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:06:10 - INFO - This estimator executed 0.0039 minutes
07/08 19:06:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:06:10 - INFO - Current Running:mlp estimator
07/08 19:06:10 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:06:10 - INFO - Best CV Score: 0.5205042016806722

07/08 19:06:10 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:06:10 - INFO - This estimator executed 0.0014 minutes
07/08 19:06:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:06:10 - INFO - Current Running:rf estimator
07/08 19:06:11 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:06:11 - INFO - Best CV Score: 0.917983193277311

07/08 19:06:11 - INFO - 0.918 (+/-0.102) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:06:11 - INFO - This estimator executed 0.0101 minutes
07/08 19:06:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:06:11 - INFO - Current Running:ada estimator
07/08 19:06:12 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:06:12 - INFO - Best CV Score: 0.9063865546218487

07/08 19:06:12 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:06:12 - INFO - This estimator executed 0.0142 minutes
07/08 19:06:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:06:12 - INFO - Current Running:gb estimator
07/08 19:06:12 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:06:12 - INFO - Best CV Score: 0.9297478991596637

07/08 19:06:12 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:06:12 - INFO - This estimator executed 0.0034 minutes
07/08 19:06:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:06:12 - INFO - Current Running:xgb estimator
07/08 19:06:12 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:06:12 - INFO - Best CV Score: 0.9415126050420168

07/08 19:06:12 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:06:12 - INFO - This estimator executed 0.002 minutes
07/08 19:06:12 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:06:12 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:06:12 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:06:12 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:06:12 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:06:12 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 5.0s
07/08 19:06:12 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:06:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:06:15 - INFO - Current Running:lgr estimator
07/08 19:06:15 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:06:15 - INFO - Best CV Score: 0.9591596638655462

07/08 19:06:15 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:06:15 - INFO - 0.924 (+/-0.077) for {'C': 0.01, 'random_state': 13}
07/08 19:06:15 - INFO - 0.93 (+/-0.085) for {'C': 0.1, 'random_state': 13}
07/08 19:06:15 - INFO - 0.959 (+/-0.047) for {'C': 1, 'random_state': 13}
07/08 19:06:15 - INFO - 0.948 (+/-0.068) for {'C': 10, 'random_state': 13}
07/08 19:06:15 - INFO - 0.953 (+/-0.06) for {'C': 100, 'random_state': 13}
07/08 19:06:15 - INFO - 0.947 (+/-0.044) for {'C': 1000, 'random_state': 13}
07/08 19:06:15 - INFO - This estimator executed 0.0065 minutes
07/08 19:06:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:06:15 - INFO - Current Running:svm estimator
07/08 19:06:16 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:06:16 - INFO - Best CV Score: 0.9709243697478991

07/08 19:06:16 - INFO - 0.971 (+/-0.036) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:06:16 - INFO - This estimator executed 0.0004 minutes
07/08 19:06:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:06:16 - INFO - Current Running:mlp estimator
07/08 19:06:16 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:06:16 - INFO - Best CV Score: 0.8949579831932774

07/08 19:06:16 - INFO - 0.895 (+/-0.058) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:06:16 - INFO - This estimator executed 0.0094 minutes
07/08 19:06:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:06:16 - INFO - Current Running:rf estimator
07/08 19:06:17 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:06:17 - INFO - Best CV Score: 0.917983193277311

07/08 19:06:17 - INFO - 0.918 (+/-0.102) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:06:17 - INFO - This estimator executed 0.0073 minutes
07/08 19:06:17 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:06:17 - INFO - Current Running:ada estimator
07/08 19:06:17 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:06:17 - INFO - Best CV Score: 0.9240336134453783

07/08 19:06:17 - INFO - 0.924 (+/-0.06) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:06:17 - INFO - This estimator executed 0.0079 minutes
07/08 19:06:17 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:06:17 - INFO - Current Running:gb estimator
07/08 19:06:17 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:06:17 - INFO - Best CV Score: 0.9238655462184873

07/08 19:06:17 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:06:17 - INFO - This estimator executed 0.0034 minutes
07/08 19:06:17 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:06:17 - INFO - Current Running:xgb estimator
07/08 19:06:17 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:06:17 - INFO - Best CV Score: 0.9295798319327732

07/08 19:06:17 - INFO - 0.93 (+/-0.08) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:06:17 - INFO - This estimator executed 0.002 minutes
07/08 19:06:17 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:06:17 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 4.0s
07/08 19:06:17 - INFO - mlp -- Accuracy: 0.912 / Precision: 1.0 / Recall: 0.8 / Latency: 3.0s
07/08 19:06:17 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:06:17 - INFO - ada -- Accuracy: 0.93 / Precision: 0.957 / Recall: 0.88 / Latency: 16.0s
07/08 19:06:17 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:06:17 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:06:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:06:36 - INFO - Current Running:lgr estimator
07/08 19:06:37 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:06:37 - INFO - Best CV Score: 0.9299159663865547

07/08 19:06:37 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:06:37 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:06:37 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:06:37 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:06:37 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:06:37 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:06:37 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 19:06:37 - INFO - This estimator executed 0.0135 minutes
07/08 19:06:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:06:37 - INFO - Current Running:svm estimator
07/08 19:06:37 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:06:37 - INFO - Best CV Score: 0.9005042016806722

07/08 19:06:37 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:06:37 - INFO - This estimator executed 0.0033 minutes
07/08 19:06:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:06:37 - INFO - Current Running:mlp estimator
07/08 19:06:38 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:06:38 - INFO - Best CV Score: 0.5205042016806722

07/08 19:06:38 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:06:38 - INFO - This estimator executed 0.0017 minutes
07/08 19:06:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:06:38 - INFO - Current Running:rf estimator
07/08 19:06:38 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:06:38 - INFO - Best CV Score: 0.917983193277311

07/08 19:06:38 - INFO - 0.918 (+/-0.102) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:06:38 - INFO - This estimator executed 0.0073 minutes
07/08 19:06:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:06:38 - INFO - Current Running:ada estimator
07/08 19:06:38 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:06:38 - INFO - Best CV Score: 0.9063865546218487

07/08 19:06:38 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:06:38 - INFO - This estimator executed 0.0079 minutes
07/08 19:06:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:06:38 - INFO - Current Running:gb estimator
07/08 19:06:39 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:06:39 - INFO - Best CV Score: 0.9297478991596637

07/08 19:06:39 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:06:39 - INFO - This estimator executed 0.0033 minutes
07/08 19:06:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:06:39 - INFO - Current Running:xgb estimator
07/08 19:06:39 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:06:39 - INFO - Best CV Score: 0.9415126050420168

07/08 19:06:39 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:06:39 - INFO - This estimator executed 0.0021 minutes
07/08 19:06:39 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:06:39 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:06:39 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:06:39 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:06:39 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:06:39 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:06:39 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:06:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:06:43 - INFO - Current Running:lgr estimator
07/08 19:06:44 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:06:44 - INFO - Best CV Score: 0.9591596638655462

07/08 19:06:44 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:06:44 - INFO - 0.924 (+/-0.077) for {'C': 0.01, 'random_state': 13}
07/08 19:06:44 - INFO - 0.93 (+/-0.085) for {'C': 0.1, 'random_state': 13}
07/08 19:06:44 - INFO - 0.959 (+/-0.047) for {'C': 1, 'random_state': 13}
07/08 19:06:44 - INFO - 0.948 (+/-0.068) for {'C': 10, 'random_state': 13}
07/08 19:06:44 - INFO - 0.953 (+/-0.06) for {'C': 100, 'random_state': 13}
07/08 19:06:44 - INFO - 0.947 (+/-0.044) for {'C': 1000, 'random_state': 13}
07/08 19:06:44 - INFO - This estimator executed 0.0097 minutes
07/08 19:06:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:06:44 - INFO - Current Running:svm estimator
07/08 19:06:44 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:06:44 - INFO - Best CV Score: 0.9709243697478991

07/08 19:06:44 - INFO - 0.971 (+/-0.036) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:06:44 - INFO - This estimator executed 0.0007 minutes
07/08 19:06:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:06:44 - INFO - Current Running:mlp estimator
07/08 19:06:44 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:06:44 - INFO - Best CV Score: 0.8949579831932774

07/08 19:06:44 - INFO - 0.895 (+/-0.108) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:06:44 - INFO - This estimator executed 0.0131 minutes
07/08 19:06:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:06:44 - INFO - Current Running:rf estimator
07/08 19:06:45 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:06:45 - INFO - Best CV Score: 0.9065546218487395

07/08 19:06:45 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:06:45 - INFO - This estimator executed 0.0111 minutes
07/08 19:06:45 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:06:45 - INFO - Current Running:ada estimator
07/08 19:06:46 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:06:46 - INFO - Best CV Score: 0.9240336134453783

07/08 19:06:46 - INFO - 0.924 (+/-0.06) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:06:46 - INFO - This estimator executed 0.012 minutes
07/08 19:06:46 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:06:46 - INFO - Current Running:gb estimator
07/08 19:06:46 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:06:46 - INFO - Best CV Score: 0.9238655462184873

07/08 19:06:46 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:06:46 - INFO - This estimator executed 0.0049 minutes
07/08 19:06:46 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:06:46 - INFO - Current Running:xgb estimator
07/08 19:06:46 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:06:46 - INFO - Best CV Score: 0.9295798319327732

07/08 19:06:46 - INFO - 0.93 (+/-0.08) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:06:46 - INFO - This estimator executed 0.0021 minutes
07/08 19:06:46 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:06:46 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:06:46 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:06:46 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 19:06:46 - INFO - ada -- Accuracy: 0.93 / Precision: 0.957 / Recall: 0.88 / Latency: 18.0s
07/08 19:06:46 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:06:46 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:07:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:03 - INFO - Current Running:lgr estimator
07/08 19:07:04 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:07:04 - INFO - Best CV Score: 0.9299159663865547

07/08 19:07:04 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:07:04 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:07:04 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:07:04 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:07:04 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:07:04 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:07:04 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 19:07:04 - INFO - This estimator executed 0.0139 minutes
07/08 19:07:04 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:04 - INFO - Current Running:svm estimator
07/08 19:07:04 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:07:04 - INFO - Best CV Score: 0.9005042016806722

07/08 19:07:04 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:07:04 - INFO - This estimator executed 0.0034 minutes
07/08 19:07:04 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:04 - INFO - Current Running:mlp estimator
07/08 19:07:04 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:07:04 - INFO - Best CV Score: 0.5205042016806722

07/08 19:07:04 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:07:04 - INFO - This estimator executed 0.0016 minutes
07/08 19:07:04 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:04 - INFO - Current Running:rf estimator
07/08 19:07:05 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:07:05 - INFO - Best CV Score: 0.9067226890756303

07/08 19:07:05 - INFO - 0.907 (+/-0.092) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:07:05 - INFO - This estimator executed 0.0076 minutes
07/08 19:07:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:05 - INFO - Current Running:ada estimator
07/08 19:07:05 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:07:05 - INFO - Best CV Score: 0.9063865546218487

07/08 19:07:05 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:07:05 - INFO - This estimator executed 0.008 minutes
07/08 19:07:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:05 - INFO - Current Running:gb estimator
07/08 19:07:05 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:07:05 - INFO - Best CV Score: 0.9297478991596637

07/08 19:07:05 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:07:05 - INFO - This estimator executed 0.0034 minutes
07/08 19:07:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:05 - INFO - Current Running:xgb estimator
07/08 19:07:06 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:07:06 - INFO - Best CV Score: 0.9415126050420168

07/08 19:07:06 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:07:06 - INFO - This estimator executed 0.002 minutes
07/08 19:07:06 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:07:06 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:07:06 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:07:06 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:07:06 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:07:06 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:07:06 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:07:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:08 - INFO - Current Running:lgr estimator
07/08 19:07:09 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:07:09 - INFO - Best CV Score: 0.9591596638655462

07/08 19:07:09 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:07:09 - INFO - 0.924 (+/-0.077) for {'C': 0.01, 'random_state': 13}
07/08 19:07:09 - INFO - 0.93 (+/-0.085) for {'C': 0.1, 'random_state': 13}
07/08 19:07:09 - INFO - 0.959 (+/-0.047) for {'C': 1, 'random_state': 13}
07/08 19:07:09 - INFO - 0.948 (+/-0.068) for {'C': 10, 'random_state': 13}
07/08 19:07:09 - INFO - 0.953 (+/-0.06) for {'C': 100, 'random_state': 13}
07/08 19:07:09 - INFO - 0.947 (+/-0.044) for {'C': 1000, 'random_state': 13}
07/08 19:07:09 - INFO - This estimator executed 0.0065 minutes
07/08 19:07:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:09 - INFO - Current Running:svm estimator
07/08 19:07:09 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:07:09 - INFO - Best CV Score: 0.9709243697478991

07/08 19:07:09 - INFO - 0.971 (+/-0.036) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:07:09 - INFO - This estimator executed 0.0004 minutes
07/08 19:07:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:09 - INFO - Current Running:mlp estimator
07/08 19:07:09 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:07:09 - INFO - Best CV Score: 0.9183193277310926

07/08 19:07:09 - INFO - 0.918 (+/-0.093) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:07:09 - INFO - This estimator executed 0.0091 minutes
07/08 19:07:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:09 - INFO - Current Running:rf estimator
07/08 19:07:10 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:07:10 - INFO - Best CV Score: 0.9065546218487395

07/08 19:07:10 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:07:10 - INFO - This estimator executed 0.0076 minutes
07/08 19:07:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:10 - INFO - Current Running:ada estimator
07/08 19:07:10 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:07:10 - INFO - Best CV Score: 0.9240336134453783

07/08 19:07:10 - INFO - 0.924 (+/-0.06) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:07:10 - INFO - This estimator executed 0.0079 minutes
07/08 19:07:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:10 - INFO - Current Running:gb estimator
07/08 19:07:10 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:07:10 - INFO - Best CV Score: 0.9238655462184873

07/08 19:07:10 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:07:10 - INFO - This estimator executed 0.0034 minutes
07/08 19:07:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:10 - INFO - Current Running:xgb estimator
07/08 19:07:11 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:07:11 - INFO - Best CV Score: 0.9295798319327732

07/08 19:07:11 - INFO - 0.93 (+/-0.08) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:07:11 - INFO - This estimator executed 0.002 minutes
07/08 19:07:11 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:07:11 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 19:07:11 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 3.0s
07/08 19:07:11 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:07:11 - INFO - ada -- Accuracy: 0.93 / Precision: 0.957 / Recall: 0.88 / Latency: 15.0s
07/08 19:07:11 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:07:11 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:07:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:31 - INFO - Current Running:lgr estimator
07/08 19:07:32 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:07:32 - INFO - Best CV Score: 0.9357983193277309

07/08 19:07:32 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:07:32 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:07:32 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:07:32 - INFO - 0.889 (+/-0.101) for {'C': 1, 'random_state': 13}
07/08 19:07:32 - INFO - 0.924 (+/-0.121) for {'C': 10, 'random_state': 13}
07/08 19:07:32 - INFO - 0.936 (+/-0.101) for {'C': 100, 'random_state': 13}
07/08 19:07:32 - INFO - 0.93 (+/-0.121) for {'C': 1000, 'random_state': 13}
07/08 19:07:32 - INFO - This estimator executed 0.0142 minutes
07/08 19:07:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:32 - INFO - Current Running:svm estimator
07/08 19:07:32 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:07:32 - INFO - Best CV Score: 0.9005042016806722

07/08 19:07:32 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:07:32 - INFO - This estimator executed 0.0028 minutes
07/08 19:07:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:32 - INFO - Current Running:mlp estimator
07/08 19:07:32 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:07:32 - INFO - Best CV Score: 0.5205042016806722

07/08 19:07:32 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:07:32 - INFO - This estimator executed 0.0015 minutes
07/08 19:07:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:32 - INFO - Current Running:rf estimator
07/08 19:07:32 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:07:32 - INFO - Best CV Score: 0.9063865546218487

07/08 19:07:32 - INFO - 0.906 (+/-0.12) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:07:32 - INFO - This estimator executed 0.0075 minutes
07/08 19:07:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:32 - INFO - Current Running:ada estimator
07/08 19:07:33 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:07:33 - INFO - Best CV Score: 0.9003361344537815

07/08 19:07:33 - INFO - 0.9 (+/-0.11) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:07:33 - INFO - This estimator executed 0.008 minutes
07/08 19:07:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:33 - INFO - Current Running:gb estimator
07/08 19:07:33 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:07:33 - INFO - Best CV Score: 0.9122689075630251

07/08 19:07:33 - INFO - 0.912 (+/-0.064) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:07:33 - INFO - This estimator executed 0.0033 minutes
07/08 19:07:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:33 - INFO - Current Running:xgb estimator
07/08 19:07:33 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:07:33 - INFO - Best CV Score: 0.9357983193277309

07/08 19:07:33 - INFO - 0.936 (+/-0.043) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:07:33 - INFO - This estimator executed 0.002 minutes
07/08 19:07:33 - INFO - lgr -- Accuracy: 0.93 / Precision: 0.92 / Recall: 0.92 / Latency: 3.0s
07/08 19:07:33 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 2.0s
07/08 19:07:33 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:07:33 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:07:33 - INFO - ada -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 17.0s
07/08 19:07:33 - INFO - gb -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 4.0s
07/08 19:07:33 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:07:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:36 - INFO - Current Running:lgr estimator
07/08 19:07:36 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:07:36 - INFO - Best CV Score: 0.9534453781512605

07/08 19:07:36 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:07:36 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 19:07:36 - INFO - 0.942 (+/-0.052) for {'C': 0.1, 'random_state': 13}
07/08 19:07:36 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 19:07:36 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 19:07:36 - INFO - 0.942 (+/-0.083) for {'C': 100, 'random_state': 13}
07/08 19:07:36 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:07:36 - INFO - This estimator executed 0.0068 minutes
07/08 19:07:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:36 - INFO - Current Running:svm estimator
07/08 19:07:36 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:07:36 - INFO - Best CV Score: 0.9650420168067226

07/08 19:07:36 - INFO - 0.965 (+/-0.022) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:07:36 - INFO - This estimator executed 0.0004 minutes
07/08 19:07:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:36 - INFO - Current Running:mlp estimator
07/08 19:07:37 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:07:37 - INFO - Best CV Score: 0.906890756302521

07/08 19:07:37 - INFO - 0.907 (+/-0.098) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:07:37 - INFO - This estimator executed 0.009 minutes
07/08 19:07:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:37 - INFO - Current Running:rf estimator
07/08 19:07:37 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:07:37 - INFO - Best CV Score: 0.9065546218487395

07/08 19:07:37 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:07:37 - INFO - This estimator executed 0.0073 minutes
07/08 19:07:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:37 - INFO - Current Running:ada estimator
07/08 19:07:38 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:07:38 - INFO - Best CV Score: 0.9181512605042016

07/08 19:07:38 - INFO - 0.918 (+/-0.023) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:07:38 - INFO - This estimator executed 0.0082 minutes
07/08 19:07:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:38 - INFO - Current Running:gb estimator
07/08 19:07:38 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:07:38 - INFO - Best CV Score: 0.9297478991596637

07/08 19:07:38 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:07:38 - INFO - This estimator executed 0.0035 minutes
07/08 19:07:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:38 - INFO - Current Running:xgb estimator
07/08 19:07:38 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:07:38 - INFO - Best CV Score: 0.917983193277311

07/08 19:07:38 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:07:38 - INFO - This estimator executed 0.0019 minutes
07/08 19:07:38 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:07:38 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:07:38 - INFO - mlp -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:07:38 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:07:38 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:07:38 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 4.0s
07/08 19:07:38 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:07:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:52 - INFO - Current Running:lgr estimator
07/08 19:07:53 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:07:53 - INFO - Best CV Score: 0.9356302521008404

07/08 19:07:53 - INFO - 0.865 (+/-0.103) for {'C': 0.001, 'random_state': 13}
07/08 19:07:53 - INFO - 0.866 (+/-0.095) for {'C': 0.01, 'random_state': 13}
07/08 19:07:53 - INFO - 0.889 (+/-0.078) for {'C': 0.1, 'random_state': 13}
07/08 19:07:53 - INFO - 0.889 (+/-0.078) for {'C': 1, 'random_state': 13}
07/08 19:07:53 - INFO - 0.924 (+/-0.08) for {'C': 10, 'random_state': 13}
07/08 19:07:53 - INFO - 0.93 (+/-0.071) for {'C': 100, 'random_state': 13}
07/08 19:07:53 - INFO - 0.936 (+/-0.044) for {'C': 1000, 'random_state': 13}
07/08 19:07:53 - INFO - This estimator executed 0.0118 minutes
07/08 19:07:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:53 - INFO - Current Running:svm estimator
07/08 19:07:53 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:07:53 - INFO - Best CV Score: 0.8889075630252101

07/08 19:07:53 - INFO - 0.889 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:07:53 - INFO - This estimator executed 0.0005 minutes
07/08 19:07:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:53 - INFO - Current Running:mlp estimator
07/08 19:07:53 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:07:53 - INFO - Best CV Score: 0.5262184873949579

07/08 19:07:53 - INFO - 0.526 (+/-0.028) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:07:53 - INFO - This estimator executed 0.0016 minutes
07/08 19:07:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:53 - INFO - Current Running:rf estimator
07/08 19:07:53 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:07:53 - INFO - Best CV Score: 0.9122689075630251

07/08 19:07:53 - INFO - 0.912 (+/-0.074) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:07:53 - INFO - This estimator executed 0.0073 minutes
07/08 19:07:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:53 - INFO - Current Running:ada estimator
07/08 19:07:54 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:07:54 - INFO - Best CV Score: 0.9119327731092437

07/08 19:07:54 - INFO - 0.912 (+/-0.124) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:07:54 - INFO - This estimator executed 0.0079 minutes
07/08 19:07:54 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:54 - INFO - Current Running:gb estimator
07/08 19:07:54 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:07:54 - INFO - Best CV Score: 0.9238655462184873

07/08 19:07:54 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:07:54 - INFO - This estimator executed 0.0033 minutes
07/08 19:07:54 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:54 - INFO - Current Running:xgb estimator
07/08 19:07:54 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:07:54 - INFO - Best CV Score: 0.9354621848739495

07/08 19:07:54 - INFO - 0.935 (+/-0.045) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:07:54 - INFO - This estimator executed 0.0021 minutes
07/08 19:07:54 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 2.0s
07/08 19:07:54 - INFO - svm -- Accuracy: 0.93 / Precision: 0.889 / Recall: 0.96 / Latency: 3.0s
07/08 19:07:54 - INFO - mlp -- Accuracy: 0.491 / Precision: 0.463 / Recall: 1.0 / Latency: 4.0s
07/08 19:07:54 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:07:54 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 17.0s
07/08 19:07:54 - INFO - gb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:07:54 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:07:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:57 - INFO - Current Running:lgr estimator
07/08 19:07:57 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:07:57 - INFO - Best CV Score: 0.9534453781512605

07/08 19:07:57 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:07:57 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 19:07:57 - INFO - 0.942 (+/-0.052) for {'C': 0.1, 'random_state': 13}
07/08 19:07:57 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 19:07:57 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 19:07:57 - INFO - 0.942 (+/-0.083) for {'C': 100, 'random_state': 13}
07/08 19:07:57 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:07:57 - INFO - This estimator executed 0.0069 minutes
07/08 19:07:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:57 - INFO - Current Running:svm estimator
07/08 19:07:57 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:07:57 - INFO - Best CV Score: 0.9650420168067226

07/08 19:07:57 - INFO - 0.965 (+/-0.022) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:07:57 - INFO - This estimator executed 0.0004 minutes
07/08 19:07:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:57 - INFO - Current Running:mlp estimator
07/08 19:07:58 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:07:58 - INFO - Best CV Score: 0.8717647058823529

07/08 19:07:58 - INFO - 0.872 (+/-0.118) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:07:58 - INFO - This estimator executed 0.0091 minutes
07/08 19:07:58 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:58 - INFO - Current Running:rf estimator
07/08 19:07:58 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:07:58 - INFO - Best CV Score: 0.9065546218487395

07/08 19:07:58 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:07:58 - INFO - This estimator executed 0.0073 minutes
07/08 19:07:58 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:58 - INFO - Current Running:ada estimator
07/08 19:07:59 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:07:59 - INFO - Best CV Score: 0.9181512605042016

07/08 19:07:59 - INFO - 0.918 (+/-0.023) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:07:59 - INFO - This estimator executed 0.008 minutes
07/08 19:07:59 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:59 - INFO - Current Running:gb estimator
07/08 19:07:59 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:07:59 - INFO - Best CV Score: 0.9297478991596637

07/08 19:07:59 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:07:59 - INFO - This estimator executed 0.0034 minutes
07/08 19:07:59 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:07:59 - INFO - Current Running:xgb estimator
07/08 19:07:59 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:07:59 - INFO - Best CV Score: 0.917983193277311

07/08 19:07:59 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:07:59 - INFO - This estimator executed 0.002 minutes
07/08 19:07:59 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:07:59 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:07:59 - INFO - mlp -- Accuracy: 0.842 / Precision: 0.9 / Recall: 0.72 / Latency: 3.0s
07/08 19:07:59 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:07:59 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:07:59 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 4.0s
07/08 19:07:59 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:08:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:08:15 - INFO - Current Running:lgr estimator
07/08 19:08:15 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:08:15 - INFO - Best CV Score: 0.9299159663865547

07/08 19:08:15 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:08:15 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:08:15 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:08:15 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:08:15 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:08:15 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:08:15 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 19:08:15 - INFO - This estimator executed 0.0136 minutes
07/08 19:08:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:08:15 - INFO - Current Running:svm estimator
07/08 19:08:16 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:08:16 - INFO - Best CV Score: 0.9005042016806722

07/08 19:08:16 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:08:16 - INFO - This estimator executed 0.0034 minutes
07/08 19:08:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:08:16 - INFO - Current Running:mlp estimator
07/08 19:08:16 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:08:16 - INFO - Best CV Score: 0.5205042016806722

07/08 19:08:16 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:08:16 - INFO - This estimator executed 0.0015 minutes
07/08 19:08:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:08:16 - INFO - Current Running:rf estimator
07/08 19:08:16 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:08:16 - INFO - Best CV Score: 0.9122689075630254

07/08 19:08:16 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:08:16 - INFO - This estimator executed 0.0075 minutes
07/08 19:08:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:08:16 - INFO - Current Running:ada estimator
07/08 19:08:17 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:08:17 - INFO - Best CV Score: 0.9063865546218487

07/08 19:08:17 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:08:17 - INFO - This estimator executed 0.0079 minutes
07/08 19:08:17 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:08:17 - INFO - Current Running:gb estimator
07/08 19:08:17 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:08:17 - INFO - Best CV Score: 0.9297478991596637

07/08 19:08:17 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:08:17 - INFO - This estimator executed 0.0033 minutes
07/08 19:08:17 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:08:17 - INFO - Current Running:xgb estimator
07/08 19:08:17 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:08:17 - INFO - Best CV Score: 0.9415126050420168

07/08 19:08:17 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:08:17 - INFO - This estimator executed 0.0021 minutes
07/08 19:08:17 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 19:08:17 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:08:17 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:08:17 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:08:17 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:08:17 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:08:17 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:08:20 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:08:20 - INFO - Current Running:lgr estimator
07/08 19:08:20 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:08:20 - INFO - Best CV Score: 0.9591596638655462

07/08 19:08:20 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:08:20 - INFO - 0.924 (+/-0.077) for {'C': 0.01, 'random_state': 13}
07/08 19:08:20 - INFO - 0.93 (+/-0.085) for {'C': 0.1, 'random_state': 13}
07/08 19:08:20 - INFO - 0.959 (+/-0.047) for {'C': 1, 'random_state': 13}
07/08 19:08:20 - INFO - 0.948 (+/-0.068) for {'C': 10, 'random_state': 13}
07/08 19:08:20 - INFO - 0.953 (+/-0.06) for {'C': 100, 'random_state': 13}
07/08 19:08:20 - INFO - 0.947 (+/-0.044) for {'C': 1000, 'random_state': 13}
07/08 19:08:20 - INFO - This estimator executed 0.0066 minutes
07/08 19:08:20 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:08:20 - INFO - Current Running:svm estimator
07/08 19:08:20 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:08:20 - INFO - Best CV Score: 0.9709243697478991

07/08 19:08:20 - INFO - 0.971 (+/-0.036) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:08:20 - INFO - This estimator executed 0.0005 minutes
07/08 19:08:20 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:08:20 - INFO - Current Running:mlp estimator
07/08 19:08:21 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:08:21 - INFO - Best CV Score: 0.8833613445378152

07/08 19:08:21 - INFO - 0.883 (+/-0.071) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:08:21 - INFO - This estimator executed 0.0089 minutes
07/08 19:08:21 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:08:21 - INFO - Current Running:rf estimator
07/08 19:08:21 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:08:21 - INFO - Best CV Score: 0.9122689075630254

07/08 19:08:21 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:08:21 - INFO - This estimator executed 0.0072 minutes
07/08 19:08:21 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:08:21 - INFO - Current Running:ada estimator
07/08 19:08:22 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:08:22 - INFO - Best CV Score: 0.9240336134453783

07/08 19:08:22 - INFO - 0.924 (+/-0.06) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:08:22 - INFO - This estimator executed 0.0081 minutes
07/08 19:08:22 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:08:22 - INFO - Current Running:gb estimator
07/08 19:08:22 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:08:22 - INFO - Best CV Score: 0.9238655462184873

07/08 19:08:22 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:08:22 - INFO - This estimator executed 0.0033 minutes
07/08 19:08:22 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:08:22 - INFO - Current Running:xgb estimator
07/08 19:08:22 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:08:22 - INFO - Best CV Score: 0.9295798319327732

07/08 19:08:22 - INFO - 0.93 (+/-0.08) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:08:22 - INFO - This estimator executed 0.002 minutes
07/08 19:08:22 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:08:22 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:08:22 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 3.0s
07/08 19:08:22 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:08:22 - INFO - ada -- Accuracy: 0.93 / Precision: 0.957 / Recall: 0.88 / Latency: 17.0s
07/08 19:08:22 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:08:22 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:08:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:08:37 - INFO - Current Running:lgr estimator
07/08 19:08:38 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:08:38 - INFO - Best CV Score: 0.9299159663865547

07/08 19:08:38 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:08:38 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:08:38 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:08:38 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:08:38 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:08:38 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:08:38 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 19:08:38 - INFO - This estimator executed 0.0136 minutes
07/08 19:08:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:08:38 - INFO - Current Running:svm estimator
07/08 19:08:38 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:08:38 - INFO - Best CV Score: 0.9005042016806722

07/08 19:08:38 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:08:38 - INFO - This estimator executed 0.0035 minutes
07/08 19:08:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:08:38 - INFO - Current Running:mlp estimator
07/08 19:08:38 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:08:38 - INFO - Best CV Score: 0.5205042016806722

07/08 19:08:38 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:08:38 - INFO - This estimator executed 0.0014 minutes
07/08 19:08:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:08:38 - INFO - Current Running:rf estimator
07/08 19:08:39 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:08:39 - INFO - Best CV Score: 0.9065546218487395

07/08 19:08:39 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:08:39 - INFO - This estimator executed 0.0073 minutes
07/08 19:08:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:08:39 - INFO - Current Running:ada estimator
07/08 19:08:39 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:08:39 - INFO - Best CV Score: 0.9063865546218487

07/08 19:08:39 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:08:39 - INFO - This estimator executed 0.008 minutes
07/08 19:08:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:08:39 - INFO - Current Running:gb estimator
07/08 19:08:39 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:08:39 - INFO - Best CV Score: 0.9297478991596637

07/08 19:08:39 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:08:39 - INFO - This estimator executed 0.0033 minutes
07/08 19:08:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:08:39 - INFO - Current Running:xgb estimator
07/08 19:08:39 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:08:39 - INFO - Best CV Score: 0.9415126050420168

07/08 19:08:39 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:08:39 - INFO - This estimator executed 0.0021 minutes
07/08 19:08:40 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:08:40 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:08:40 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:08:40 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:08:40 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 18.0s
07/08 19:08:40 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:08:40 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:08:42 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:08:42 - INFO - Current Running:lgr estimator
07/08 19:08:43 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:08:43 - INFO - Best CV Score: 0.9534453781512605

07/08 19:08:43 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:08:43 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 19:08:43 - INFO - 0.942 (+/-0.052) for {'C': 0.1, 'random_state': 13}
07/08 19:08:43 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 19:08:43 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 19:08:43 - INFO - 0.942 (+/-0.083) for {'C': 100, 'random_state': 13}
07/08 19:08:43 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:08:43 - INFO - This estimator executed 0.0069 minutes
07/08 19:08:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:08:43 - INFO - Current Running:svm estimator
07/08 19:08:43 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:08:43 - INFO - Best CV Score: 0.9650420168067226

07/08 19:08:43 - INFO - 0.965 (+/-0.022) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:08:43 - INFO - This estimator executed 0.0004 minutes
07/08 19:08:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:08:43 - INFO - Current Running:mlp estimator
07/08 19:08:43 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:08:43 - INFO - Best CV Score: 0.9124369747899159

07/08 19:08:43 - INFO - 0.912 (+/-0.073) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:08:43 - INFO - This estimator executed 0.0089 minutes
07/08 19:08:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:08:43 - INFO - Current Running:rf estimator
07/08 19:08:44 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:08:44 - INFO - Best CV Score: 0.9122689075630254

07/08 19:08:44 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:08:44 - INFO - This estimator executed 0.0073 minutes
07/08 19:08:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:08:44 - INFO - Current Running:ada estimator
07/08 19:08:44 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:08:44 - INFO - Best CV Score: 0.9181512605042016

07/08 19:08:44 - INFO - 0.918 (+/-0.023) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:08:44 - INFO - This estimator executed 0.0079 minutes
07/08 19:08:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:08:44 - INFO - Current Running:gb estimator
07/08 19:08:44 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:08:44 - INFO - Best CV Score: 0.9297478991596637

07/08 19:08:44 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:08:44 - INFO - This estimator executed 0.0033 minutes
07/08 19:08:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:08:44 - INFO - Current Running:xgb estimator
07/08 19:08:44 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:08:44 - INFO - Best CV Score: 0.917983193277311

07/08 19:08:44 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:08:44 - INFO - This estimator executed 0.002 minutes
07/08 19:08:44 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:08:44 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:08:44 - INFO - mlp -- Accuracy: 0.825 / Precision: 0.8 / Recall: 0.8 / Latency: 3.0s
07/08 19:08:44 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:08:45 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:08:45 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:08:45 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:08:59 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:08:59 - INFO - Current Running:lgr estimator
07/08 19:09:00 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:09:00 - INFO - Best CV Score: 0.9299159663865547

07/08 19:09:00 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:09:00 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:09:00 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:09:00 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:09:00 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:09:00 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:09:00 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 19:09:00 - INFO - This estimator executed 0.0144 minutes
07/08 19:09:00 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:00 - INFO - Current Running:svm estimator
07/08 19:09:00 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:09:00 - INFO - Best CV Score: 0.9005042016806722

07/08 19:09:00 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:09:00 - INFO - This estimator executed 0.0034 minutes
07/08 19:09:00 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:00 - INFO - Current Running:mlp estimator
07/08 19:09:00 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:09:00 - INFO - Best CV Score: 0.5205042016806722

07/08 19:09:00 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:09:00 - INFO - This estimator executed 0.0015 minutes
07/08 19:09:00 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:00 - INFO - Current Running:rf estimator
07/08 19:09:01 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:09:01 - INFO - Best CV Score: 0.9122689075630254

07/08 19:09:01 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:09:01 - INFO - This estimator executed 0.0071 minutes
07/08 19:09:01 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:01 - INFO - Current Running:ada estimator
07/08 19:09:01 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:09:01 - INFO - Best CV Score: 0.9063865546218487

07/08 19:09:01 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:09:01 - INFO - This estimator executed 0.008 minutes
07/08 19:09:01 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:01 - INFO - Current Running:gb estimator
07/08 19:09:01 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:09:01 - INFO - Best CV Score: 0.9297478991596637

07/08 19:09:01 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:09:01 - INFO - This estimator executed 0.0033 minutes
07/08 19:09:01 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:01 - INFO - Current Running:xgb estimator
07/08 19:09:01 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:09:01 - INFO - Best CV Score: 0.9415126050420168

07/08 19:09:01 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:09:01 - INFO - This estimator executed 0.002 minutes
07/08 19:09:01 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 4.0s
07/08 19:09:01 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:09:01 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:09:01 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:09:01 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:09:01 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:09:01 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:09:04 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:04 - INFO - Current Running:lgr estimator
07/08 19:09:04 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:09:04 - INFO - Best CV Score: 0.9534453781512605

07/08 19:09:04 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:09:04 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 19:09:04 - INFO - 0.942 (+/-0.052) for {'C': 0.1, 'random_state': 13}
07/08 19:09:04 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 19:09:04 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 19:09:04 - INFO - 0.942 (+/-0.083) for {'C': 100, 'random_state': 13}
07/08 19:09:04 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:09:04 - INFO - This estimator executed 0.0069 minutes
07/08 19:09:04 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:04 - INFO - Current Running:svm estimator
07/08 19:09:04 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:09:04 - INFO - Best CV Score: 0.9650420168067226

07/08 19:09:04 - INFO - 0.965 (+/-0.022) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:09:04 - INFO - This estimator executed 0.0005 minutes
07/08 19:09:04 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:04 - INFO - Current Running:mlp estimator
07/08 19:09:05 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:09:05 - INFO - Best CV Score: 0.8830252100840335

07/08 19:09:05 - INFO - 0.883 (+/-0.083) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:09:05 - INFO - This estimator executed 0.0091 minutes
07/08 19:09:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:05 - INFO - Current Running:rf estimator
07/08 19:09:05 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:09:05 - INFO - Best CV Score: 0.9065546218487395

07/08 19:09:05 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:09:05 - INFO - This estimator executed 0.0074 minutes
07/08 19:09:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:05 - INFO - Current Running:ada estimator
07/08 19:09:06 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:09:06 - INFO - Best CV Score: 0.9181512605042016

07/08 19:09:06 - INFO - 0.918 (+/-0.023) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:09:06 - INFO - This estimator executed 0.008 minutes
07/08 19:09:06 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:06 - INFO - Current Running:gb estimator
07/08 19:09:06 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:09:06 - INFO - Best CV Score: 0.9297478991596637

07/08 19:09:06 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:09:06 - INFO - This estimator executed 0.0035 minutes
07/08 19:09:06 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:06 - INFO - Current Running:xgb estimator
07/08 19:09:06 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:09:06 - INFO - Best CV Score: 0.917983193277311

07/08 19:09:06 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:09:06 - INFO - This estimator executed 0.002 minutes
07/08 19:09:06 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 19:09:06 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:09:06 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.95 / Recall: 0.76 / Latency: 3.0s
07/08 19:09:06 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:09:06 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 15.0s
07/08 19:09:06 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 2.0s
07/08 19:09:06 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:09:22 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:22 - INFO - Current Running:lgr estimator
07/08 19:09:23 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:09:23 - INFO - Best CV Score: 0.9299159663865547

07/08 19:09:23 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:09:23 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:09:23 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:09:23 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:09:23 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:09:23 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:09:23 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 19:09:23 - INFO - This estimator executed 0.0135 minutes
07/08 19:09:23 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:23 - INFO - Current Running:svm estimator
07/08 19:09:23 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:09:23 - INFO - Best CV Score: 0.9005042016806722

07/08 19:09:23 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:09:23 - INFO - This estimator executed 0.0034 minutes
07/08 19:09:23 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:23 - INFO - Current Running:mlp estimator
07/08 19:09:24 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:09:24 - INFO - Best CV Score: 0.5205042016806722

07/08 19:09:24 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:09:24 - INFO - This estimator executed 0.0014 minutes
07/08 19:09:24 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:24 - INFO - Current Running:rf estimator
07/08 19:09:24 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:09:24 - INFO - Best CV Score: 0.9065546218487395

07/08 19:09:24 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:09:24 - INFO - This estimator executed 0.0074 minutes
07/08 19:09:24 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:24 - INFO - Current Running:ada estimator
07/08 19:09:24 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:09:24 - INFO - Best CV Score: 0.9063865546218487

07/08 19:09:24 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:09:24 - INFO - This estimator executed 0.008 minutes
07/08 19:09:24 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:24 - INFO - Current Running:gb estimator
07/08 19:09:25 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:09:25 - INFO - Best CV Score: 0.9297478991596637

07/08 19:09:25 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:09:25 - INFO - This estimator executed 0.0033 minutes
07/08 19:09:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:25 - INFO - Current Running:xgb estimator
07/08 19:09:25 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:09:25 - INFO - Best CV Score: 0.9415126050420168

07/08 19:09:25 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:09:25 - INFO - This estimator executed 0.002 minutes
07/08 19:09:25 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:09:25 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:09:25 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:09:25 - INFO - rf -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 12.0s
07/08 19:09:25 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:09:25 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:09:25 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:09:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:28 - INFO - Current Running:lgr estimator
07/08 19:09:28 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:09:28 - INFO - Best CV Score: 0.9591596638655462

07/08 19:09:28 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:09:28 - INFO - 0.924 (+/-0.077) for {'C': 0.01, 'random_state': 13}
07/08 19:09:28 - INFO - 0.93 (+/-0.085) for {'C': 0.1, 'random_state': 13}
07/08 19:09:28 - INFO - 0.959 (+/-0.047) for {'C': 1, 'random_state': 13}
07/08 19:09:28 - INFO - 0.948 (+/-0.068) for {'C': 10, 'random_state': 13}
07/08 19:09:28 - INFO - 0.953 (+/-0.06) for {'C': 100, 'random_state': 13}
07/08 19:09:28 - INFO - 0.947 (+/-0.044) for {'C': 1000, 'random_state': 13}
07/08 19:09:28 - INFO - This estimator executed 0.0066 minutes
07/08 19:09:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:28 - INFO - Current Running:svm estimator
07/08 19:09:28 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:09:28 - INFO - Best CV Score: 0.9709243697478991

07/08 19:09:28 - INFO - 0.971 (+/-0.036) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:09:28 - INFO - This estimator executed 0.0005 minutes
07/08 19:09:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:28 - INFO - Current Running:mlp estimator
07/08 19:09:29 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:09:29 - INFO - Best CV Score: 0.8833613445378152

07/08 19:09:29 - INFO - 0.883 (+/-0.103) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:09:29 - INFO - This estimator executed 0.0091 minutes
07/08 19:09:29 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:29 - INFO - Current Running:rf estimator
07/08 19:09:29 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:09:29 - INFO - Best CV Score: 0.9122689075630254

07/08 19:09:29 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:09:29 - INFO - This estimator executed 0.0069 minutes
07/08 19:09:29 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:29 - INFO - Current Running:ada estimator
07/08 19:09:30 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:09:30 - INFO - Best CV Score: 0.9240336134453783

07/08 19:09:30 - INFO - 0.924 (+/-0.06) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:09:30 - INFO - This estimator executed 0.0079 minutes
07/08 19:09:30 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:30 - INFO - Current Running:gb estimator
07/08 19:09:30 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:09:30 - INFO - Best CV Score: 0.9238655462184873

07/08 19:09:30 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:09:30 - INFO - This estimator executed 0.0033 minutes
07/08 19:09:30 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:30 - INFO - Current Running:xgb estimator
07/08 19:09:30 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:09:30 - INFO - Best CV Score: 0.9295798319327732

07/08 19:09:30 - INFO - 0.93 (+/-0.08) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:09:30 - INFO - This estimator executed 0.002 minutes
07/08 19:09:30 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:09:30 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:09:30 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:09:30 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:09:30 - INFO - ada -- Accuracy: 0.93 / Precision: 0.957 / Recall: 0.88 / Latency: 17.0s
07/08 19:09:30 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 4.0s
07/08 19:09:30 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:09:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:47 - INFO - Current Running:lgr estimator
07/08 19:09:48 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:09:48 - INFO - Best CV Score: 0.9299159663865547

07/08 19:09:48 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:09:48 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:09:48 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:09:48 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:09:48 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:09:48 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:09:48 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 19:09:48 - INFO - This estimator executed 0.0133 minutes
07/08 19:09:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:48 - INFO - Current Running:svm estimator
07/08 19:09:48 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:09:48 - INFO - Best CV Score: 0.9005042016806722

07/08 19:09:48 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:09:48 - INFO - This estimator executed 0.004 minutes
07/08 19:09:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:48 - INFO - Current Running:mlp estimator
07/08 19:09:48 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:09:48 - INFO - Best CV Score: 0.5205042016806722

07/08 19:09:48 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:09:48 - INFO - This estimator executed 0.0031 minutes
07/08 19:09:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:48 - INFO - Current Running:rf estimator
07/08 19:09:49 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:09:49 - INFO - Best CV Score: 0.9122689075630254

07/08 19:09:49 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:09:49 - INFO - This estimator executed 0.0092 minutes
07/08 19:09:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:49 - INFO - Current Running:ada estimator
07/08 19:09:49 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:09:49 - INFO - Best CV Score: 0.9063865546218487

07/08 19:09:49 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:09:49 - INFO - This estimator executed 0.008 minutes
07/08 19:09:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:49 - INFO - Current Running:gb estimator
07/08 19:09:50 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:09:50 - INFO - Best CV Score: 0.9297478991596637

07/08 19:09:50 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:09:50 - INFO - This estimator executed 0.0033 minutes
07/08 19:09:50 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:50 - INFO - Current Running:xgb estimator
07/08 19:09:50 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:09:50 - INFO - Best CV Score: 0.9415126050420168

07/08 19:09:50 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:09:50 - INFO - This estimator executed 0.0021 minutes
07/08 19:09:50 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:09:50 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:09:50 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:09:50 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:09:50 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:09:50 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:09:50 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:09:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:53 - INFO - Current Running:lgr estimator
07/08 19:09:53 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:09:53 - INFO - Best CV Score: 0.9591596638655462

07/08 19:09:53 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:09:53 - INFO - 0.924 (+/-0.077) for {'C': 0.01, 'random_state': 13}
07/08 19:09:53 - INFO - 0.93 (+/-0.085) for {'C': 0.1, 'random_state': 13}
07/08 19:09:53 - INFO - 0.959 (+/-0.047) for {'C': 1, 'random_state': 13}
07/08 19:09:53 - INFO - 0.948 (+/-0.068) for {'C': 10, 'random_state': 13}
07/08 19:09:53 - INFO - 0.953 (+/-0.06) for {'C': 100, 'random_state': 13}
07/08 19:09:53 - INFO - 0.947 (+/-0.044) for {'C': 1000, 'random_state': 13}
07/08 19:09:53 - INFO - This estimator executed 0.0064 minutes
07/08 19:09:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:53 - INFO - Current Running:svm estimator
07/08 19:09:53 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:09:53 - INFO - Best CV Score: 0.9709243697478991

07/08 19:09:53 - INFO - 0.971 (+/-0.036) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:09:53 - INFO - This estimator executed 0.0005 minutes
07/08 19:09:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:53 - INFO - Current Running:mlp estimator
07/08 19:09:54 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:09:54 - INFO - Best CV Score: 0.900672268907563

07/08 19:09:54 - INFO - 0.901 (+/-0.088) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:09:54 - INFO - This estimator executed 0.009 minutes
07/08 19:09:54 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:54 - INFO - Current Running:rf estimator
07/08 19:09:54 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:09:54 - INFO - Best CV Score: 0.9065546218487395

07/08 19:09:54 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:09:54 - INFO - This estimator executed 0.007 minutes
07/08 19:09:54 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:54 - INFO - Current Running:ada estimator
07/08 19:09:54 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:09:54 - INFO - Best CV Score: 0.9240336134453783

07/08 19:09:54 - INFO - 0.924 (+/-0.06) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:09:54 - INFO - This estimator executed 0.008 minutes
07/08 19:09:54 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:54 - INFO - Current Running:gb estimator
07/08 19:09:55 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:09:55 - INFO - Best CV Score: 0.9238655462184873

07/08 19:09:55 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:09:55 - INFO - This estimator executed 0.0033 minutes
07/08 19:09:55 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:09:55 - INFO - Current Running:xgb estimator
07/08 19:09:55 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:09:55 - INFO - Best CV Score: 0.9295798319327732

07/08 19:09:55 - INFO - 0.93 (+/-0.08) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:09:55 - INFO - This estimator executed 0.002 minutes
07/08 19:09:55 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:09:55 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:09:55 - INFO - mlp -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:09:55 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 19:09:55 - INFO - ada -- Accuracy: 0.93 / Precision: 0.957 / Recall: 0.88 / Latency: 17.0s
07/08 19:09:55 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:09:55 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:10:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:10:10 - INFO - Current Running:lgr estimator
07/08 19:10:11 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:10:11 - INFO - Best CV Score: 0.9299159663865547

07/08 19:10:11 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:10:11 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:10:11 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:10:11 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:10:11 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:10:11 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:10:11 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 19:10:11 - INFO - This estimator executed 0.0135 minutes
07/08 19:10:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:10:11 - INFO - Current Running:svm estimator
07/08 19:10:11 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:10:11 - INFO - Best CV Score: 0.9005042016806722

07/08 19:10:11 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:10:11 - INFO - This estimator executed 0.0033 minutes
07/08 19:10:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:10:11 - INFO - Current Running:mlp estimator
07/08 19:10:11 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:10:11 - INFO - Best CV Score: 0.5205042016806722

07/08 19:10:11 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:10:11 - INFO - This estimator executed 0.0015 minutes
07/08 19:10:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:10:11 - INFO - Current Running:rf estimator
07/08 19:10:12 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:10:12 - INFO - Best CV Score: 0.9065546218487395

07/08 19:10:12 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:10:12 - INFO - This estimator executed 0.0072 minutes
07/08 19:10:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:10:12 - INFO - Current Running:ada estimator
07/08 19:10:12 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:10:12 - INFO - Best CV Score: 0.9063865546218487

07/08 19:10:12 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:10:12 - INFO - This estimator executed 0.0079 minutes
07/08 19:10:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:10:12 - INFO - Current Running:gb estimator
07/08 19:10:12 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:10:12 - INFO - Best CV Score: 0.9297478991596637

07/08 19:10:12 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:10:12 - INFO - This estimator executed 0.0033 minutes
07/08 19:10:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:10:12 - INFO - Current Running:xgb estimator
07/08 19:10:12 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:10:12 - INFO - Best CV Score: 0.9415126050420168

07/08 19:10:12 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:10:12 - INFO - This estimator executed 0.0021 minutes
07/08 19:10:12 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:10:12 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:10:12 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:10:12 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:10:12 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:10:13 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:10:13 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:10:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:10:15 - INFO - Current Running:lgr estimator
07/08 19:10:16 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:10:16 - INFO - Best CV Score: 0.9534453781512605

07/08 19:10:16 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:10:16 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 19:10:16 - INFO - 0.942 (+/-0.052) for {'C': 0.1, 'random_state': 13}
07/08 19:10:16 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 19:10:16 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 19:10:16 - INFO - 0.942 (+/-0.083) for {'C': 100, 'random_state': 13}
07/08 19:10:16 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:10:16 - INFO - This estimator executed 0.0069 minutes
07/08 19:10:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:10:16 - INFO - Current Running:svm estimator
07/08 19:10:16 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:10:16 - INFO - Best CV Score: 0.9650420168067226

07/08 19:10:16 - INFO - 0.965 (+/-0.022) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:10:16 - INFO - This estimator executed 0.0004 minutes
07/08 19:10:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:10:16 - INFO - Current Running:mlp estimator
07/08 19:10:16 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:10:16 - INFO - Best CV Score: 0.8833613445378152

07/08 19:10:16 - INFO - 0.883 (+/-0.11) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:10:16 - INFO - This estimator executed 0.009 minutes
07/08 19:10:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:10:16 - INFO - Current Running:rf estimator
07/08 19:10:17 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:10:17 - INFO - Best CV Score: 0.9065546218487395

07/08 19:10:17 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:10:17 - INFO - This estimator executed 0.0074 minutes
07/08 19:10:17 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:10:17 - INFO - Current Running:ada estimator
07/08 19:10:17 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:10:17 - INFO - Best CV Score: 0.9181512605042016

07/08 19:10:17 - INFO - 0.918 (+/-0.023) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:10:17 - INFO - This estimator executed 0.0079 minutes
07/08 19:10:17 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:10:17 - INFO - Current Running:gb estimator
07/08 19:10:17 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:10:17 - INFO - Best CV Score: 0.9297478991596637

07/08 19:10:17 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:10:17 - INFO - This estimator executed 0.0033 minutes
07/08 19:10:17 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:10:17 - INFO - Current Running:xgb estimator
07/08 19:10:17 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:10:17 - INFO - Best CV Score: 0.917983193277311

07/08 19:10:17 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:10:17 - INFO - This estimator executed 0.002 minutes
07/08 19:10:17 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 19:10:17 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 19:10:17 - INFO - mlp -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:10:17 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:10:17 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:10:17 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:10:17 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:10:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:10:36 - INFO - Current Running:lgr estimator
07/08 19:10:37 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:10:37 - INFO - Best CV Score: 0.9299159663865547

07/08 19:10:37 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:10:37 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:10:37 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:10:37 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:10:37 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:10:37 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:10:37 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 19:10:37 - INFO - This estimator executed 0.0136 minutes
07/08 19:10:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:10:37 - INFO - Current Running:svm estimator
07/08 19:10:37 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:10:37 - INFO - Best CV Score: 0.9005042016806722

07/08 19:10:37 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:10:37 - INFO - This estimator executed 0.0035 minutes
07/08 19:10:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:10:37 - INFO - Current Running:mlp estimator
07/08 19:10:38 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:10:38 - INFO - Best CV Score: 0.5205042016806722

07/08 19:10:38 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:10:38 - INFO - This estimator executed 0.0014 minutes
07/08 19:10:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:10:38 - INFO - Current Running:rf estimator
07/08 19:10:38 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:10:38 - INFO - Best CV Score: 0.9065546218487395

07/08 19:10:38 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:10:38 - INFO - This estimator executed 0.0072 minutes
07/08 19:10:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:10:38 - INFO - Current Running:ada estimator
07/08 19:10:38 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:10:38 - INFO - Best CV Score: 0.9063865546218487

07/08 19:10:38 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:10:38 - INFO - This estimator executed 0.008 minutes
07/08 19:10:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:10:38 - INFO - Current Running:gb estimator
07/08 19:10:39 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:10:39 - INFO - Best CV Score: 0.9297478991596637

07/08 19:10:39 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:10:39 - INFO - This estimator executed 0.0032 minutes
07/08 19:10:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:10:39 - INFO - Current Running:xgb estimator
07/08 19:10:39 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:10:39 - INFO - Best CV Score: 0.9415126050420168

07/08 19:10:39 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:10:39 - INFO - This estimator executed 0.002 minutes
07/08 19:10:39 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:10:39 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:10:39 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:10:39 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:10:39 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:10:39 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:10:39 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:10:41 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:10:41 - INFO - Current Running:lgr estimator
07/08 19:10:42 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:10:42 - INFO - Best CV Score: 0.9534453781512605

07/08 19:10:42 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:10:42 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 19:10:42 - INFO - 0.942 (+/-0.052) for {'C': 0.1, 'random_state': 13}
07/08 19:10:42 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 19:10:42 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 19:10:42 - INFO - 0.942 (+/-0.083) for {'C': 100, 'random_state': 13}
07/08 19:10:42 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:10:42 - INFO - This estimator executed 0.0068 minutes
07/08 19:10:42 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:10:42 - INFO - Current Running:svm estimator
07/08 19:10:42 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:10:42 - INFO - Best CV Score: 0.9650420168067226

07/08 19:10:42 - INFO - 0.965 (+/-0.022) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:10:42 - INFO - This estimator executed 0.0005 minutes
07/08 19:10:42 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:10:42 - INFO - Current Running:mlp estimator
07/08 19:10:42 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:10:42 - INFO - Best CV Score: 0.9302521008403362

07/08 19:10:42 - INFO - 0.93 (+/-0.085) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:10:42 - INFO - This estimator executed 0.0089 minutes
07/08 19:10:42 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:10:42 - INFO - Current Running:rf estimator
07/08 19:10:43 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:10:43 - INFO - Best CV Score: 0.9065546218487395

07/08 19:10:43 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:10:43 - INFO - This estimator executed 0.0071 minutes
07/08 19:10:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:10:43 - INFO - Current Running:ada estimator
07/08 19:10:43 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:10:43 - INFO - Best CV Score: 0.9181512605042016

07/08 19:10:43 - INFO - 0.918 (+/-0.023) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:10:43 - INFO - This estimator executed 0.008 minutes
07/08 19:10:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:10:43 - INFO - Current Running:gb estimator
07/08 19:10:44 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:10:44 - INFO - Best CV Score: 0.9297478991596637

07/08 19:10:44 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:10:44 - INFO - This estimator executed 0.0033 minutes
07/08 19:10:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:10:44 - INFO - Current Running:xgb estimator
07/08 19:10:44 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:10:44 - INFO - Best CV Score: 0.917983193277311

07/08 19:10:44 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:10:44 - INFO - This estimator executed 0.002 minutes
07/08 19:10:44 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:10:44 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:10:44 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:10:44 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 19:10:44 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:10:44 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:10:44 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:10:58 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:10:58 - INFO - Current Running:lgr estimator
07/08 19:10:59 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:10:59 - INFO - Best CV Score: 0.9299159663865547

07/08 19:10:59 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:10:59 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:10:59 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:10:59 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:10:59 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:10:59 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:10:59 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 19:10:59 - INFO - This estimator executed 0.0136 minutes
07/08 19:10:59 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:10:59 - INFO - Current Running:svm estimator
07/08 19:10:59 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:10:59 - INFO - Best CV Score: 0.9005042016806722

07/08 19:10:59 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:10:59 - INFO - This estimator executed 0.0034 minutes
07/08 19:10:59 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:10:59 - INFO - Current Running:mlp estimator
07/08 19:10:59 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:10:59 - INFO - Best CV Score: 0.5205042016806722

07/08 19:10:59 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:10:59 - INFO - This estimator executed 0.0015 minutes
07/08 19:10:59 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:10:59 - INFO - Current Running:rf estimator
07/08 19:10:59 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:10:59 - INFO - Best CV Score: 0.9065546218487395

07/08 19:10:59 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:10:59 - INFO - This estimator executed 0.0074 minutes
07/08 19:10:59 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:10:59 - INFO - Current Running:ada estimator
07/08 19:11:00 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:11:00 - INFO - Best CV Score: 0.9063865546218487

07/08 19:11:00 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:11:00 - INFO - This estimator executed 0.0087 minutes
07/08 19:11:00 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:11:00 - INFO - Current Running:gb estimator
07/08 19:11:00 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:11:00 - INFO - Best CV Score: 0.9297478991596637

07/08 19:11:00 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:11:00 - INFO - This estimator executed 0.0033 minutes
07/08 19:11:00 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:11:00 - INFO - Current Running:xgb estimator
07/08 19:11:00 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:11:00 - INFO - Best CV Score: 0.9415126050420168

07/08 19:11:00 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:11:00 - INFO - This estimator executed 0.002 minutes
07/08 19:11:00 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:11:00 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:11:00 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 4.0s
07/08 19:11:00 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:11:00 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:11:00 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:11:00 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:11:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:11:03 - INFO - Current Running:lgr estimator
07/08 19:11:03 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:11:03 - INFO - Best CV Score: 0.9534453781512605

07/08 19:11:03 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:11:03 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 19:11:03 - INFO - 0.948 (+/-0.066) for {'C': 0.1, 'random_state': 13}
07/08 19:11:03 - INFO - 0.942 (+/-0.036) for {'C': 1, 'random_state': 13}
07/08 19:11:03 - INFO - 0.947 (+/-0.044) for {'C': 10, 'random_state': 13}
07/08 19:11:03 - INFO - 0.942 (+/-0.052) for {'C': 100, 'random_state': 13}
07/08 19:11:03 - INFO - 0.953 (+/-0.045) for {'C': 1000, 'random_state': 13}
07/08 19:11:03 - INFO - This estimator executed 0.0068 minutes
07/08 19:11:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:11:03 - INFO - Current Running:svm estimator
07/08 19:11:03 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:11:03 - INFO - Best CV Score: 0.9415126050420168

07/08 19:11:03 - INFO - 0.942 (+/-0.037) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:11:03 - INFO - This estimator executed 0.0005 minutes
07/08 19:11:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:11:03 - INFO - Current Running:mlp estimator
07/08 19:11:04 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:11:04 - INFO - Best CV Score: 0.8892436974789917

07/08 19:11:04 - INFO - 0.889 (+/-0.065) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:11:04 - INFO - This estimator executed 0.009 minutes
07/08 19:11:04 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:11:04 - INFO - Current Running:rf estimator
07/08 19:11:04 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:11:04 - INFO - Best CV Score: 0.9238655462184875

07/08 19:11:04 - INFO - 0.924 (+/-0.109) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:11:04 - INFO - This estimator executed 0.0073 minutes
07/08 19:11:04 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:11:04 - INFO - Current Running:ada estimator
07/08 19:11:05 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:11:05 - INFO - Best CV Score: 0.9121008403361344

07/08 19:11:05 - INFO - 0.912 (+/-0.075) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:11:05 - INFO - This estimator executed 0.0079 minutes
07/08 19:11:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:11:05 - INFO - Current Running:gb estimator
07/08 19:11:05 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:11:05 - INFO - Best CV Score: 0.9238655462184873

07/08 19:11:05 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:11:05 - INFO - This estimator executed 0.0033 minutes
07/08 19:11:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:11:05 - INFO - Current Running:xgb estimator
07/08 19:11:05 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:11:05 - INFO - Best CV Score: 0.9238655462184875

07/08 19:11:05 - INFO - 0.924 (+/-0.08) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:11:05 - INFO - This estimator executed 0.002 minutes
07/08 19:11:05 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 2.0s
07/08 19:11:05 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:11:05 - INFO - mlp -- Accuracy: 0.842 / Precision: 0.864 / Recall: 0.76 / Latency: 3.0s
07/08 19:11:05 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 19:11:05 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 16.0s
07/08 19:11:05 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:11:05 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:11:21 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:11:21 - INFO - Current Running:lgr estimator
07/08 19:11:22 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:11:22 - INFO - Best CV Score: 0.9299159663865547

07/08 19:11:22 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:11:22 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:11:22 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:11:22 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:11:22 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:11:22 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:11:22 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 19:11:22 - INFO - This estimator executed 0.0136 minutes
07/08 19:11:22 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:11:22 - INFO - Current Running:svm estimator
07/08 19:11:22 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:11:22 - INFO - Best CV Score: 0.9005042016806722

07/08 19:11:22 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:11:22 - INFO - This estimator executed 0.0034 minutes
07/08 19:11:22 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:11:22 - INFO - Current Running:mlp estimator
07/08 19:11:22 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:11:22 - INFO - Best CV Score: 0.5205042016806722

07/08 19:11:22 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:11:22 - INFO - This estimator executed 0.0015 minutes
07/08 19:11:22 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:11:22 - INFO - Current Running:rf estimator
07/08 19:11:23 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:11:23 - INFO - Best CV Score: 0.917983193277311

07/08 19:11:23 - INFO - 0.918 (+/-0.102) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:11:23 - INFO - This estimator executed 0.0074 minutes
07/08 19:11:23 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:11:23 - INFO - Current Running:ada estimator
07/08 19:11:23 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:11:23 - INFO - Best CV Score: 0.9063865546218487

07/08 19:11:23 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:11:23 - INFO - This estimator executed 0.0078 minutes
07/08 19:11:23 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:11:23 - INFO - Current Running:gb estimator
07/08 19:11:23 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:11:23 - INFO - Best CV Score: 0.9297478991596637

07/08 19:11:23 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:11:23 - INFO - This estimator executed 0.0033 minutes
07/08 19:11:23 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:11:23 - INFO - Current Running:xgb estimator
07/08 19:11:24 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:11:24 - INFO - Best CV Score: 0.9415126050420168

07/08 19:11:24 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:11:24 - INFO - This estimator executed 0.002 minutes
07/08 19:11:24 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:11:24 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 2.0s
07/08 19:11:24 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 4.0s
07/08 19:11:24 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:11:24 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:11:24 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:11:24 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:11:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:11:26 - INFO - Current Running:lgr estimator
07/08 19:11:27 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:11:27 - INFO - Best CV Score: 0.9534453781512605

07/08 19:11:27 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:11:27 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 19:11:27 - INFO - 0.942 (+/-0.052) for {'C': 0.1, 'random_state': 13}
07/08 19:11:27 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 19:11:27 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 19:11:27 - INFO - 0.942 (+/-0.083) for {'C': 100, 'random_state': 13}
07/08 19:11:27 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:11:27 - INFO - This estimator executed 0.0069 minutes
07/08 19:11:27 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:11:27 - INFO - Current Running:svm estimator
07/08 19:11:27 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:11:27 - INFO - Best CV Score: 0.9650420168067226

07/08 19:11:27 - INFO - 0.965 (+/-0.022) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:11:27 - INFO - This estimator executed 0.0005 minutes
07/08 19:11:27 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:11:27 - INFO - Current Running:mlp estimator
07/08 19:11:27 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:11:27 - INFO - Best CV Score: 0.9068907563025211

07/08 19:11:27 - INFO - 0.907 (+/-0.098) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:11:27 - INFO - This estimator executed 0.0091 minutes
07/08 19:11:27 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:11:27 - INFO - Current Running:rf estimator
07/08 19:11:28 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:11:28 - INFO - Best CV Score: 0.9122689075630254

07/08 19:11:28 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:11:28 - INFO - This estimator executed 0.0071 minutes
07/08 19:11:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:11:28 - INFO - Current Running:ada estimator
07/08 19:11:28 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:11:28 - INFO - Best CV Score: 0.9181512605042016

07/08 19:11:28 - INFO - 0.918 (+/-0.023) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:11:28 - INFO - This estimator executed 0.0078 minutes
07/08 19:11:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:11:28 - INFO - Current Running:gb estimator
07/08 19:11:28 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:11:28 - INFO - Best CV Score: 0.9297478991596637

07/08 19:11:28 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:11:28 - INFO - This estimator executed 0.0033 minutes
07/08 19:11:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:11:28 - INFO - Current Running:xgb estimator
07/08 19:11:28 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:11:28 - INFO - Best CV Score: 0.917983193277311

07/08 19:11:28 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:11:28 - INFO - This estimator executed 0.002 minutes
07/08 19:11:28 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:11:28 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 19:11:28 - INFO - mlp -- Accuracy: 0.842 / Precision: 0.864 / Recall: 0.76 / Latency: 3.0s
07/08 19:11:28 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:11:28 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:11:29 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 4.0s
07/08 19:11:29 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:11:42 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:11:42 - INFO - Current Running:lgr estimator
07/08 19:11:43 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:11:43 - INFO - Best CV Score: 0.9299159663865547

07/08 19:11:43 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:11:43 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:11:43 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:11:43 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:11:43 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:11:43 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:11:43 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 19:11:43 - INFO - This estimator executed 0.0135 minutes
07/08 19:11:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:11:43 - INFO - Current Running:svm estimator
07/08 19:11:43 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:11:43 - INFO - Best CV Score: 0.9005042016806722

07/08 19:11:43 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:11:43 - INFO - This estimator executed 0.0033 minutes
07/08 19:11:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:11:43 - INFO - Current Running:mlp estimator
07/08 19:11:43 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:11:43 - INFO - Best CV Score: 0.5205042016806722

07/08 19:11:43 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:11:43 - INFO - This estimator executed 0.0015 minutes
07/08 19:11:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:11:43 - INFO - Current Running:rf estimator
07/08 19:11:43 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:11:43 - INFO - Best CV Score: 0.9008403361344538

07/08 19:11:43 - INFO - 0.901 (+/-0.108) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:11:43 - INFO - This estimator executed 0.0071 minutes
07/08 19:11:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:11:43 - INFO - Current Running:ada estimator
07/08 19:11:44 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:11:44 - INFO - Best CV Score: 0.9063865546218487

07/08 19:11:44 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:11:44 - INFO - This estimator executed 0.0078 minutes
07/08 19:11:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:11:44 - INFO - Current Running:gb estimator
07/08 19:11:44 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:11:44 - INFO - Best CV Score: 0.9297478991596637

07/08 19:11:44 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:11:44 - INFO - This estimator executed 0.0033 minutes
07/08 19:11:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:11:44 - INFO - Current Running:xgb estimator
07/08 19:11:44 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:11:44 - INFO - Best CV Score: 0.9415126050420168

07/08 19:11:44 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:11:44 - INFO - This estimator executed 0.002 minutes
07/08 19:11:44 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:11:44 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:11:44 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:11:44 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:11:44 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:11:44 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:11:44 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:11:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:11:47 - INFO - Current Running:lgr estimator
07/08 19:11:47 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:11:47 - INFO - Best CV Score: 0.9534453781512605

07/08 19:11:47 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:11:47 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 19:11:47 - INFO - 0.942 (+/-0.052) for {'C': 0.1, 'random_state': 13}
07/08 19:11:47 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 19:11:47 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 19:11:47 - INFO - 0.942 (+/-0.083) for {'C': 100, 'random_state': 13}
07/08 19:11:47 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:11:47 - INFO - This estimator executed 0.0069 minutes
07/08 19:11:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:11:47 - INFO - Current Running:svm estimator
07/08 19:11:47 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:11:47 - INFO - Best CV Score: 0.9650420168067226

07/08 19:11:47 - INFO - 0.965 (+/-0.022) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:11:47 - INFO - This estimator executed 0.0005 minutes
07/08 19:11:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:11:47 - INFO - Current Running:mlp estimator
07/08 19:11:48 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:11:48 - INFO - Best CV Score: 0.8715966386554623

07/08 19:11:48 - INFO - 0.872 (+/-0.086) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:11:48 - INFO - This estimator executed 0.0091 minutes
07/08 19:11:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:11:48 - INFO - Current Running:rf estimator
07/08 19:11:48 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:11:48 - INFO - Best CV Score: 0.9122689075630254

07/08 19:11:48 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:11:48 - INFO - This estimator executed 0.0072 minutes
07/08 19:11:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:11:48 - INFO - Current Running:ada estimator
07/08 19:11:49 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:11:49 - INFO - Best CV Score: 0.9181512605042016

07/08 19:11:49 - INFO - 0.918 (+/-0.023) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:11:49 - INFO - This estimator executed 0.0079 minutes
07/08 19:11:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:11:49 - INFO - Current Running:gb estimator
07/08 19:11:49 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:11:49 - INFO - Best CV Score: 0.9297478991596637

07/08 19:11:49 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:11:49 - INFO - This estimator executed 0.0034 minutes
07/08 19:11:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:11:49 - INFO - Current Running:xgb estimator
07/08 19:11:49 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:11:49 - INFO - Best CV Score: 0.917983193277311

07/08 19:11:49 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:11:49 - INFO - This estimator executed 0.002 minutes
07/08 19:11:49 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 19:11:49 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:11:49 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.905 / Recall: 0.76 / Latency: 3.0s
07/08 19:11:49 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:11:49 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:11:49 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:11:49 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:12:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:03 - INFO - Current Running:lgr estimator
07/08 19:12:04 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:12:04 - INFO - Best CV Score: 0.9299159663865547

07/08 19:12:04 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:12:04 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:12:04 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:12:04 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:12:04 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:12:04 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:12:04 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 19:12:04 - INFO - This estimator executed 0.0136 minutes
07/08 19:12:04 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:04 - INFO - Current Running:svm estimator
07/08 19:12:04 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:12:04 - INFO - Best CV Score: 0.9005042016806722

07/08 19:12:04 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:12:04 - INFO - This estimator executed 0.0033 minutes
07/08 19:12:04 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:04 - INFO - Current Running:mlp estimator
07/08 19:12:04 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:12:04 - INFO - Best CV Score: 0.5205042016806722

07/08 19:12:04 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:12:04 - INFO - This estimator executed 0.0017 minutes
07/08 19:12:04 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:04 - INFO - Current Running:rf estimator
07/08 19:12:05 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:12:05 - INFO - Best CV Score: 0.9122689075630254

07/08 19:12:05 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:12:05 - INFO - This estimator executed 0.0072 minutes
07/08 19:12:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:05 - INFO - Current Running:ada estimator
07/08 19:12:05 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:12:05 - INFO - Best CV Score: 0.9063865546218487

07/08 19:12:05 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:12:05 - INFO - This estimator executed 0.0079 minutes
07/08 19:12:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:05 - INFO - Current Running:gb estimator
07/08 19:12:06 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:12:06 - INFO - Best CV Score: 0.9297478991596637

07/08 19:12:06 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:12:06 - INFO - This estimator executed 0.0034 minutes
07/08 19:12:06 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:06 - INFO - Current Running:xgb estimator
07/08 19:12:06 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:12:06 - INFO - Best CV Score: 0.9415126050420168

07/08 19:12:06 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:12:06 - INFO - This estimator executed 0.002 minutes
07/08 19:12:06 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 19:12:06 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:12:06 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 4.0s
07/08 19:12:06 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 10.0s
07/08 19:12:06 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:12:06 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:12:06 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:12:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:08 - INFO - Current Running:lgr estimator
07/08 19:12:08 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:12:08 - INFO - Best CV Score: 0.9534453781512605

07/08 19:12:08 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:12:08 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 19:12:08 - INFO - 0.942 (+/-0.052) for {'C': 0.1, 'random_state': 13}
07/08 19:12:08 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 19:12:08 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 19:12:08 - INFO - 0.942 (+/-0.083) for {'C': 100, 'random_state': 13}
07/08 19:12:08 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:12:08 - INFO - This estimator executed 0.0069 minutes
07/08 19:12:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:08 - INFO - Current Running:svm estimator
07/08 19:12:09 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:12:09 - INFO - Best CV Score: 0.9650420168067226

07/08 19:12:09 - INFO - 0.965 (+/-0.022) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:12:09 - INFO - This estimator executed 0.0004 minutes
07/08 19:12:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:09 - INFO - Current Running:mlp estimator
07/08 19:12:09 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:12:09 - INFO - Best CV Score: 0.8951260504201681

07/08 19:12:09 - INFO - 0.895 (+/-0.1) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:12:09 - INFO - This estimator executed 0.009 minutes
07/08 19:12:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:09 - INFO - Current Running:rf estimator
07/08 19:12:09 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:12:09 - INFO - Best CV Score: 0.9122689075630254

07/08 19:12:09 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:12:09 - INFO - This estimator executed 0.0071 minutes
07/08 19:12:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:09 - INFO - Current Running:ada estimator
07/08 19:12:10 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:12:10 - INFO - Best CV Score: 0.9181512605042016

07/08 19:12:10 - INFO - 0.918 (+/-0.023) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:12:10 - INFO - This estimator executed 0.0079 minutes
07/08 19:12:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:10 - INFO - Current Running:gb estimator
07/08 19:12:10 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:12:10 - INFO - Best CV Score: 0.9297478991596637

07/08 19:12:10 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:12:10 - INFO - This estimator executed 0.0033 minutes
07/08 19:12:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:10 - INFO - Current Running:xgb estimator
07/08 19:12:10 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:12:10 - INFO - Best CV Score: 0.917983193277311

07/08 19:12:10 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:12:10 - INFO - This estimator executed 0.002 minutes
07/08 19:12:10 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:12:10 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:12:10 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.905 / Recall: 0.76 / Latency: 3.0s
07/08 19:12:10 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:12:10 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:12:10 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:12:10 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:12:24 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:24 - INFO - Current Running:lgr estimator
07/08 19:12:25 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:12:25 - INFO - Best CV Score: 0.9356302521008404

07/08 19:12:25 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:12:25 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:12:25 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:12:25 - INFO - 0.901 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:12:25 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:12:25 - INFO - 0.93 (+/-0.06) for {'C': 100, 'random_state': 13}
07/08 19:12:25 - INFO - 0.936 (+/-0.069) for {'C': 1000, 'random_state': 13}
07/08 19:12:25 - INFO - This estimator executed 0.0137 minutes
07/08 19:12:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:25 - INFO - Current Running:svm estimator
07/08 19:12:25 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:12:25 - INFO - Best CV Score: 0.9005042016806722

07/08 19:12:25 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:12:25 - INFO - This estimator executed 0.0025 minutes
07/08 19:12:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:25 - INFO - Current Running:mlp estimator
07/08 19:12:25 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:12:25 - INFO - Best CV Score: 0.5205042016806722

07/08 19:12:25 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:12:25 - INFO - This estimator executed 0.0013 minutes
07/08 19:12:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:25 - INFO - Current Running:rf estimator
07/08 19:12:25 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:12:25 - INFO - Best CV Score: 0.9122689075630254

07/08 19:12:25 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:12:25 - INFO - This estimator executed 0.0075 minutes
07/08 19:12:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:25 - INFO - Current Running:ada estimator
07/08 19:12:26 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:12:26 - INFO - Best CV Score: 0.9063865546218487

07/08 19:12:26 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:12:26 - INFO - This estimator executed 0.008 minutes
07/08 19:12:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:26 - INFO - Current Running:gb estimator
07/08 19:12:26 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:12:26 - INFO - Best CV Score: 0.9238655462184873

07/08 19:12:26 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:12:26 - INFO - This estimator executed 0.0033 minutes
07/08 19:12:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:26 - INFO - Current Running:xgb estimator
07/08 19:12:26 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:12:26 - INFO - Best CV Score: 0.9415126050420168

07/08 19:12:26 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:12:26 - INFO - This estimator executed 0.002 minutes
07/08 19:12:26 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 2.0s
07/08 19:12:26 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 2.0s
07/08 19:12:26 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:12:26 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:12:26 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 17.0s
07/08 19:12:26 - INFO - gb -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 4.0s
07/08 19:12:26 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:12:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:28 - INFO - Current Running:lgr estimator
07/08 19:12:29 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:12:29 - INFO - Best CV Score: 0.9591596638655462

07/08 19:12:29 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:12:29 - INFO - 0.924 (+/-0.077) for {'C': 0.01, 'random_state': 13}
07/08 19:12:29 - INFO - 0.93 (+/-0.085) for {'C': 0.1, 'random_state': 13}
07/08 19:12:29 - INFO - 0.959 (+/-0.047) for {'C': 1, 'random_state': 13}
07/08 19:12:29 - INFO - 0.948 (+/-0.068) for {'C': 10, 'random_state': 13}
07/08 19:12:29 - INFO - 0.953 (+/-0.06) for {'C': 100, 'random_state': 13}
07/08 19:12:29 - INFO - 0.947 (+/-0.044) for {'C': 1000, 'random_state': 13}
07/08 19:12:29 - INFO - This estimator executed 0.0066 minutes
07/08 19:12:29 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:29 - INFO - Current Running:svm estimator
07/08 19:12:29 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:12:29 - INFO - Best CV Score: 0.9709243697478991

07/08 19:12:29 - INFO - 0.971 (+/-0.036) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:12:29 - INFO - This estimator executed 0.0005 minutes
07/08 19:12:29 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:29 - INFO - Current Running:mlp estimator
07/08 19:12:29 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:12:29 - INFO - Best CV Score: 0.9124369747899159

07/08 19:12:29 - INFO - 0.912 (+/-0.073) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:12:29 - INFO - This estimator executed 0.0092 minutes
07/08 19:12:29 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:29 - INFO - Current Running:rf estimator
07/08 19:12:30 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:12:30 - INFO - Best CV Score: 0.9065546218487395

07/08 19:12:30 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:12:30 - INFO - This estimator executed 0.0074 minutes
07/08 19:12:30 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:30 - INFO - Current Running:ada estimator
07/08 19:12:30 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:12:30 - INFO - Best CV Score: 0.9240336134453783

07/08 19:12:30 - INFO - 0.924 (+/-0.06) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:12:30 - INFO - This estimator executed 0.008 minutes
07/08 19:12:30 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:30 - INFO - Current Running:gb estimator
07/08 19:12:30 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:12:30 - INFO - Best CV Score: 0.9238655462184873

07/08 19:12:30 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:12:30 - INFO - This estimator executed 0.0033 minutes
07/08 19:12:30 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:30 - INFO - Current Running:xgb estimator
07/08 19:12:30 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:12:30 - INFO - Best CV Score: 0.9295798319327732

07/08 19:12:30 - INFO - 0.93 (+/-0.08) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:12:30 - INFO - This estimator executed 0.002 minutes
07/08 19:12:30 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:12:31 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 19:12:31 - INFO - mlp -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:12:31 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:12:31 - INFO - ada -- Accuracy: 0.93 / Precision: 0.957 / Recall: 0.88 / Latency: 16.0s
07/08 19:12:31 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:12:31 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:12:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:43 - INFO - Current Running:lgr estimator
07/08 19:12:43 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:12:43 - INFO - Best CV Score: 0.9240336134453783

07/08 19:12:43 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:12:43 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:12:43 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:12:43 - INFO - 0.889 (+/-0.078) for {'C': 1, 'random_state': 13}
07/08 19:12:43 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:12:43 - INFO - 0.918 (+/-0.108) for {'C': 100, 'random_state': 13}
07/08 19:12:43 - INFO - 0.924 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:12:43 - INFO - This estimator executed 0.0135 minutes
07/08 19:12:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:43 - INFO - Current Running:svm estimator
07/08 19:12:44 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:12:44 - INFO - Best CV Score: 0.8946218487394958

07/08 19:12:44 - INFO - 0.895 (+/-0.061) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:12:44 - INFO - This estimator executed 0.0045 minutes
07/08 19:12:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:44 - INFO - Current Running:mlp estimator
07/08 19:12:44 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:12:44 - INFO - Best CV Score: 0.5205042016806722

07/08 19:12:44 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:12:44 - INFO - This estimator executed 0.0013 minutes
07/08 19:12:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:44 - INFO - Current Running:rf estimator
07/08 19:12:44 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:12:44 - INFO - Best CV Score: 0.9065546218487395

07/08 19:12:44 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:12:44 - INFO - This estimator executed 0.007 minutes
07/08 19:12:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:44 - INFO - Current Running:ada estimator
07/08 19:12:45 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:12:45 - INFO - Best CV Score: 0.9063865546218487

07/08 19:12:45 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:12:45 - INFO - This estimator executed 0.0079 minutes
07/08 19:12:45 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:45 - INFO - Current Running:gb estimator
07/08 19:12:45 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:12:45 - INFO - Best CV Score: 0.9297478991596637

07/08 19:12:45 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:12:45 - INFO - This estimator executed 0.0032 minutes
07/08 19:12:45 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:45 - INFO - Current Running:xgb estimator
07/08 19:12:45 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:12:45 - INFO - Best CV Score: 0.9415126050420168

07/08 19:12:45 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:12:45 - INFO - This estimator executed 0.002 minutes
07/08 19:12:45 - INFO - lgr -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:12:45 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:12:45 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:12:45 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:12:45 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:12:45 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:12:45 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:12:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:47 - INFO - Current Running:lgr estimator
07/08 19:12:47 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:12:47 - INFO - Best CV Score: 0.9591596638655462

07/08 19:12:47 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:12:47 - INFO - 0.924 (+/-0.077) for {'C': 0.01, 'random_state': 13}
07/08 19:12:47 - INFO - 0.93 (+/-0.085) for {'C': 0.1, 'random_state': 13}
07/08 19:12:47 - INFO - 0.959 (+/-0.047) for {'C': 1, 'random_state': 13}
07/08 19:12:47 - INFO - 0.948 (+/-0.068) for {'C': 10, 'random_state': 13}
07/08 19:12:47 - INFO - 0.953 (+/-0.06) for {'C': 100, 'random_state': 13}
07/08 19:12:47 - INFO - 0.947 (+/-0.044) for {'C': 1000, 'random_state': 13}
07/08 19:12:47 - INFO - This estimator executed 0.0064 minutes
07/08 19:12:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:47 - INFO - Current Running:svm estimator
07/08 19:12:48 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:12:48 - INFO - Best CV Score: 0.9709243697478991

07/08 19:12:48 - INFO - 0.971 (+/-0.036) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:12:48 - INFO - This estimator executed 0.0004 minutes
07/08 19:12:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:48 - INFO - Current Running:mlp estimator
07/08 19:12:48 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:12:48 - INFO - Best CV Score: 0.8947899159663866

07/08 19:12:48 - INFO - 0.895 (+/-0.06) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:12:48 - INFO - This estimator executed 0.0089 minutes
07/08 19:12:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:48 - INFO - Current Running:rf estimator
07/08 19:12:48 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:12:48 - INFO - Best CV Score: 0.9065546218487395

07/08 19:12:48 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:12:48 - INFO - This estimator executed 0.0071 minutes
07/08 19:12:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:48 - INFO - Current Running:ada estimator
07/08 19:12:49 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:12:49 - INFO - Best CV Score: 0.9240336134453783

07/08 19:12:49 - INFO - 0.924 (+/-0.06) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:12:49 - INFO - This estimator executed 0.0078 minutes
07/08 19:12:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:49 - INFO - Current Running:gb estimator
07/08 19:12:49 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:12:49 - INFO - Best CV Score: 0.9238655462184873

07/08 19:12:49 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:12:49 - INFO - This estimator executed 0.0032 minutes
07/08 19:12:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:49 - INFO - Current Running:xgb estimator
07/08 19:12:49 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:12:49 - INFO - Best CV Score: 0.9295798319327732

07/08 19:12:49 - INFO - 0.93 (+/-0.08) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:12:49 - INFO - This estimator executed 0.0019 minutes
07/08 19:12:49 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:12:49 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:12:49 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.95 / Recall: 0.76 / Latency: 3.0s
07/08 19:12:49 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:12:49 - INFO - ada -- Accuracy: 0.93 / Precision: 0.957 / Recall: 0.88 / Latency: 16.0s
07/08 19:12:49 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:12:49 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:12:59 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:12:59 - INFO - Current Running:lgr estimator
07/08 19:13:00 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:13:00 - INFO - Best CV Score: 0.9297478991596639

07/08 19:13:00 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:13:00 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:13:00 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:13:00 - INFO - 0.883 (+/-0.074) for {'C': 1, 'random_state': 13}
07/08 19:13:00 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:13:00 - INFO - 0.918 (+/-0.101) for {'C': 100, 'random_state': 13}
07/08 19:13:00 - INFO - 0.93 (+/-0.08) for {'C': 1000, 'random_state': 13}
07/08 19:13:00 - INFO - This estimator executed 0.014 minutes
07/08 19:13:00 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:00 - INFO - Current Running:svm estimator
07/08 19:13:00 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:13:00 - INFO - Best CV Score: 0.8946218487394958

07/08 19:13:00 - INFO - 0.895 (+/-0.096) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:13:00 - INFO - This estimator executed 0.0027 minutes
07/08 19:13:00 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:00 - INFO - Current Running:mlp estimator
07/08 19:13:00 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:13:00 - INFO - Best CV Score: 0.5205042016806722

07/08 19:13:00 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:13:00 - INFO - This estimator executed 0.0015 minutes
07/08 19:13:00 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:00 - INFO - Current Running:rf estimator
07/08 19:13:00 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:13:00 - INFO - Best CV Score: 0.900672268907563

07/08 19:13:00 - INFO - 0.901 (+/-0.121) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:13:00 - INFO - This estimator executed 0.007 minutes
07/08 19:13:00 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:00 - INFO - Current Running:ada estimator
07/08 19:13:01 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:13:01 - INFO - Best CV Score: 0.8831932773109245

07/08 19:13:01 - INFO - 0.883 (+/-0.073) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:13:01 - INFO - This estimator executed 0.0077 minutes
07/08 19:13:01 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:01 - INFO - Current Running:gb estimator
07/08 19:13:01 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:13:01 - INFO - Best CV Score: 0.9297478991596639

07/08 19:13:01 - INFO - 0.93 (+/-0.06) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:13:01 - INFO - This estimator executed 0.0032 minutes
07/08 19:13:01 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:01 - INFO - Current Running:xgb estimator
07/08 19:13:01 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:13:01 - INFO - Best CV Score: 0.9295798319327732

07/08 19:13:01 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:13:01 - INFO - This estimator executed 0.002 minutes
07/08 19:13:01 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:13:01 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:13:01 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:13:01 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:13:01 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 16.0s
07/08 19:13:01 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:13:01 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:13:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:03 - INFO - Current Running:lgr estimator
07/08 19:13:04 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:13:04 - INFO - Best CV Score: 0.9534453781512605

07/08 19:13:04 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:13:04 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 19:13:04 - INFO - 0.942 (+/-0.052) for {'C': 0.1, 'random_state': 13}
07/08 19:13:04 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 19:13:04 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 19:13:04 - INFO - 0.942 (+/-0.083) for {'C': 100, 'random_state': 13}
07/08 19:13:04 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:13:04 - INFO - This estimator executed 0.0067 minutes
07/08 19:13:04 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:04 - INFO - Current Running:svm estimator
07/08 19:13:04 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:13:04 - INFO - Best CV Score: 0.9650420168067226

07/08 19:13:04 - INFO - 0.965 (+/-0.022) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:13:04 - INFO - This estimator executed 0.0004 minutes
07/08 19:13:04 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:04 - INFO - Current Running:mlp estimator
07/08 19:13:04 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:13:04 - INFO - Best CV Score: 0.9126050420168068

07/08 19:13:04 - INFO - 0.913 (+/-0.081) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:13:04 - INFO - This estimator executed 0.0088 minutes
07/08 19:13:04 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:04 - INFO - Current Running:rf estimator
07/08 19:13:05 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:13:05 - INFO - Best CV Score: 0.9065546218487395

07/08 19:13:05 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:13:05 - INFO - This estimator executed 0.007 minutes
07/08 19:13:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:05 - INFO - Current Running:ada estimator
07/08 19:13:05 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:13:05 - INFO - Best CV Score: 0.9181512605042016

07/08 19:13:05 - INFO - 0.918 (+/-0.023) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:13:05 - INFO - This estimator executed 0.0078 minutes
07/08 19:13:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:05 - INFO - Current Running:gb estimator
07/08 19:13:05 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:13:05 - INFO - Best CV Score: 0.9297478991596637

07/08 19:13:05 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:13:05 - INFO - This estimator executed 0.0033 minutes
07/08 19:13:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:05 - INFO - Current Running:xgb estimator
07/08 19:13:06 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:13:06 - INFO - Best CV Score: 0.917983193277311

07/08 19:13:06 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:13:06 - INFO - This estimator executed 0.0019 minutes
07/08 19:13:06 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:13:06 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 19:13:06 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 3.0s
07/08 19:13:06 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:13:06 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:13:06 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:13:06 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:13:19 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:19 - INFO - Current Running:lgr estimator
07/08 19:13:19 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:13:19 - INFO - Best CV Score: 0.9297478991596639

07/08 19:13:19 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:13:19 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:13:19 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:13:19 - INFO - 0.901 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:13:19 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:13:19 - INFO - 0.924 (+/-0.06) for {'C': 100, 'random_state': 13}
07/08 19:13:19 - INFO - 0.93 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:13:19 - INFO - This estimator executed 0.0134 minutes
07/08 19:13:19 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:19 - INFO - Current Running:svm estimator
07/08 19:13:20 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:13:20 - INFO - Best CV Score: 0.9005042016806722

07/08 19:13:20 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:13:20 - INFO - This estimator executed 0.0025 minutes
07/08 19:13:20 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:20 - INFO - Current Running:mlp estimator
07/08 19:13:20 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:13:20 - INFO - Best CV Score: 0.5205042016806722

07/08 19:13:20 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:13:20 - INFO - This estimator executed 0.0014 minutes
07/08 19:13:20 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:20 - INFO - Current Running:rf estimator
07/08 19:13:20 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:13:20 - INFO - Best CV Score: 0.9122689075630254

07/08 19:13:20 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:13:20 - INFO - This estimator executed 0.0071 minutes
07/08 19:13:20 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:20 - INFO - Current Running:ada estimator
07/08 19:13:21 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:13:21 - INFO - Best CV Score: 0.9063865546218487

07/08 19:13:21 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:13:21 - INFO - This estimator executed 0.0077 minutes
07/08 19:13:21 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:21 - INFO - Current Running:gb estimator
07/08 19:13:21 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:13:21 - INFO - Best CV Score: 0.9238655462184873

07/08 19:13:21 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:13:21 - INFO - This estimator executed 0.0032 minutes
07/08 19:13:21 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:21 - INFO - Current Running:xgb estimator
07/08 19:13:21 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:13:21 - INFO - Best CV Score: 0.9415126050420168

07/08 19:13:21 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:13:21 - INFO - This estimator executed 0.0019 minutes
07/08 19:13:21 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 2.0s
07/08 19:13:21 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:13:21 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:13:21 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:13:21 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 15.0s
07/08 19:13:21 - INFO - gb -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:13:21 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:13:23 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:23 - INFO - Current Running:lgr estimator
07/08 19:13:23 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:13:23 - INFO - Best CV Score: 0.9591596638655462

07/08 19:13:23 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:13:23 - INFO - 0.924 (+/-0.077) for {'C': 0.01, 'random_state': 13}
07/08 19:13:23 - INFO - 0.93 (+/-0.085) for {'C': 0.1, 'random_state': 13}
07/08 19:13:23 - INFO - 0.959 (+/-0.047) for {'C': 1, 'random_state': 13}
07/08 19:13:23 - INFO - 0.948 (+/-0.068) for {'C': 10, 'random_state': 13}
07/08 19:13:23 - INFO - 0.953 (+/-0.06) for {'C': 100, 'random_state': 13}
07/08 19:13:23 - INFO - 0.947 (+/-0.044) for {'C': 1000, 'random_state': 13}
07/08 19:13:23 - INFO - This estimator executed 0.0064 minutes
07/08 19:13:23 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:23 - INFO - Current Running:svm estimator
07/08 19:13:23 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:13:23 - INFO - Best CV Score: 0.9709243697478991

07/08 19:13:23 - INFO - 0.971 (+/-0.036) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:13:23 - INFO - This estimator executed 0.0004 minutes
07/08 19:13:23 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:23 - INFO - Current Running:mlp estimator
07/08 19:13:24 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:13:24 - INFO - Best CV Score: 0.8835294117647059

07/08 19:13:24 - INFO - 0.884 (+/-0.094) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:13:24 - INFO - This estimator executed 0.0088 minutes
07/08 19:13:24 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:24 - INFO - Current Running:rf estimator
07/08 19:13:24 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:13:24 - INFO - Best CV Score: 0.9122689075630254

07/08 19:13:24 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:13:24 - INFO - This estimator executed 0.007 minutes
07/08 19:13:24 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:24 - INFO - Current Running:ada estimator
07/08 19:13:25 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:13:25 - INFO - Best CV Score: 0.9240336134453783

07/08 19:13:25 - INFO - 0.924 (+/-0.06) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:13:25 - INFO - This estimator executed 0.0077 minutes
07/08 19:13:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:25 - INFO - Current Running:gb estimator
07/08 19:13:25 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:13:25 - INFO - Best CV Score: 0.9238655462184873

07/08 19:13:25 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:13:25 - INFO - This estimator executed 0.0033 minutes
07/08 19:13:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:25 - INFO - Current Running:xgb estimator
07/08 19:13:25 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:13:25 - INFO - Best CV Score: 0.9295798319327732

07/08 19:13:25 - INFO - 0.93 (+/-0.08) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:13:25 - INFO - This estimator executed 0.0019 minutes
07/08 19:13:25 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:13:25 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:13:25 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 3.0s
07/08 19:13:25 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:13:25 - INFO - ada -- Accuracy: 0.93 / Precision: 0.957 / Recall: 0.88 / Latency: 15.0s
07/08 19:13:25 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:13:25 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:13:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:37 - INFO - Current Running:lgr estimator
07/08 19:13:38 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:13:38 - INFO - Best CV Score: 0.9356302521008404

07/08 19:13:38 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:13:38 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:13:38 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:13:38 - INFO - 0.889 (+/-0.079) for {'C': 1, 'random_state': 13}
07/08 19:13:38 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:13:38 - INFO - 0.918 (+/-0.102) for {'C': 100, 'random_state': 13}
07/08 19:13:38 - INFO - 0.936 (+/-0.069) for {'C': 1000, 'random_state': 13}
07/08 19:13:38 - INFO - This estimator executed 0.0137 minutes
07/08 19:13:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:38 - INFO - Current Running:svm estimator
07/08 19:13:38 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:13:38 - INFO - Best CV Score: 0.8946218487394958

07/08 19:13:38 - INFO - 0.895 (+/-0.096) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:13:38 - INFO - This estimator executed 0.0026 minutes
07/08 19:13:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:38 - INFO - Current Running:mlp estimator
07/08 19:13:38 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:13:38 - INFO - Best CV Score: 0.5205042016806722

07/08 19:13:38 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:13:38 - INFO - This estimator executed 0.0013 minutes
07/08 19:13:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:38 - INFO - Current Running:rf estimator
07/08 19:13:39 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:13:39 - INFO - Best CV Score: 0.9122689075630254

07/08 19:13:39 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:13:39 - INFO - This estimator executed 0.0071 minutes
07/08 19:13:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:39 - INFO - Current Running:ada estimator
07/08 19:13:39 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:13:39 - INFO - Best CV Score: 0.8949579831932774

07/08 19:13:39 - INFO - 0.895 (+/-0.058) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:13:39 - INFO - This estimator executed 0.0077 minutes
07/08 19:13:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:39 - INFO - Current Running:gb estimator
07/08 19:13:39 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:13:39 - INFO - Best CV Score: 0.924033613445378

07/08 19:13:39 - INFO - 0.924 (+/-0.06) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:13:39 - INFO - This estimator executed 0.0032 minutes
07/08 19:13:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:39 - INFO - Current Running:xgb estimator
07/08 19:13:39 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:13:39 - INFO - Best CV Score: 0.9295798319327732

07/08 19:13:39 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:13:39 - INFO - This estimator executed 0.002 minutes
07/08 19:13:39 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:13:39 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:13:39 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:13:39 - INFO - rf -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 11.0s
07/08 19:13:40 - INFO - ada -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 16.0s
07/08 19:13:40 - INFO - gb -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:13:40 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:13:41 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:41 - INFO - Current Running:lgr estimator
07/08 19:13:42 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:13:42 - INFO - Best CV Score: 0.9589915966386554

07/08 19:13:42 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:13:42 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 19:13:42 - INFO - 0.953 (+/-0.045) for {'C': 0.1, 'random_state': 13}
07/08 19:13:42 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 19:13:42 - INFO - 0.942 (+/-0.052) for {'C': 10, 'random_state': 13}
07/08 19:13:42 - INFO - 0.953 (+/-0.047) for {'C': 100, 'random_state': 13}
07/08 19:13:42 - INFO - 0.959 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:13:42 - INFO - This estimator executed 0.0067 minutes
07/08 19:13:42 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:42 - INFO - Current Running:svm estimator
07/08 19:13:42 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:13:42 - INFO - Best CV Score: 0.9591596638655462

07/08 19:13:42 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:13:42 - INFO - This estimator executed 0.0005 minutes
07/08 19:13:42 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:42 - INFO - Current Running:mlp estimator
07/08 19:13:42 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:13:42 - INFO - Best CV Score: 0.8833613445378152

07/08 19:13:42 - INFO - 0.883 (+/-0.096) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:13:42 - INFO - This estimator executed 0.0087 minutes
07/08 19:13:42 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:42 - INFO - Current Running:rf estimator
07/08 19:13:43 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:13:43 - INFO - Best CV Score: 0.9122689075630254

07/08 19:13:43 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:13:43 - INFO - This estimator executed 0.0071 minutes
07/08 19:13:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:43 - INFO - Current Running:ada estimator
07/08 19:13:43 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:13:43 - INFO - Best CV Score: 0.9122689075630251

07/08 19:13:43 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:13:43 - INFO - This estimator executed 0.0077 minutes
07/08 19:13:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:43 - INFO - Current Running:gb estimator
07/08 19:13:44 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:13:44 - INFO - Best CV Score: 0.9297478991596637

07/08 19:13:44 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:13:44 - INFO - This estimator executed 0.0032 minutes
07/08 19:13:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:44 - INFO - Current Running:xgb estimator
07/08 19:13:44 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:13:44 - INFO - Best CV Score: 0.9415126050420168

07/08 19:13:44 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:13:44 - INFO - This estimator executed 0.0019 minutes
07/08 19:13:44 - INFO - lgr -- Accuracy: 0.842 / Precision: 0.833 / Recall: 0.8 / Latency: 3.0s
07/08 19:13:44 - INFO - svm -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 3.0s
07/08 19:13:44 - INFO - mlp -- Accuracy: 0.842 / Precision: 0.9 / Recall: 0.72 / Latency: 3.0s
07/08 19:13:44 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:13:44 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:13:44 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:13:44 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:13:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:52 - INFO - Current Running:lgr estimator
07/08 19:13:53 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:13:53 - INFO - Best CV Score: 0.9299159663865545

07/08 19:13:53 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:13:53 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:13:53 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:13:53 - INFO - 0.9 (+/-0.089) for {'C': 1, 'random_state': 13}
07/08 19:13:53 - INFO - 0.912 (+/-0.084) for {'C': 10, 'random_state': 13}
07/08 19:13:53 - INFO - 0.93 (+/-0.059) for {'C': 100, 'random_state': 13}
07/08 19:13:53 - INFO - 0.918 (+/-0.044) for {'C': 1000, 'random_state': 13}
07/08 19:13:53 - INFO - This estimator executed 0.0142 minutes
07/08 19:13:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:53 - INFO - Current Running:svm estimator
07/08 19:13:53 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:13:53 - INFO - Best CV Score: 0.8946218487394958

07/08 19:13:53 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:13:53 - INFO - This estimator executed 0.0027 minutes
07/08 19:13:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:53 - INFO - Current Running:mlp estimator
07/08 19:13:53 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:13:53 - INFO - Best CV Score: 0.5205042016806722

07/08 19:13:53 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:13:53 - INFO - This estimator executed 0.0013 minutes
07/08 19:13:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:53 - INFO - Current Running:rf estimator
07/08 19:13:53 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:13:53 - INFO - Best CV Score: 0.917983193277311

07/08 19:13:53 - INFO - 0.918 (+/-0.102) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:13:53 - INFO - This estimator executed 0.0071 minutes
07/08 19:13:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:53 - INFO - Current Running:ada estimator
07/08 19:13:54 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:13:54 - INFO - Best CV Score: 0.9005042016806722

07/08 19:13:54 - INFO - 0.901 (+/-0.06) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:13:54 - INFO - This estimator executed 0.0076 minutes
07/08 19:13:54 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:54 - INFO - Current Running:gb estimator
07/08 19:13:54 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:13:54 - INFO - Best CV Score: 0.9238655462184873

07/08 19:13:54 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:13:54 - INFO - This estimator executed 0.0032 minutes
07/08 19:13:54 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:54 - INFO - Current Running:xgb estimator
07/08 19:13:54 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:13:54 - INFO - Best CV Score: 0.9238655462184875

07/08 19:13:54 - INFO - 0.924 (+/-0.103) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:13:54 - INFO - This estimator executed 0.002 minutes
07/08 19:13:54 - INFO - lgr -- Accuracy: 0.93 / Precision: 0.92 / Recall: 0.92 / Latency: 3.0s
07/08 19:13:54 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:13:54 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:13:54 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:13:54 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 16.0s
07/08 19:13:54 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:13:54 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:13:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:56 - INFO - Current Running:lgr estimator
07/08 19:13:57 - INFO - Best Paramaters: {'C': 0.1, 'random_state': 13}

07/08 19:13:57 - INFO - Best CV Score: 0.9591596638655462

07/08 19:13:57 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:13:57 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 19:13:57 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'random_state': 13}
07/08 19:13:57 - INFO - 0.948 (+/-0.042) for {'C': 1, 'random_state': 13}
07/08 19:13:57 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 19:13:57 - INFO - 0.947 (+/-0.078) for {'C': 100, 'random_state': 13}
07/08 19:13:57 - INFO - 0.947 (+/-0.068) for {'C': 1000, 'random_state': 13}
07/08 19:13:57 - INFO - This estimator executed 0.0063 minutes
07/08 19:13:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:57 - INFO - Current Running:svm estimator
07/08 19:13:57 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:13:57 - INFO - Best CV Score: 0.9534453781512605

07/08 19:13:57 - INFO - 0.953 (+/-0.045) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:13:57 - INFO - This estimator executed 0.0005 minutes
07/08 19:13:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:57 - INFO - Current Running:mlp estimator
07/08 19:13:57 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:13:57 - INFO - Best CV Score: 0.9067226890756303

07/08 19:13:57 - INFO - 0.907 (+/-0.092) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:13:57 - INFO - This estimator executed 0.0089 minutes
07/08 19:13:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:57 - INFO - Current Running:rf estimator
07/08 19:13:58 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:13:58 - INFO - Best CV Score: 0.9065546218487395

07/08 19:13:58 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:13:58 - INFO - This estimator executed 0.0069 minutes
07/08 19:13:58 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:58 - INFO - Current Running:ada estimator
07/08 19:13:58 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:13:58 - INFO - Best CV Score: 0.924033613445378

07/08 19:13:58 - INFO - 0.924 (+/-0.028) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:13:58 - INFO - This estimator executed 0.0077 minutes
07/08 19:13:58 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:58 - INFO - Current Running:gb estimator
07/08 19:13:58 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:13:58 - INFO - Best CV Score: 0.9297478991596637

07/08 19:13:58 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:13:58 - INFO - This estimator executed 0.0032 minutes
07/08 19:13:58 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:13:58 - INFO - Current Running:xgb estimator
07/08 19:13:58 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:13:58 - INFO - Best CV Score: 0.9121008403361344

07/08 19:13:58 - INFO - 0.912 (+/-0.106) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:13:58 - INFO - This estimator executed 0.0019 minutes
07/08 19:13:58 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:13:58 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:13:58 - INFO - mlp -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:13:58 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:13:58 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:13:58 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:13:58 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:14:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:08 - INFO - Current Running:lgr estimator
07/08 19:14:09 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:14:09 - INFO - Best CV Score: 0.9299159663865547

07/08 19:14:09 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:14:09 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:14:09 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:14:09 - INFO - 0.889 (+/-0.079) for {'C': 1, 'random_state': 13}
07/08 19:14:09 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:14:09 - INFO - 0.924 (+/-0.103) for {'C': 100, 'random_state': 13}
07/08 19:14:09 - INFO - 0.93 (+/-0.088) for {'C': 1000, 'random_state': 13}
07/08 19:14:09 - INFO - This estimator executed 0.0136 minutes
07/08 19:14:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:09 - INFO - Current Running:svm estimator
07/08 19:14:09 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:14:09 - INFO - Best CV Score: 0.8946218487394958

07/08 19:14:09 - INFO - 0.895 (+/-0.096) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:14:09 - INFO - This estimator executed 0.0027 minutes
07/08 19:14:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:09 - INFO - Current Running:mlp estimator
07/08 19:14:09 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:14:09 - INFO - Best CV Score: 0.5205042016806722

07/08 19:14:09 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:14:09 - INFO - This estimator executed 0.0016 minutes
07/08 19:14:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:09 - INFO - Current Running:rf estimator
07/08 19:14:10 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:14:10 - INFO - Best CV Score: 0.9122689075630254

07/08 19:14:10 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:14:10 - INFO - This estimator executed 0.0072 minutes
07/08 19:14:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:10 - INFO - Current Running:ada estimator
07/08 19:14:10 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:14:10 - INFO - Best CV Score: 0.9122689075630251

07/08 19:14:10 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:14:10 - INFO - This estimator executed 0.0077 minutes
07/08 19:14:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:10 - INFO - Current Running:gb estimator
07/08 19:14:10 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:14:10 - INFO - Best CV Score: 0.9297478991596637

07/08 19:14:10 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:14:10 - INFO - This estimator executed 0.0032 minutes
07/08 19:14:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:10 - INFO - Current Running:xgb estimator
07/08 19:14:10 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:14:10 - INFO - Best CV Score: 0.9415126050420168

07/08 19:14:10 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:14:10 - INFO - This estimator executed 0.002 minutes
07/08 19:14:10 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:14:10 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:14:10 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:14:10 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:14:10 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:14:10 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:14:10 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:14:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:12 - INFO - Current Running:lgr estimator
07/08 19:14:13 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:14:13 - INFO - Best CV Score: 0.9591596638655462

07/08 19:14:13 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:14:13 - INFO - 0.924 (+/-0.077) for {'C': 0.01, 'random_state': 13}
07/08 19:14:13 - INFO - 0.93 (+/-0.085) for {'C': 0.1, 'random_state': 13}
07/08 19:14:13 - INFO - 0.959 (+/-0.047) for {'C': 1, 'random_state': 13}
07/08 19:14:13 - INFO - 0.948 (+/-0.068) for {'C': 10, 'random_state': 13}
07/08 19:14:13 - INFO - 0.953 (+/-0.06) for {'C': 100, 'random_state': 13}
07/08 19:14:13 - INFO - 0.947 (+/-0.044) for {'C': 1000, 'random_state': 13}
07/08 19:14:13 - INFO - This estimator executed 0.0063 minutes
07/08 19:14:13 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:13 - INFO - Current Running:svm estimator
07/08 19:14:13 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:14:13 - INFO - Best CV Score: 0.9709243697478991

07/08 19:14:13 - INFO - 0.971 (+/-0.036) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:14:13 - INFO - This estimator executed 0.0005 minutes
07/08 19:14:13 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:13 - INFO - Current Running:mlp estimator
07/08 19:14:13 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:14:13 - INFO - Best CV Score: 0.8833613445378152

07/08 19:14:13 - INFO - 0.883 (+/-0.103) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:14:13 - INFO - This estimator executed 0.0089 minutes
07/08 19:14:13 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:13 - INFO - Current Running:rf estimator
07/08 19:14:14 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:14:14 - INFO - Best CV Score: 0.9122689075630254

07/08 19:14:14 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:14:14 - INFO - This estimator executed 0.0072 minutes
07/08 19:14:14 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:14 - INFO - Current Running:ada estimator
07/08 19:14:14 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:14:14 - INFO - Best CV Score: 0.9240336134453783

07/08 19:14:14 - INFO - 0.924 (+/-0.06) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:14:14 - INFO - This estimator executed 0.0075 minutes
07/08 19:14:14 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:14 - INFO - Current Running:gb estimator
07/08 19:14:14 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:14:14 - INFO - Best CV Score: 0.9238655462184873

07/08 19:14:14 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:14:14 - INFO - This estimator executed 0.0032 minutes
07/08 19:14:14 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:14 - INFO - Current Running:xgb estimator
07/08 19:14:15 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:14:15 - INFO - Best CV Score: 0.9295798319327732

07/08 19:14:15 - INFO - 0.93 (+/-0.08) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:14:15 - INFO - This estimator executed 0.0019 minutes
07/08 19:14:15 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:14:15 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:14:15 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:14:15 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:14:15 - INFO - ada -- Accuracy: 0.93 / Precision: 0.957 / Recall: 0.88 / Latency: 16.5s
07/08 19:14:15 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:14:15 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:14:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:26 - INFO - Current Running:lgr estimator
07/08 19:14:27 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:14:27 - INFO - Best CV Score: 0.9299159663865547

07/08 19:14:27 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:14:27 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:14:27 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:14:27 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:14:27 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:14:27 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:14:27 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 19:14:27 - INFO - This estimator executed 0.0134 minutes
07/08 19:14:27 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:27 - INFO - Current Running:svm estimator
07/08 19:14:27 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:14:27 - INFO - Best CV Score: 0.9005042016806722

07/08 19:14:27 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:14:27 - INFO - This estimator executed 0.0033 minutes
07/08 19:14:27 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:27 - INFO - Current Running:mlp estimator
07/08 19:14:28 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:14:28 - INFO - Best CV Score: 0.5205042016806722

07/08 19:14:28 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:14:28 - INFO - This estimator executed 0.0015 minutes
07/08 19:14:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:28 - INFO - Current Running:rf estimator
07/08 19:14:28 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:14:28 - INFO - Best CV Score: 0.9063865546218487

07/08 19:14:28 - INFO - 0.906 (+/-0.12) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:14:28 - INFO - This estimator executed 0.0069 minutes
07/08 19:14:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:28 - INFO - Current Running:ada estimator
07/08 19:14:28 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:14:28 - INFO - Best CV Score: 0.9063865546218487

07/08 19:14:28 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:14:28 - INFO - This estimator executed 0.0079 minutes
07/08 19:14:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:28 - INFO - Current Running:gb estimator
07/08 19:14:29 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:14:29 - INFO - Best CV Score: 0.9297478991596637

07/08 19:14:29 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:14:29 - INFO - This estimator executed 0.0032 minutes
07/08 19:14:29 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:29 - INFO - Current Running:xgb estimator
07/08 19:14:29 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:14:29 - INFO - Best CV Score: 0.9415126050420168

07/08 19:14:29 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:14:29 - INFO - This estimator executed 0.0019 minutes
07/08 19:14:29 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:14:29 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:14:29 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:14:29 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:14:29 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:14:29 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:14:29 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:14:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:31 - INFO - Current Running:lgr estimator
07/08 19:14:31 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:14:31 - INFO - Best CV Score: 0.9534453781512605

07/08 19:14:31 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:14:31 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 19:14:31 - INFO - 0.942 (+/-0.052) for {'C': 0.1, 'random_state': 13}
07/08 19:14:31 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 19:14:31 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 19:14:31 - INFO - 0.942 (+/-0.083) for {'C': 100, 'random_state': 13}
07/08 19:14:31 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:14:31 - INFO - This estimator executed 0.0068 minutes
07/08 19:14:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:31 - INFO - Current Running:svm estimator
07/08 19:14:32 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:14:32 - INFO - Best CV Score: 0.9650420168067226

07/08 19:14:32 - INFO - 0.965 (+/-0.022) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:14:32 - INFO - This estimator executed 0.0004 minutes
07/08 19:14:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:32 - INFO - Current Running:mlp estimator
07/08 19:14:32 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:14:32 - INFO - Best CV Score: 0.8773109243697478

07/08 19:14:32 - INFO - 0.877 (+/-0.056) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:14:32 - INFO - This estimator executed 0.0088 minutes
07/08 19:14:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:32 - INFO - Current Running:rf estimator
07/08 19:14:32 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:14:32 - INFO - Best CV Score: 0.9065546218487395

07/08 19:14:32 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:14:32 - INFO - This estimator executed 0.0073 minutes
07/08 19:14:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:32 - INFO - Current Running:ada estimator
07/08 19:14:33 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:14:33 - INFO - Best CV Score: 0.9181512605042016

07/08 19:14:33 - INFO - 0.918 (+/-0.023) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:14:33 - INFO - This estimator executed 0.0078 minutes
07/08 19:14:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:33 - INFO - Current Running:gb estimator
07/08 19:14:33 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:14:33 - INFO - Best CV Score: 0.9297478991596637

07/08 19:14:33 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:14:33 - INFO - This estimator executed 0.0033 minutes
07/08 19:14:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:33 - INFO - Current Running:xgb estimator
07/08 19:14:33 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:14:33 - INFO - Best CV Score: 0.917983193277311

07/08 19:14:33 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:14:33 - INFO - This estimator executed 0.0019 minutes
07/08 19:14:33 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:14:33 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 19:14:33 - INFO - mlp -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:14:33 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 19:14:33 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:14:33 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:14:33 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:14:45 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:45 - INFO - Current Running:lgr estimator
07/08 19:14:46 - INFO - Best Paramaters: {'C': 10, 'random_state': 13}

07/08 19:14:46 - INFO - Best CV Score: 0.924033613445378

07/08 19:14:46 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:14:46 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:14:46 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:14:46 - INFO - 0.895 (+/-0.103) for {'C': 1, 'random_state': 13}
07/08 19:14:46 - INFO - 0.924 (+/-0.137) for {'C': 10, 'random_state': 13}
07/08 19:14:46 - INFO - 0.924 (+/-0.137) for {'C': 100, 'random_state': 13}
07/08 19:14:46 - INFO - 0.912 (+/-0.134) for {'C': 1000, 'random_state': 13}
07/08 19:14:46 - INFO - This estimator executed 0.0137 minutes
07/08 19:14:46 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:46 - INFO - Current Running:svm estimator
07/08 19:14:46 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:14:46 - INFO - Best CV Score: 0.9005042016806722

07/08 19:14:46 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:14:46 - INFO - This estimator executed 0.002 minutes
07/08 19:14:46 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:46 - INFO - Current Running:mlp estimator
07/08 19:14:46 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:14:46 - INFO - Best CV Score: 0.5205042016806722

07/08 19:14:46 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:14:46 - INFO - This estimator executed 0.0012 minutes
07/08 19:14:46 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:46 - INFO - Current Running:rf estimator
07/08 19:14:47 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:14:47 - INFO - Best CV Score: 0.9122689075630254

07/08 19:14:47 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:14:47 - INFO - This estimator executed 0.0071 minutes
07/08 19:14:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:47 - INFO - Current Running:ada estimator
07/08 19:14:47 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:14:47 - INFO - Best CV Score: 0.9181512605042016

07/08 19:14:47 - INFO - 0.918 (+/-0.044) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:14:47 - INFO - This estimator executed 0.0077 minutes
07/08 19:14:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:47 - INFO - Current Running:gb estimator
07/08 19:14:48 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:14:48 - INFO - Best CV Score: 0.9297478991596639

07/08 19:14:48 - INFO - 0.93 (+/-0.06) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:14:48 - INFO - This estimator executed 0.0031 minutes
07/08 19:14:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:48 - INFO - Current Running:xgb estimator
07/08 19:14:48 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:14:48 - INFO - Best CV Score: 0.9295798319327732

07/08 19:14:48 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:14:48 - INFO - This estimator executed 0.002 minutes
07/08 19:14:48 - INFO - lgr -- Accuracy: 0.93 / Precision: 0.92 / Recall: 0.92 / Latency: 3.0s
07/08 19:14:48 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:14:48 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:14:48 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:14:48 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:14:48 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:14:48 - INFO - xgb -- Accuracy: 0.93 / Precision: 0.957 / Recall: 0.88 / Latency: 2.0s
07/08 19:14:50 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:50 - INFO - Current Running:lgr estimator
07/08 19:14:50 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:14:50 - INFO - Best CV Score: 0.9532773109243697

07/08 19:14:50 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:14:50 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 19:14:50 - INFO - 0.942 (+/-0.072) for {'C': 0.1, 'random_state': 13}
07/08 19:14:50 - INFO - 0.948 (+/-0.084) for {'C': 1, 'random_state': 13}
07/08 19:14:50 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 19:14:50 - INFO - 0.953 (+/-0.071) for {'C': 100, 'random_state': 13}
07/08 19:14:50 - INFO - 0.953 (+/-0.08) for {'C': 1000, 'random_state': 13}
07/08 19:14:50 - INFO - This estimator executed 0.0063 minutes
07/08 19:14:50 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:50 - INFO - Current Running:svm estimator
07/08 19:14:50 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:14:50 - INFO - Best CV Score: 0.9473949579831933

07/08 19:14:50 - INFO - 0.947 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:14:50 - INFO - This estimator executed 0.0004 minutes
07/08 19:14:50 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:50 - INFO - Current Running:mlp estimator
07/08 19:14:51 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:14:51 - INFO - Best CV Score: 0.8657142857142859

07/08 19:14:51 - INFO - 0.866 (+/-0.086) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:14:51 - INFO - This estimator executed 0.0088 minutes
07/08 19:14:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:51 - INFO - Current Running:rf estimator
07/08 19:14:51 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:14:51 - INFO - Best CV Score: 0.9065546218487395

07/08 19:14:51 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:14:51 - INFO - This estimator executed 0.0069 minutes
07/08 19:14:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:51 - INFO - Current Running:ada estimator
07/08 19:14:52 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:14:52 - INFO - Best CV Score: 0.9063865546218487

07/08 19:14:52 - INFO - 0.906 (+/-0.058) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:14:52 - INFO - This estimator executed 0.0075 minutes
07/08 19:14:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:52 - INFO - Current Running:gb estimator
07/08 19:14:52 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:14:52 - INFO - Best CV Score: 0.9238655462184873

07/08 19:14:52 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:14:52 - INFO - This estimator executed 0.0032 minutes
07/08 19:14:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:14:52 - INFO - Current Running:xgb estimator
07/08 19:14:52 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:14:52 - INFO - Best CV Score: 0.9356302521008404

07/08 19:14:52 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:14:52 - INFO - This estimator executed 0.0019 minutes
07/08 19:14:52 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:14:52 - INFO - svm -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 3.0s
07/08 19:14:52 - INFO - mlp -- Accuracy: 0.842 / Precision: 0.9 / Recall: 0.72 / Latency: 3.0s
07/08 19:14:52 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:14:52 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:14:52 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:14:52 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 2.0s
07/08 19:15:07 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:07 - INFO - Current Running:lgr estimator
07/08 19:15:08 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:15:08 - INFO - Best CV Score: 0.9413445378151261

07/08 19:15:08 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:15:08 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:15:08 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:15:08 - INFO - 0.889 (+/-0.078) for {'C': 1, 'random_state': 13}
07/08 19:15:08 - INFO - 0.924 (+/-0.08) for {'C': 10, 'random_state': 13}
07/08 19:15:08 - INFO - 0.941 (+/-0.065) for {'C': 100, 'random_state': 13}
07/08 19:15:08 - INFO - 0.93 (+/-0.08) for {'C': 1000, 'random_state': 13}
07/08 19:15:08 - INFO - This estimator executed 0.0138 minutes
07/08 19:15:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:08 - INFO - Current Running:svm estimator
07/08 19:15:08 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:15:08 - INFO - Best CV Score: 0.9003361344537815

07/08 19:15:08 - INFO - 0.9 (+/-0.11) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:15:08 - INFO - This estimator executed 0.0021 minutes
07/08 19:15:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:08 - INFO - Current Running:mlp estimator
07/08 19:15:08 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:15:08 - INFO - Best CV Score: 0.5205042016806722

07/08 19:15:08 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:15:08 - INFO - This estimator executed 0.0014 minutes
07/08 19:15:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:08 - INFO - Current Running:rf estimator
07/08 19:15:08 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:15:08 - INFO - Best CV Score: 0.9124369747899159

07/08 19:15:08 - INFO - 0.912 (+/-0.082) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:15:08 - INFO - This estimator executed 0.0073 minutes
07/08 19:15:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:08 - INFO - Current Running:ada estimator
07/08 19:15:09 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:15:09 - INFO - Best CV Score: 0.9183193277310924

07/08 19:15:09 - INFO - 0.918 (+/-0.067) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:15:09 - INFO - This estimator executed 0.0076 minutes
07/08 19:15:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:09 - INFO - Current Running:gb estimator
07/08 19:15:09 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:15:09 - INFO - Best CV Score: 0.9122689075630251

07/08 19:15:09 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:15:09 - INFO - This estimator executed 0.0032 minutes
07/08 19:15:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:09 - INFO - Current Running:xgb estimator
07/08 19:15:09 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:15:09 - INFO - Best CV Score: 0.9354621848739496

07/08 19:15:09 - INFO - 0.935 (+/-0.069) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:15:09 - INFO - This estimator executed 0.0019 minutes
07/08 19:15:09 - INFO - lgr -- Accuracy: 0.93 / Precision: 0.92 / Recall: 0.92 / Latency: 2.0s
07/08 19:15:09 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:15:09 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:15:09 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:15:09 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 17.0s
07/08 19:15:09 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:15:09 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:15:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:12 - INFO - Current Running:lgr estimator
07/08 19:15:12 - INFO - Best Paramaters: {'C': 0.1, 'random_state': 13}

07/08 19:15:12 - INFO - Best CV Score: 0.9532773109243697

07/08 19:15:12 - INFO - 0.924 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:15:12 - INFO - 0.936 (+/-0.083) for {'C': 0.01, 'random_state': 13}
07/08 19:15:12 - INFO - 0.953 (+/-0.028) for {'C': 0.1, 'random_state': 13}
07/08 19:15:12 - INFO - 0.942 (+/-0.036) for {'C': 1, 'random_state': 13}
07/08 19:15:12 - INFO - 0.93 (+/-0.07) for {'C': 10, 'random_state': 13}
07/08 19:15:12 - INFO - 0.942 (+/-0.064) for {'C': 100, 'random_state': 13}
07/08 19:15:12 - INFO - 0.936 (+/-0.069) for {'C': 1000, 'random_state': 13}
07/08 19:15:12 - INFO - This estimator executed 0.0065 minutes
07/08 19:15:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:12 - INFO - Current Running:svm estimator
07/08 19:15:12 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:15:12 - INFO - Best CV Score: 0.9534453781512605

07/08 19:15:12 - INFO - 0.953 (+/-0.045) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:15:12 - INFO - This estimator executed 0.0005 minutes
07/08 19:15:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:12 - INFO - Current Running:mlp estimator
07/08 19:15:12 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:15:12 - INFO - Best CV Score: 0.8774789915966388

07/08 19:15:12 - INFO - 0.877 (+/-0.124) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:15:12 - INFO - This estimator executed 0.0087 minutes
07/08 19:15:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:12 - INFO - Current Running:rf estimator
07/08 19:15:13 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:15:13 - INFO - Best CV Score: 0.9122689075630254

07/08 19:15:13 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:15:13 - INFO - This estimator executed 0.0071 minutes
07/08 19:15:13 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:13 - INFO - Current Running:ada estimator
07/08 19:15:13 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:15:13 - INFO - Best CV Score: 0.9356302521008402

07/08 19:15:13 - INFO - 0.936 (+/-0.044) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:15:13 - INFO - This estimator executed 0.0077 minutes
07/08 19:15:13 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:13 - INFO - Current Running:gb estimator
07/08 19:15:14 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:15:14 - INFO - Best CV Score: 0.9297478991596637

07/08 19:15:14 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:15:14 - INFO - This estimator executed 0.0032 minutes
07/08 19:15:14 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:14 - INFO - Current Running:xgb estimator
07/08 19:15:14 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:15:14 - INFO - Best CV Score: 0.9238655462184873

07/08 19:15:14 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:15:14 - INFO - This estimator executed 0.0019 minutes
07/08 19:15:14 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:15:14 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.5s
07/08 19:15:14 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.947 / Recall: 0.72 / Latency: 3.0s
07/08 19:15:14 - INFO - rf -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 11.0s
07/08 19:15:14 - INFO - ada -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 16.0s
07/08 19:15:14 - INFO - gb -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 4.0s
07/08 19:15:14 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:15:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:26 - INFO - Current Running:lgr estimator
07/08 19:15:27 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:15:27 - INFO - Best CV Score: 0.9299159663865547

07/08 19:15:27 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:15:27 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:15:27 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:15:27 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:15:27 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:15:27 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:15:27 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 19:15:27 - INFO - This estimator executed 0.0134 minutes
07/08 19:15:27 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:27 - INFO - Current Running:svm estimator
07/08 19:15:27 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:15:27 - INFO - Best CV Score: 0.9005042016806722

07/08 19:15:27 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:15:27 - INFO - This estimator executed 0.0033 minutes
07/08 19:15:27 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:27 - INFO - Current Running:mlp estimator
07/08 19:15:27 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:15:27 - INFO - Best CV Score: 0.5205042016806722

07/08 19:15:27 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:15:27 - INFO - This estimator executed 0.0016 minutes
07/08 19:15:27 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:27 - INFO - Current Running:rf estimator
07/08 19:15:28 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:15:28 - INFO - Best CV Score: 0.9063865546218487

07/08 19:15:28 - INFO - 0.906 (+/-0.12) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:15:28 - INFO - This estimator executed 0.0072 minutes
07/08 19:15:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:28 - INFO - Current Running:ada estimator
07/08 19:15:28 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:15:28 - INFO - Best CV Score: 0.9063865546218487

07/08 19:15:28 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:15:28 - INFO - This estimator executed 0.0076 minutes
07/08 19:15:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:28 - INFO - Current Running:gb estimator
07/08 19:15:28 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:15:28 - INFO - Best CV Score: 0.9297478991596637

07/08 19:15:28 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:15:28 - INFO - This estimator executed 0.0032 minutes
07/08 19:15:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:28 - INFO - Current Running:xgb estimator
07/08 19:15:29 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:15:29 - INFO - Best CV Score: 0.9415126050420168

07/08 19:15:29 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:15:29 - INFO - This estimator executed 0.002 minutes
07/08 19:15:29 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:15:29 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:15:29 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 4.0s
07/08 19:15:29 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:15:29 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:15:29 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:15:29 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:15:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:31 - INFO - Current Running:lgr estimator
07/08 19:15:31 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:15:31 - INFO - Best CV Score: 0.9534453781512605

07/08 19:15:31 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:15:31 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 19:15:31 - INFO - 0.942 (+/-0.052) for {'C': 0.1, 'random_state': 13}
07/08 19:15:31 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 19:15:31 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 19:15:31 - INFO - 0.942 (+/-0.083) for {'C': 100, 'random_state': 13}
07/08 19:15:31 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:15:31 - INFO - This estimator executed 0.0067 minutes
07/08 19:15:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:31 - INFO - Current Running:svm estimator
07/08 19:15:31 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:15:31 - INFO - Best CV Score: 0.9650420168067226

07/08 19:15:31 - INFO - 0.965 (+/-0.022) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:15:31 - INFO - This estimator executed 0.0004 minutes
07/08 19:15:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:31 - INFO - Current Running:mlp estimator
07/08 19:15:32 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:15:32 - INFO - Best CV Score: 0.9184873949579833

07/08 19:15:32 - INFO - 0.918 (+/-0.075) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:15:32 - INFO - This estimator executed 0.0088 minutes
07/08 19:15:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:32 - INFO - Current Running:rf estimator
07/08 19:15:32 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:15:32 - INFO - Best CV Score: 0.9065546218487395

07/08 19:15:32 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:15:32 - INFO - This estimator executed 0.0069 minutes
07/08 19:15:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:32 - INFO - Current Running:ada estimator
07/08 19:15:33 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:15:33 - INFO - Best CV Score: 0.9181512605042016

07/08 19:15:33 - INFO - 0.918 (+/-0.023) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:15:33 - INFO - This estimator executed 0.0077 minutes
07/08 19:15:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:33 - INFO - Current Running:gb estimator
07/08 19:15:33 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:15:33 - INFO - Best CV Score: 0.9297478991596637

07/08 19:15:33 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:15:33 - INFO - This estimator executed 0.0033 minutes
07/08 19:15:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:33 - INFO - Current Running:xgb estimator
07/08 19:15:33 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:15:33 - INFO - Best CV Score: 0.917983193277311

07/08 19:15:33 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:15:33 - INFO - This estimator executed 0.0018 minutes
07/08 19:15:33 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:15:33 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:15:33 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:15:33 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:15:33 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:15:33 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:15:33 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:15:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:43 - INFO - Current Running:lgr estimator
07/08 19:15:44 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:15:44 - INFO - Best CV Score: 0.9299159663865547

07/08 19:15:44 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:15:44 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:15:44 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:15:44 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:15:44 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:15:44 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:15:44 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 19:15:44 - INFO - This estimator executed 0.0131 minutes
07/08 19:15:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:44 - INFO - Current Running:svm estimator
07/08 19:15:44 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:15:44 - INFO - Best CV Score: 0.9005042016806722

07/08 19:15:44 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:15:44 - INFO - This estimator executed 0.0033 minutes
07/08 19:15:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:44 - INFO - Current Running:mlp estimator
07/08 19:15:44 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:15:44 - INFO - Best CV Score: 0.5205042016806722

07/08 19:15:44 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:15:44 - INFO - This estimator executed 0.0015 minutes
07/08 19:15:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:44 - INFO - Current Running:rf estimator
07/08 19:15:44 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:15:44 - INFO - Best CV Score: 0.917983193277311

07/08 19:15:44 - INFO - 0.918 (+/-0.102) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:15:44 - INFO - This estimator executed 0.0071 minutes
07/08 19:15:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:44 - INFO - Current Running:ada estimator
07/08 19:15:45 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:15:45 - INFO - Best CV Score: 0.9063865546218487

07/08 19:15:45 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:15:45 - INFO - This estimator executed 0.0078 minutes
07/08 19:15:45 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:45 - INFO - Current Running:gb estimator
07/08 19:15:45 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:15:45 - INFO - Best CV Score: 0.9297478991596637

07/08 19:15:45 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:15:45 - INFO - This estimator executed 0.0032 minutes
07/08 19:15:45 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:45 - INFO - Current Running:xgb estimator
07/08 19:15:45 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:15:45 - INFO - Best CV Score: 0.9415126050420168

07/08 19:15:45 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:15:45 - INFO - This estimator executed 0.0019 minutes
07/08 19:15:45 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:15:45 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:15:45 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:15:45 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:15:45 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:15:45 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:15:45 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:15:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:47 - INFO - Current Running:lgr estimator
07/08 19:15:48 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:15:48 - INFO - Best CV Score: 0.9532773109243697

07/08 19:15:48 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:15:48 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 19:15:48 - INFO - 0.942 (+/-0.072) for {'C': 0.1, 'random_state': 13}
07/08 19:15:48 - INFO - 0.948 (+/-0.084) for {'C': 1, 'random_state': 13}
07/08 19:15:48 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 19:15:48 - INFO - 0.953 (+/-0.071) for {'C': 100, 'random_state': 13}
07/08 19:15:48 - INFO - 0.953 (+/-0.08) for {'C': 1000, 'random_state': 13}
07/08 19:15:48 - INFO - This estimator executed 0.0063 minutes
07/08 19:15:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:48 - INFO - Current Running:svm estimator
07/08 19:15:48 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:15:48 - INFO - Best CV Score: 0.9473949579831933

07/08 19:15:48 - INFO - 0.947 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:15:48 - INFO - This estimator executed 0.0005 minutes
07/08 19:15:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:48 - INFO - Current Running:mlp estimator
07/08 19:15:48 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:15:48 - INFO - Best CV Score: 0.8835294117647059

07/08 19:15:48 - INFO - 0.884 (+/-0.087) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:15:48 - INFO - This estimator executed 0.0088 minutes
07/08 19:15:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:48 - INFO - Current Running:rf estimator
07/08 19:15:49 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:15:49 - INFO - Best CV Score: 0.9181512605042018

07/08 19:15:49 - INFO - 0.918 (+/-0.078) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:15:49 - INFO - This estimator executed 0.0069 minutes
07/08 19:15:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:49 - INFO - Current Running:ada estimator
07/08 19:15:49 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:15:49 - INFO - Best CV Score: 0.9063865546218487

07/08 19:15:49 - INFO - 0.906 (+/-0.058) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:15:49 - INFO - This estimator executed 0.0076 minutes
07/08 19:15:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:49 - INFO - Current Running:gb estimator
07/08 19:15:49 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:15:49 - INFO - Best CV Score: 0.9238655462184873

07/08 19:15:49 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:15:49 - INFO - This estimator executed 0.0033 minutes
07/08 19:15:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:49 - INFO - Current Running:xgb estimator
07/08 19:15:50 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:15:50 - INFO - Best CV Score: 0.9356302521008404

07/08 19:15:50 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:15:50 - INFO - This estimator executed 0.0019 minutes
07/08 19:15:50 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 2.0s
07/08 19:15:50 - INFO - svm -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 3.0s
07/08 19:15:50 - INFO - mlp -- Accuracy: 0.825 / Precision: 0.895 / Recall: 0.68 / Latency: 3.0s
07/08 19:15:50 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:15:50 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.5s
07/08 19:15:50 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:15:50 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 2.0s
07/08 19:15:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:57 - INFO - Current Running:lgr estimator
07/08 19:15:58 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:15:58 - INFO - Best CV Score: 0.9356302521008404

07/08 19:15:58 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:15:58 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:15:58 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:15:58 - INFO - 0.889 (+/-0.079) for {'C': 1, 'random_state': 13}
07/08 19:15:58 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:15:58 - INFO - 0.93 (+/-0.08) for {'C': 100, 'random_state': 13}
07/08 19:15:58 - INFO - 0.936 (+/-0.058) for {'C': 1000, 'random_state': 13}
07/08 19:15:58 - INFO - This estimator executed 0.0135 minutes
07/08 19:15:58 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:58 - INFO - Current Running:svm estimator
07/08 19:15:58 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:15:58 - INFO - Best CV Score: 0.8946218487394958

07/08 19:15:58 - INFO - 0.895 (+/-0.096) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:15:58 - INFO - This estimator executed 0.0026 minutes
07/08 19:15:58 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:58 - INFO - Current Running:mlp estimator
07/08 19:15:58 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:15:58 - INFO - Best CV Score: 0.5205042016806722

07/08 19:15:58 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:15:58 - INFO - This estimator executed 0.0014 minutes
07/08 19:15:58 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:58 - INFO - Current Running:rf estimator
07/08 19:15:59 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:15:59 - INFO - Best CV Score: 0.9181512605042018

07/08 19:15:59 - INFO - 0.918 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:15:59 - INFO - This estimator executed 0.0071 minutes
07/08 19:15:59 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:59 - INFO - Current Running:ada estimator
07/08 19:15:59 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:15:59 - INFO - Best CV Score: 0.9003361344537815

07/08 19:15:59 - INFO - 0.9 (+/-0.08) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:15:59 - INFO - This estimator executed 0.0077 minutes
07/08 19:15:59 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:15:59 - INFO - Current Running:gb estimator
07/08 19:16:00 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:16:00 - INFO - Best CV Score: 0.924033613445378

07/08 19:16:00 - INFO - 0.924 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:16:00 - INFO - This estimator executed 0.0034 minutes
07/08 19:16:00 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:00 - INFO - Current Running:xgb estimator
07/08 19:16:00 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:16:00 - INFO - Best CV Score: 0.9238655462184873

07/08 19:16:00 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:16:00 - INFO - This estimator executed 0.002 minutes
07/08 19:16:00 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 19:16:00 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:16:00 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:16:00 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:16:00 - INFO - ada -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 16.0s
07/08 19:16:00 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:16:00 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:16:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:02 - INFO - Current Running:lgr estimator
07/08 19:16:02 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:16:02 - INFO - Best CV Score: 0.9534453781512605

07/08 19:16:02 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:16:02 - INFO - 0.936 (+/-0.091) for {'C': 0.01, 'random_state': 13}
07/08 19:16:02 - INFO - 0.942 (+/-0.052) for {'C': 0.1, 'random_state': 13}
07/08 19:16:02 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 19:16:02 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 19:16:02 - INFO - 0.942 (+/-0.083) for {'C': 100, 'random_state': 13}
07/08 19:16:02 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:16:02 - INFO - This estimator executed 0.0067 minutes
07/08 19:16:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:02 - INFO - Current Running:svm estimator
07/08 19:16:02 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:16:02 - INFO - Best CV Score: 0.9650420168067226

07/08 19:16:02 - INFO - 0.965 (+/-0.022) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:16:02 - INFO - This estimator executed 0.0005 minutes
07/08 19:16:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:02 - INFO - Current Running:mlp estimator
07/08 19:16:03 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:16:03 - INFO - Best CV Score: 0.9126050420168067

07/08 19:16:03 - INFO - 0.913 (+/-0.103) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:16:03 - INFO - This estimator executed 0.0088 minutes
07/08 19:16:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:03 - INFO - Current Running:rf estimator
07/08 19:16:03 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:16:03 - INFO - Best CV Score: 0.900672268907563

07/08 19:16:03 - INFO - 0.901 (+/-0.121) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:16:03 - INFO - This estimator executed 0.007 minutes
07/08 19:16:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:03 - INFO - Current Running:ada estimator
07/08 19:16:04 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:16:04 - INFO - Best CV Score: 0.9181512605042016

07/08 19:16:04 - INFO - 0.918 (+/-0.023) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:16:04 - INFO - This estimator executed 0.0078 minutes
07/08 19:16:04 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:04 - INFO - Current Running:gb estimator
07/08 19:16:04 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:16:04 - INFO - Best CV Score: 0.9297478991596637

07/08 19:16:04 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:16:04 - INFO - This estimator executed 0.0033 minutes
07/08 19:16:04 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:04 - INFO - Current Running:xgb estimator
07/08 19:16:04 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:16:04 - INFO - Best CV Score: 0.917983193277311

07/08 19:16:04 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:16:04 - INFO - This estimator executed 0.0019 minutes
07/08 19:16:04 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 19:16:04 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:16:04 - INFO - mlp -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:16:04 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:16:04 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:16:04 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:16:04 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:16:14 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:14 - INFO - Current Running:lgr estimator
07/08 19:16:15 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:16:15 - INFO - Best CV Score: 0.9299159663865547

07/08 19:16:15 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:16:15 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:16:15 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:16:15 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:16:15 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:16:15 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:16:15 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 19:16:15 - INFO - This estimator executed 0.0132 minutes
07/08 19:16:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:15 - INFO - Current Running:svm estimator
07/08 19:16:15 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:16:15 - INFO - Best CV Score: 0.9005042016806722

07/08 19:16:15 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:16:15 - INFO - This estimator executed 0.0032 minutes
07/08 19:16:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:15 - INFO - Current Running:mlp estimator
07/08 19:16:15 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:16:15 - INFO - Best CV Score: 0.5205042016806722

07/08 19:16:15 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:16:15 - INFO - This estimator executed 0.0016 minutes
07/08 19:16:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:15 - INFO - Current Running:rf estimator
07/08 19:16:16 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:16:16 - INFO - Best CV Score: 0.9122689075630254

07/08 19:16:16 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:16:16 - INFO - This estimator executed 0.007 minutes
07/08 19:16:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:16 - INFO - Current Running:ada estimator
07/08 19:16:16 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:16:16 - INFO - Best CV Score: 0.9063865546218487

07/08 19:16:16 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:16:16 - INFO - This estimator executed 0.0077 minutes
07/08 19:16:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:16 - INFO - Current Running:gb estimator
07/08 19:16:16 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:16:16 - INFO - Best CV Score: 0.9297478991596637

07/08 19:16:16 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:16:16 - INFO - This estimator executed 0.0033 minutes
07/08 19:16:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:16 - INFO - Current Running:xgb estimator
07/08 19:16:17 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:16:17 - INFO - Best CV Score: 0.9415126050420168

07/08 19:16:17 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:16:17 - INFO - This estimator executed 0.002 minutes
07/08 19:16:17 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:16:17 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:16:17 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:16:17 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:16:17 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:16:17 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:16:17 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:16:19 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:19 - INFO - Current Running:lgr estimator
07/08 19:16:19 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:16:19 - INFO - Best CV Score: 0.9532773109243697

07/08 19:16:19 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:16:19 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 19:16:19 - INFO - 0.942 (+/-0.072) for {'C': 0.1, 'random_state': 13}
07/08 19:16:19 - INFO - 0.948 (+/-0.084) for {'C': 1, 'random_state': 13}
07/08 19:16:19 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 19:16:19 - INFO - 0.953 (+/-0.071) for {'C': 100, 'random_state': 13}
07/08 19:16:19 - INFO - 0.953 (+/-0.08) for {'C': 1000, 'random_state': 13}
07/08 19:16:19 - INFO - This estimator executed 0.0064 minutes
07/08 19:16:19 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:19 - INFO - Current Running:svm estimator
07/08 19:16:19 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:16:19 - INFO - Best CV Score: 0.9473949579831933

07/08 19:16:19 - INFO - 0.947 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:16:19 - INFO - This estimator executed 0.0004 minutes
07/08 19:16:19 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:19 - INFO - Current Running:mlp estimator
07/08 19:16:20 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:16:20 - INFO - Best CV Score: 0.9184873949579831

07/08 19:16:20 - INFO - 0.918 (+/-0.065) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:16:20 - INFO - This estimator executed 0.0088 minutes
07/08 19:16:20 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:20 - INFO - Current Running:rf estimator
07/08 19:16:20 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:16:20 - INFO - Best CV Score: 0.9065546218487395

07/08 19:16:20 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:16:20 - INFO - This estimator executed 0.0069 minutes
07/08 19:16:20 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:20 - INFO - Current Running:ada estimator
07/08 19:16:21 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:16:21 - INFO - Best CV Score: 0.9063865546218487

07/08 19:16:21 - INFO - 0.906 (+/-0.058) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:16:21 - INFO - This estimator executed 0.0077 minutes
07/08 19:16:21 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:21 - INFO - Current Running:gb estimator
07/08 19:16:21 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:16:21 - INFO - Best CV Score: 0.9238655462184873

07/08 19:16:21 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:16:21 - INFO - This estimator executed 0.0032 minutes
07/08 19:16:21 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:21 - INFO - Current Running:xgb estimator
07/08 19:16:21 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:16:21 - INFO - Best CV Score: 0.9356302521008404

07/08 19:16:21 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:16:21 - INFO - This estimator executed 0.0019 minutes
07/08 19:16:21 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:16:21 - INFO - svm -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 3.0s
07/08 19:16:21 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.947 / Recall: 0.72 / Latency: 3.0s
07/08 19:16:21 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:16:21 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:16:21 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:16:21 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 2.0s
07/08 19:16:30 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:30 - INFO - Current Running:lgr estimator
07/08 19:16:31 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:16:31 - INFO - Best CV Score: 0.9299159663865547

07/08 19:16:31 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:16:31 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:16:31 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:16:31 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:16:31 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:16:31 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:16:31 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 19:16:31 - INFO - This estimator executed 0.0131 minutes
07/08 19:16:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:31 - INFO - Current Running:svm estimator
07/08 19:16:31 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:16:31 - INFO - Best CV Score: 0.9005042016806722

07/08 19:16:31 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:16:31 - INFO - This estimator executed 0.0033 minutes
07/08 19:16:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:31 - INFO - Current Running:mlp estimator
07/08 19:16:31 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:16:31 - INFO - Best CV Score: 0.5205042016806722

07/08 19:16:31 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:16:31 - INFO - This estimator executed 0.0016 minutes
07/08 19:16:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:31 - INFO - Current Running:rf estimator
07/08 19:16:32 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:16:32 - INFO - Best CV Score: 0.9121008403361344

07/08 19:16:32 - INFO - 0.912 (+/-0.124) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:16:32 - INFO - This estimator executed 0.0071 minutes
07/08 19:16:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:32 - INFO - Current Running:ada estimator
07/08 19:16:32 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:16:32 - INFO - Best CV Score: 0.9063865546218487

07/08 19:16:32 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:16:32 - INFO - This estimator executed 0.0076 minutes
07/08 19:16:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:32 - INFO - Current Running:gb estimator
07/08 19:16:32 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:16:32 - INFO - Best CV Score: 0.9297478991596637

07/08 19:16:32 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:16:32 - INFO - This estimator executed 0.0033 minutes
07/08 19:16:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:32 - INFO - Current Running:xgb estimator
07/08 19:16:33 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:16:33 - INFO - Best CV Score: 0.9415126050420168

07/08 19:16:33 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:16:33 - INFO - This estimator executed 0.0019 minutes
07/08 19:16:33 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 19:16:33 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:16:33 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 4.0s
07/08 19:16:33 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:16:33 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:16:33 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:16:33 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:16:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:35 - INFO - Current Running:lgr estimator
07/08 19:16:35 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:16:35 - INFO - Best CV Score: 0.9591596638655462

07/08 19:16:35 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:16:35 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 19:16:35 - INFO - 0.948 (+/-0.056) for {'C': 0.1, 'random_state': 13}
07/08 19:16:35 - INFO - 0.953 (+/-0.059) for {'C': 1, 'random_state': 13}
07/08 19:16:35 - INFO - 0.942 (+/-0.074) for {'C': 10, 'random_state': 13}
07/08 19:16:35 - INFO - 0.959 (+/-0.047) for {'C': 100, 'random_state': 13}
07/08 19:16:35 - INFO - 0.959 (+/-0.047) for {'C': 1000, 'random_state': 13}
07/08 19:16:35 - INFO - This estimator executed 0.0063 minutes
07/08 19:16:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:35 - INFO - Current Running:svm estimator
07/08 19:16:35 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:16:35 - INFO - Best CV Score: 0.9591596638655462

07/08 19:16:35 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:16:35 - INFO - This estimator executed 0.0005 minutes
07/08 19:16:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:35 - INFO - Current Running:mlp estimator
07/08 19:16:36 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:16:36 - INFO - Best CV Score: 0.8774789915966388

07/08 19:16:36 - INFO - 0.877 (+/-0.054) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:16:36 - INFO - This estimator executed 0.0087 minutes
07/08 19:16:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:36 - INFO - Current Running:rf estimator
07/08 19:16:36 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:16:36 - INFO - Best CV Score: 0.9122689075630254

07/08 19:16:36 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:16:36 - INFO - This estimator executed 0.0071 minutes
07/08 19:16:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:36 - INFO - Current Running:ada estimator
07/08 19:16:36 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:16:36 - INFO - Best CV Score: 0.9063865546218487

07/08 19:16:36 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:16:36 - INFO - This estimator executed 0.0076 minutes
07/08 19:16:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:36 - INFO - Current Running:gb estimator
07/08 19:16:37 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:16:37 - INFO - Best CV Score: 0.9297478991596637

07/08 19:16:37 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:16:37 - INFO - This estimator executed 0.0032 minutes
07/08 19:16:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:37 - INFO - Current Running:xgb estimator
07/08 19:16:37 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:16:37 - INFO - Best CV Score: 0.9415126050420168

07/08 19:16:37 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:16:37 - INFO - This estimator executed 0.0018 minutes
07/08 19:16:37 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:16:37 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:16:37 - INFO - mlp -- Accuracy: 0.842 / Precision: 0.833 / Recall: 0.8 / Latency: 3.0s
07/08 19:16:37 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:16:37 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:16:37 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:16:37 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:16:50 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:50 - INFO - Current Running:lgr estimator
07/08 19:16:51 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:16:51 - INFO - Best CV Score: 0.9415126050420168

07/08 19:16:51 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:16:51 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:16:51 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:16:51 - INFO - 0.894 (+/-0.089) for {'C': 1, 'random_state': 13}
07/08 19:16:51 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:16:51 - INFO - 0.936 (+/-0.087) for {'C': 100, 'random_state': 13}
07/08 19:16:51 - INFO - 0.942 (+/-0.064) for {'C': 1000, 'random_state': 13}
07/08 19:16:51 - INFO - This estimator executed 0.0136 minutes
07/08 19:16:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:51 - INFO - Current Running:svm estimator
07/08 19:16:51 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:16:51 - INFO - Best CV Score: 0.9063865546218487

07/08 19:16:51 - INFO - 0.906 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:16:51 - INFO - This estimator executed 0.0035 minutes
07/08 19:16:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:51 - INFO - Current Running:mlp estimator
07/08 19:16:51 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:16:51 - INFO - Best CV Score: 0.5205042016806722

07/08 19:16:51 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:16:51 - INFO - This estimator executed 0.0016 minutes
07/08 19:16:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:51 - INFO - Current Running:rf estimator
07/08 19:16:52 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:16:52 - INFO - Best CV Score: 0.9065546218487395

07/08 19:16:52 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:16:52 - INFO - This estimator executed 0.007 minutes
07/08 19:16:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:52 - INFO - Current Running:ada estimator
07/08 19:16:52 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:16:52 - INFO - Best CV Score: 0.8949579831932774

07/08 19:16:52 - INFO - 0.895 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:16:52 - INFO - This estimator executed 0.0076 minutes
07/08 19:16:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:52 - INFO - Current Running:gb estimator
07/08 19:16:52 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:16:52 - INFO - Best CV Score: 0.9356302521008404

07/08 19:16:52 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:16:52 - INFO - This estimator executed 0.0032 minutes
07/08 19:16:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:52 - INFO - Current Running:xgb estimator
07/08 19:16:53 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:16:53 - INFO - Best CV Score: 0.9295798319327732

07/08 19:16:53 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:16:53 - INFO - This estimator executed 0.002 minutes
07/08 19:16:53 - INFO - lgr -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:16:53 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:16:53 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:16:53 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:16:53 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 16.0s
07/08 19:16:53 - INFO - gb -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 5.0s
07/08 19:16:53 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:16:55 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:55 - INFO - Current Running:lgr estimator
07/08 19:16:56 - INFO - Best Paramaters: {'C': 0.1, 'random_state': 13}

07/08 19:16:56 - INFO - Best CV Score: 0.9475630252100841

07/08 19:16:56 - INFO - 0.913 (+/-0.081) for {'C': 0.001, 'random_state': 13}
07/08 19:16:56 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 19:16:56 - INFO - 0.948 (+/-0.042) for {'C': 0.1, 'random_state': 13}
07/08 19:16:56 - INFO - 0.947 (+/-0.023) for {'C': 1, 'random_state': 13}
07/08 19:16:56 - INFO - 0.947 (+/-0.044) for {'C': 10, 'random_state': 13}
07/08 19:16:56 - INFO - 0.947 (+/-0.044) for {'C': 100, 'random_state': 13}
07/08 19:16:56 - INFO - 0.947 (+/-0.058) for {'C': 1000, 'random_state': 13}
07/08 19:16:56 - INFO - This estimator executed 0.0065 minutes
07/08 19:16:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:56 - INFO - Current Running:svm estimator
07/08 19:16:56 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:16:56 - INFO - Best CV Score: 0.9589915966386554

07/08 19:16:56 - INFO - 0.959 (+/-0.029) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:16:56 - INFO - This estimator executed 0.0004 minutes
07/08 19:16:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:56 - INFO - Current Running:mlp estimator
07/08 19:16:56 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:16:56 - INFO - Best CV Score: 0.8423529411764704

07/08 19:16:56 - INFO - 0.842 (+/-0.119) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:16:56 - INFO - This estimator executed 0.0089 minutes
07/08 19:16:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:56 - INFO - Current Running:rf estimator
07/08 19:16:57 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:16:57 - INFO - Best CV Score: 0.9122689075630254

07/08 19:16:57 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:16:57 - INFO - This estimator executed 0.0074 minutes
07/08 19:16:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:57 - INFO - Current Running:ada estimator
07/08 19:16:57 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:16:57 - INFO - Best CV Score: 0.924033613445378

07/08 19:16:57 - INFO - 0.924 (+/-0.028) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:16:57 - INFO - This estimator executed 0.0075 minutes
07/08 19:16:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:57 - INFO - Current Running:gb estimator
07/08 19:16:58 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:16:58 - INFO - Best CV Score: 0.9236974789915966

07/08 19:16:58 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:16:58 - INFO - This estimator executed 0.0032 minutes
07/08 19:16:58 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:16:58 - INFO - Current Running:xgb estimator
07/08 19:16:58 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:16:58 - INFO - Best CV Score: 0.917983193277311

07/08 19:16:58 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:16:58 - INFO - This estimator executed 0.0019 minutes
07/08 19:16:58 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:16:58 - INFO - svm -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:16:58 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:16:58 - INFO - rf -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 11.0s
07/08 19:16:58 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:16:58 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 4.0s
07/08 19:16:58 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:17:13 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:17:13 - INFO - Current Running:lgr estimator
07/08 19:17:14 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:17:14 - INFO - Best CV Score: 0.9299159663865547

07/08 19:17:14 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:17:14 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:17:14 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:17:14 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:17:14 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:17:14 - INFO - 0.93 (+/-0.102) for {'C': 100, 'random_state': 13}
07/08 19:17:14 - INFO - 0.93 (+/-0.079) for {'C': 1000, 'random_state': 13}
07/08 19:17:14 - INFO - This estimator executed 0.0132 minutes
07/08 19:17:14 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:17:14 - INFO - Current Running:svm estimator
07/08 19:17:14 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:17:14 - INFO - Best CV Score: 0.9005042016806722

07/08 19:17:14 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:17:14 - INFO - This estimator executed 0.0038 minutes
07/08 19:17:14 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:17:14 - INFO - Current Running:mlp estimator
07/08 19:17:14 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:17:14 - INFO - Best CV Score: 0.5205042016806722

07/08 19:17:14 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:17:14 - INFO - This estimator executed 0.0013 minutes
07/08 19:17:14 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:17:14 - INFO - Current Running:rf estimator
07/08 19:17:15 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:17:15 - INFO - Best CV Score: 0.9122689075630254

07/08 19:17:15 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:17:15 - INFO - This estimator executed 0.0071 minutes
07/08 19:17:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:17:15 - INFO - Current Running:ada estimator
07/08 19:17:15 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:17:15 - INFO - Best CV Score: 0.9063865546218487

07/08 19:17:15 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:17:15 - INFO - This estimator executed 0.0076 minutes
07/08 19:17:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:17:15 - INFO - Current Running:gb estimator
07/08 19:17:15 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:17:15 - INFO - Best CV Score: 0.924033613445378

07/08 19:17:15 - INFO - 0.924 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:17:15 - INFO - This estimator executed 0.0032 minutes
07/08 19:17:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:17:15 - INFO - Current Running:xgb estimator
07/08 19:17:15 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:17:15 - INFO - Best CV Score: 0.9415126050420168

07/08 19:17:15 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:17:15 - INFO - This estimator executed 0.002 minutes
07/08 19:17:15 - INFO - lgr -- Accuracy: 0.93 / Precision: 0.92 / Recall: 0.92 / Latency: 3.0s
07/08 19:17:15 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:17:15 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:17:15 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 19:17:15 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:17:15 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:17:16 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:17:18 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:17:18 - INFO - Current Running:lgr estimator
07/08 19:17:19 - INFO - Best Paramaters: {'C': 10, 'random_state': 13}

07/08 19:17:19 - INFO - Best CV Score: 0.9591596638655462

07/08 19:17:19 - INFO - 0.924 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:17:19 - INFO - 0.924 (+/-0.077) for {'C': 0.01, 'random_state': 13}
07/08 19:17:19 - INFO - 0.953 (+/-0.028) for {'C': 0.1, 'random_state': 13}
07/08 19:17:19 - INFO - 0.942 (+/-0.037) for {'C': 1, 'random_state': 13}
07/08 19:17:19 - INFO - 0.959 (+/-0.028) for {'C': 10, 'random_state': 13}
07/08 19:17:19 - INFO - 0.953 (+/-0.028) for {'C': 100, 'random_state': 13}
07/08 19:17:19 - INFO - 0.947 (+/-0.023) for {'C': 1000, 'random_state': 13}
07/08 19:17:19 - INFO - This estimator executed 0.0065 minutes
07/08 19:17:19 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:17:19 - INFO - Current Running:svm estimator
07/08 19:17:19 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:17:19 - INFO - Best CV Score: 0.9591596638655462

07/08 19:17:19 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:17:19 - INFO - This estimator executed 0.0004 minutes
07/08 19:17:19 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:17:19 - INFO - Current Running:mlp estimator
07/08 19:17:19 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:17:19 - INFO - Best CV Score: 0.8601680672268908

07/08 19:17:19 - INFO - 0.86 (+/-0.11) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:17:19 - INFO - This estimator executed 0.0088 minutes
07/08 19:17:19 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:17:19 - INFO - Current Running:rf estimator
07/08 19:17:20 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:17:20 - INFO - Best CV Score: 0.9122689075630254

07/08 19:17:20 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:17:20 - INFO - This estimator executed 0.0072 minutes
07/08 19:17:20 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:17:20 - INFO - Current Running:ada estimator
07/08 19:17:20 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:17:20 - INFO - Best CV Score: 0.9415126050420166

07/08 19:17:20 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:17:20 - INFO - This estimator executed 0.0077 minutes
07/08 19:17:20 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:17:20 - INFO - Current Running:gb estimator
07/08 19:17:20 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:17:20 - INFO - Best CV Score: 0.9238655462184873

07/08 19:17:20 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:17:20 - INFO - This estimator executed 0.0032 minutes
07/08 19:17:20 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:17:20 - INFO - Current Running:xgb estimator
07/08 19:17:20 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:17:20 - INFO - Best CV Score: 0.917983193277311

07/08 19:17:20 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:17:20 - INFO - This estimator executed 0.0019 minutes
07/08 19:17:20 - INFO - lgr -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 3.0s
07/08 19:17:20 - INFO - svm -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 3.0s
07/08 19:17:21 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:17:21 - INFO - rf -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 12.0s
07/08 19:17:21 - INFO - ada -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 16.0s
07/08 19:17:21 - INFO - gb -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:17:21 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:17:34 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:17:34 - INFO - Current Running:lgr estimator
07/08 19:17:35 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:17:35 - INFO - Best CV Score: 0.9415126050420168

07/08 19:17:35 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:17:35 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:17:35 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:17:35 - INFO - 0.894 (+/-0.089) for {'C': 1, 'random_state': 13}
07/08 19:17:35 - INFO - 0.912 (+/-0.099) for {'C': 10, 'random_state': 13}
07/08 19:17:35 - INFO - 0.936 (+/-0.087) for {'C': 100, 'random_state': 13}
07/08 19:17:35 - INFO - 0.942 (+/-0.064) for {'C': 1000, 'random_state': 13}
07/08 19:17:35 - INFO - This estimator executed 0.0136 minutes
07/08 19:17:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:17:35 - INFO - Current Running:svm estimator
07/08 19:17:35 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:17:35 - INFO - Best CV Score: 0.9063865546218487

07/08 19:17:35 - INFO - 0.906 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:17:35 - INFO - This estimator executed 0.0034 minutes
07/08 19:17:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:17:35 - INFO - Current Running:mlp estimator
07/08 19:17:35 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:17:35 - INFO - Best CV Score: 0.5205042016806722

07/08 19:17:35 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:17:35 - INFO - This estimator executed 0.0016 minutes
07/08 19:17:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:17:35 - INFO - Current Running:rf estimator
07/08 19:17:35 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:17:35 - INFO - Best CV Score: 0.9122689075630254

07/08 19:17:35 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:17:35 - INFO - This estimator executed 0.0073 minutes
07/08 19:17:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:17:35 - INFO - Current Running:ada estimator
07/08 19:17:36 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:17:36 - INFO - Best CV Score: 0.8949579831932774

07/08 19:17:36 - INFO - 0.895 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:17:36 - INFO - This estimator executed 0.0075 minutes
07/08 19:17:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:17:36 - INFO - Current Running:gb estimator
07/08 19:17:36 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:17:36 - INFO - Best CV Score: 0.9356302521008404

07/08 19:17:36 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:17:36 - INFO - This estimator executed 0.0031 minutes
07/08 19:17:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:17:36 - INFO - Current Running:xgb estimator
07/08 19:17:36 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:17:36 - INFO - Best CV Score: 0.9295798319327732

07/08 19:17:36 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:17:36 - INFO - This estimator executed 0.002 minutes
07/08 19:17:36 - INFO - lgr -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:17:36 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:17:36 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:17:36 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:17:36 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 16.0s
07/08 19:17:36 - INFO - gb -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 2.0s
07/08 19:17:36 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:17:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:17:39 - INFO - Current Running:lgr estimator
07/08 19:17:40 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:17:40 - INFO - Best CV Score: 0.9591596638655462

07/08 19:17:40 - INFO - 0.93 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:17:40 - INFO - 0.93 (+/-0.058) for {'C': 0.01, 'random_state': 13}
07/08 19:17:40 - INFO - 0.959 (+/-0.047) for {'C': 0.1, 'random_state': 13}
07/08 19:17:40 - INFO - 0.947 (+/-0.044) for {'C': 1, 'random_state': 13}
07/08 19:17:40 - INFO - 0.942 (+/-0.053) for {'C': 10, 'random_state': 13}
07/08 19:17:40 - INFO - 0.947 (+/-0.044) for {'C': 100, 'random_state': 13}
07/08 19:17:40 - INFO - 0.959 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:17:40 - INFO - This estimator executed 0.0077 minutes
07/08 19:17:40 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:17:40 - INFO - Current Running:svm estimator
07/08 19:17:40 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:17:40 - INFO - Best CV Score: 0.9532773109243697

07/08 19:17:40 - INFO - 0.953 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:17:40 - INFO - This estimator executed 0.0004 minutes
07/08 19:17:40 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:17:40 - INFO - Current Running:mlp estimator
07/08 19:17:40 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:17:40 - INFO - Best CV Score: 0.877142857142857

07/08 19:17:40 - INFO - 0.877 (+/-0.101) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:17:40 - INFO - This estimator executed 0.0094 minutes
07/08 19:17:40 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:17:40 - INFO - Current Running:rf estimator
07/08 19:17:41 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:17:41 - INFO - Best CV Score: 0.9183193277310924

07/08 19:17:41 - INFO - 0.918 (+/-0.085) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:17:41 - INFO - This estimator executed 0.0074 minutes
07/08 19:17:41 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:17:41 - INFO - Current Running:ada estimator
07/08 19:17:41 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:17:41 - INFO - Best CV Score: 0.9236974789915966

07/08 19:17:41 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:17:41 - INFO - This estimator executed 0.0076 minutes
07/08 19:17:41 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:17:41 - INFO - Current Running:gb estimator
07/08 19:17:41 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:17:41 - INFO - Best CV Score: 0.9297478991596637

07/08 19:17:41 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:17:41 - INFO - This estimator executed 0.0032 minutes
07/08 19:17:41 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:17:41 - INFO - Current Running:xgb estimator
07/08 19:17:41 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:17:41 - INFO - Best CV Score: 0.9354621848739496

07/08 19:17:41 - INFO - 0.935 (+/-0.087) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:17:41 - INFO - This estimator executed 0.0019 minutes
07/08 19:17:41 - INFO - lgr -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:17:42 - INFO - svm -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:17:42 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.947 / Recall: 0.72 / Latency: 3.0s
07/08 19:17:42 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:17:42 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 15.0s
07/08 19:17:42 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:17:42 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:17:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:17:56 - INFO - Current Running:lgr estimator
07/08 19:17:57 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:17:57 - INFO - Best CV Score: 0.9415126050420168

07/08 19:17:57 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:17:57 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:17:57 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:17:57 - INFO - 0.894 (+/-0.089) for {'C': 1, 'random_state': 13}
07/08 19:17:57 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:17:57 - INFO - 0.942 (+/-0.064) for {'C': 100, 'random_state': 13}
07/08 19:17:57 - INFO - 0.942 (+/-0.064) for {'C': 1000, 'random_state': 13}
07/08 19:17:57 - INFO - This estimator executed 0.0135 minutes
07/08 19:17:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:17:57 - INFO - Current Running:svm estimator
07/08 19:17:57 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:17:57 - INFO - Best CV Score: 0.9063865546218487

07/08 19:17:57 - INFO - 0.906 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:17:57 - INFO - This estimator executed 0.0036 minutes
07/08 19:17:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:17:57 - INFO - Current Running:mlp estimator
07/08 19:17:57 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:17:57 - INFO - Best CV Score: 0.5205042016806722

07/08 19:17:57 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:17:57 - INFO - This estimator executed 0.0014 minutes
07/08 19:17:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:17:57 - INFO - Current Running:rf estimator
07/08 19:17:57 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:17:57 - INFO - Best CV Score: 0.9063865546218487

07/08 19:17:57 - INFO - 0.906 (+/-0.12) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:17:57 - INFO - This estimator executed 0.0069 minutes
07/08 19:17:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:17:57 - INFO - Current Running:ada estimator
07/08 19:17:58 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:17:58 - INFO - Best CV Score: 0.8949579831932774

07/08 19:17:58 - INFO - 0.895 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:17:58 - INFO - This estimator executed 0.0077 minutes
07/08 19:17:58 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:17:58 - INFO - Current Running:gb estimator
07/08 19:17:58 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:17:58 - INFO - Best CV Score: 0.9356302521008404

07/08 19:17:58 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:17:58 - INFO - This estimator executed 0.0031 minutes
07/08 19:17:58 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:17:58 - INFO - Current Running:xgb estimator
07/08 19:17:58 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:17:58 - INFO - Best CV Score: 0.9295798319327732

07/08 19:17:58 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:17:58 - INFO - This estimator executed 0.002 minutes
07/08 19:17:58 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:17:58 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:17:58 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:17:58 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 19:17:58 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 16.0s
07/08 19:17:58 - INFO - gb -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:17:58 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:18:01 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:01 - INFO - Current Running:lgr estimator
07/08 19:18:01 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:18:01 - INFO - Best CV Score: 0.9532773109243697

07/08 19:18:01 - INFO - 0.924 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:18:01 - INFO - 0.918 (+/-0.084) for {'C': 0.01, 'random_state': 13}
07/08 19:18:01 - INFO - 0.942 (+/-0.074) for {'C': 0.1, 'random_state': 13}
07/08 19:18:01 - INFO - 0.953 (+/-0.08) for {'C': 1, 'random_state': 13}
07/08 19:18:01 - INFO - 0.953 (+/-0.08) for {'C': 10, 'random_state': 13}
07/08 19:18:01 - INFO - 0.947 (+/-0.101) for {'C': 100, 'random_state': 13}
07/08 19:18:01 - INFO - 0.942 (+/-0.098) for {'C': 1000, 'random_state': 13}
07/08 19:18:01 - INFO - This estimator executed 0.0064 minutes
07/08 19:18:01 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:01 - INFO - Current Running:svm estimator
07/08 19:18:01 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:18:01 - INFO - Best CV Score: 0.9589915966386554

07/08 19:18:01 - INFO - 0.959 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:18:01 - INFO - This estimator executed 0.0004 minutes
07/08 19:18:01 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:01 - INFO - Current Running:mlp estimator
07/08 19:18:02 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:18:02 - INFO - Best CV Score: 0.8776470588235294

07/08 19:18:02 - INFO - 0.878 (+/-0.082) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:18:02 - INFO - This estimator executed 0.0088 minutes
07/08 19:18:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:02 - INFO - Current Running:rf estimator
07/08 19:18:02 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:18:02 - INFO - Best CV Score: 0.9122689075630254

07/08 19:18:02 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:18:02 - INFO - This estimator executed 0.0069 minutes
07/08 19:18:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:02 - INFO - Current Running:ada estimator
07/08 19:18:03 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:18:03 - INFO - Best CV Score: 0.9181512605042016

07/08 19:18:03 - INFO - 0.918 (+/-0.068) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:18:03 - INFO - This estimator executed 0.0076 minutes
07/08 19:18:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:03 - INFO - Current Running:gb estimator
07/08 19:18:03 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:18:03 - INFO - Best CV Score: 0.9356302521008404

07/08 19:18:03 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:18:03 - INFO - This estimator executed 0.0033 minutes
07/08 19:18:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:03 - INFO - Current Running:xgb estimator
07/08 19:18:03 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:18:03 - INFO - Best CV Score: 0.9297478991596639

07/08 19:18:03 - INFO - 0.93 (+/-0.06) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:18:03 - INFO - This estimator executed 0.0019 minutes
07/08 19:18:03 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 19:18:03 - INFO - svm -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:18:03 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.905 / Recall: 0.76 / Latency: 3.0s
07/08 19:18:03 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:18:03 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:18:03 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:18:03 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 1.0s
07/08 19:18:14 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:14 - INFO - Current Running:lgr estimator
07/08 19:18:15 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:18:15 - INFO - Best CV Score: 0.9415126050420168

07/08 19:18:15 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:18:15 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:18:15 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:18:15 - INFO - 0.894 (+/-0.089) for {'C': 1, 'random_state': 13}
07/08 19:18:15 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:18:15 - INFO - 0.936 (+/-0.087) for {'C': 100, 'random_state': 13}
07/08 19:18:15 - INFO - 0.942 (+/-0.064) for {'C': 1000, 'random_state': 13}
07/08 19:18:15 - INFO - This estimator executed 0.0136 minutes
07/08 19:18:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:15 - INFO - Current Running:svm estimator
07/08 19:18:15 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:18:15 - INFO - Best CV Score: 0.9063865546218487

07/08 19:18:15 - INFO - 0.906 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:18:15 - INFO - This estimator executed 0.0035 minutes
07/08 19:18:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:15 - INFO - Current Running:mlp estimator
07/08 19:18:16 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:18:16 - INFO - Best CV Score: 0.5205042016806722

07/08 19:18:16 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:18:16 - INFO - This estimator executed 0.0014 minutes
07/08 19:18:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:16 - INFO - Current Running:rf estimator
07/08 19:18:16 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:18:16 - INFO - Best CV Score: 0.9065546218487395

07/08 19:18:16 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:18:16 - INFO - This estimator executed 0.0072 minutes
07/08 19:18:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:16 - INFO - Current Running:ada estimator
07/08 19:18:16 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:18:16 - INFO - Best CV Score: 0.8949579831932774

07/08 19:18:16 - INFO - 0.895 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:18:16 - INFO - This estimator executed 0.0076 minutes
07/08 19:18:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:16 - INFO - Current Running:gb estimator
07/08 19:18:17 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:18:17 - INFO - Best CV Score: 0.9356302521008404

07/08 19:18:17 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:18:17 - INFO - This estimator executed 0.0031 minutes
07/08 19:18:17 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:17 - INFO - Current Running:xgb estimator
07/08 19:18:17 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:18:17 - INFO - Best CV Score: 0.9295798319327732

07/08 19:18:17 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:18:17 - INFO - This estimator executed 0.0019 minutes
07/08 19:18:17 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 2.0s
07/08 19:18:17 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:18:17 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:18:17 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:18:17 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 16.0s
07/08 19:18:17 - INFO - gb -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:18:17 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:18:19 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:19 - INFO - Current Running:lgr estimator
07/08 19:18:20 - INFO - Best Paramaters: {'C': 10, 'random_state': 13}

07/08 19:18:20 - INFO - Best CV Score: 0.9591596638655462

07/08 19:18:20 - INFO - 0.924 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:18:20 - INFO - 0.924 (+/-0.077) for {'C': 0.01, 'random_state': 13}
07/08 19:18:20 - INFO - 0.953 (+/-0.028) for {'C': 0.1, 'random_state': 13}
07/08 19:18:20 - INFO - 0.942 (+/-0.037) for {'C': 1, 'random_state': 13}
07/08 19:18:20 - INFO - 0.959 (+/-0.028) for {'C': 10, 'random_state': 13}
07/08 19:18:20 - INFO - 0.953 (+/-0.028) for {'C': 100, 'random_state': 13}
07/08 19:18:20 - INFO - 0.947 (+/-0.023) for {'C': 1000, 'random_state': 13}
07/08 19:18:20 - INFO - This estimator executed 0.0065 minutes
07/08 19:18:20 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:20 - INFO - Current Running:svm estimator
07/08 19:18:20 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:18:20 - INFO - Best CV Score: 0.9591596638655462

07/08 19:18:20 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:18:20 - INFO - This estimator executed 0.0004 minutes
07/08 19:18:20 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:20 - INFO - Current Running:mlp estimator
07/08 19:18:20 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:18:20 - INFO - Best CV Score: 0.8719327731092437

07/08 19:18:20 - INFO - 0.872 (+/-0.104) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:18:20 - INFO - This estimator executed 0.0089 minutes
07/08 19:18:20 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:20 - INFO - Current Running:rf estimator
07/08 19:18:21 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:18:21 - INFO - Best CV Score: 0.9181512605042018

07/08 19:18:21 - INFO - 0.918 (+/-0.078) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:18:21 - INFO - This estimator executed 0.0068 minutes
07/08 19:18:21 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:21 - INFO - Current Running:ada estimator
07/08 19:18:21 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:18:21 - INFO - Best CV Score: 0.9415126050420166

07/08 19:18:21 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:18:21 - INFO - This estimator executed 0.0077 minutes
07/08 19:18:21 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:21 - INFO - Current Running:gb estimator
07/08 19:18:22 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:18:22 - INFO - Best CV Score: 0.9238655462184873

07/08 19:18:22 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:18:22 - INFO - This estimator executed 0.0032 minutes
07/08 19:18:22 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:22 - INFO - Current Running:xgb estimator
07/08 19:18:22 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:18:22 - INFO - Best CV Score: 0.917983193277311

07/08 19:18:22 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:18:22 - INFO - This estimator executed 0.0019 minutes
07/08 19:18:22 - INFO - lgr -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 3.0s
07/08 19:18:22 - INFO - svm -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 2.0s
07/08 19:18:22 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:18:22 - INFO - rf -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 11.0s
07/08 19:18:22 - INFO - ada -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 15.9s
07/08 19:18:22 - INFO - gb -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:18:22 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:18:34 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:34 - INFO - Current Running:lgr estimator
07/08 19:18:35 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:18:35 - INFO - Best CV Score: 0.9415126050420168

07/08 19:18:35 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:18:35 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:18:35 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:18:35 - INFO - 0.894 (+/-0.089) for {'C': 1, 'random_state': 13}
07/08 19:18:35 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:18:35 - INFO - 0.936 (+/-0.087) for {'C': 100, 'random_state': 13}
07/08 19:18:35 - INFO - 0.942 (+/-0.064) for {'C': 1000, 'random_state': 13}
07/08 19:18:35 - INFO - This estimator executed 0.0176 minutes
07/08 19:18:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:35 - INFO - Current Running:svm estimator
07/08 19:18:35 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:18:35 - INFO - Best CV Score: 0.9063865546218487

07/08 19:18:35 - INFO - 0.906 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:18:35 - INFO - This estimator executed 0.0035 minutes
07/08 19:18:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:35 - INFO - Current Running:mlp estimator
07/08 19:18:36 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:18:36 - INFO - Best CV Score: 0.5205042016806722

07/08 19:18:36 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:18:36 - INFO - This estimator executed 0.0014 minutes
07/08 19:18:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:36 - INFO - Current Running:rf estimator
07/08 19:18:36 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:18:36 - INFO - Best CV Score: 0.9122689075630254

07/08 19:18:36 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:18:36 - INFO - This estimator executed 0.007 minutes
07/08 19:18:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:36 - INFO - Current Running:ada estimator
07/08 19:18:36 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:18:36 - INFO - Best CV Score: 0.8949579831932774

07/08 19:18:36 - INFO - 0.895 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:18:36 - INFO - This estimator executed 0.0077 minutes
07/08 19:18:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:36 - INFO - Current Running:gb estimator
07/08 19:18:37 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:18:37 - INFO - Best CV Score: 0.9356302521008404

07/08 19:18:37 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:18:37 - INFO - This estimator executed 0.0031 minutes
07/08 19:18:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:37 - INFO - Current Running:xgb estimator
07/08 19:18:37 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:18:37 - INFO - Best CV Score: 0.9295798319327732

07/08 19:18:37 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:18:37 - INFO - This estimator executed 0.002 minutes
07/08 19:18:37 - INFO - lgr -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:18:37 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:18:37 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:18:37 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:18:37 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 16.0s
07/08 19:18:37 - INFO - gb -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 4.0s
07/08 19:18:37 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:18:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:39 - INFO - Current Running:lgr estimator
07/08 19:18:40 - INFO - Best Paramaters: {'C': 10, 'random_state': 13}

07/08 19:18:40 - INFO - Best CV Score: 0.9591596638655462

07/08 19:18:40 - INFO - 0.924 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:18:40 - INFO - 0.924 (+/-0.077) for {'C': 0.01, 'random_state': 13}
07/08 19:18:40 - INFO - 0.953 (+/-0.028) for {'C': 0.1, 'random_state': 13}
07/08 19:18:40 - INFO - 0.942 (+/-0.037) for {'C': 1, 'random_state': 13}
07/08 19:18:40 - INFO - 0.959 (+/-0.028) for {'C': 10, 'random_state': 13}
07/08 19:18:40 - INFO - 0.953 (+/-0.028) for {'C': 100, 'random_state': 13}
07/08 19:18:40 - INFO - 0.947 (+/-0.023) for {'C': 1000, 'random_state': 13}
07/08 19:18:40 - INFO - This estimator executed 0.0066 minutes
07/08 19:18:40 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:40 - INFO - Current Running:svm estimator
07/08 19:18:40 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:18:40 - INFO - Best CV Score: 0.9591596638655462

07/08 19:18:40 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:18:40 - INFO - This estimator executed 0.0004 minutes
07/08 19:18:40 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:40 - INFO - Current Running:mlp estimator
07/08 19:18:40 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:18:40 - INFO - Best CV Score: 0.9124369747899159

07/08 19:18:40 - INFO - 0.912 (+/-0.073) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:18:40 - INFO - This estimator executed 0.0089 minutes
07/08 19:18:40 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:40 - INFO - Current Running:rf estimator
07/08 19:18:41 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:18:41 - INFO - Best CV Score: 0.9065546218487395

07/08 19:18:41 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:18:41 - INFO - This estimator executed 0.007 minutes
07/08 19:18:41 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:41 - INFO - Current Running:ada estimator
07/08 19:18:41 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:18:41 - INFO - Best CV Score: 0.9415126050420166

07/08 19:18:41 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:18:41 - INFO - This estimator executed 0.0077 minutes
07/08 19:18:41 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:41 - INFO - Current Running:gb estimator
07/08 19:18:41 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:18:41 - INFO - Best CV Score: 0.9238655462184873

07/08 19:18:41 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:18:41 - INFO - This estimator executed 0.0032 minutes
07/08 19:18:41 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:41 - INFO - Current Running:xgb estimator
07/08 19:18:42 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:18:42 - INFO - Best CV Score: 0.917983193277311

07/08 19:18:42 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:18:42 - INFO - This estimator executed 0.0018 minutes
07/08 19:18:42 - INFO - lgr -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 3.0s
07/08 19:18:42 - INFO - svm -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 2.0s
07/08 19:18:42 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 2.0s
07/08 19:18:42 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:18:42 - INFO - ada -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 16.0s
07/08 19:18:42 - INFO - gb -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:18:42 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:18:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:56 - INFO - Current Running:lgr estimator
07/08 19:18:56 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:18:56 - INFO - Best CV Score: 0.9299159663865545

07/08 19:18:56 - INFO - 0.865 (+/-0.103) for {'C': 0.001, 'random_state': 13}
07/08 19:18:56 - INFO - 0.866 (+/-0.095) for {'C': 0.01, 'random_state': 13}
07/08 19:18:56 - INFO - 0.883 (+/-0.098) for {'C': 0.1, 'random_state': 13}
07/08 19:18:56 - INFO - 0.895 (+/-0.103) for {'C': 1, 'random_state': 13}
07/08 19:18:56 - INFO - 0.918 (+/-0.12) for {'C': 10, 'random_state': 13}
07/08 19:18:56 - INFO - 0.93 (+/-0.132) for {'C': 100, 'random_state': 13}
07/08 19:18:56 - INFO - 0.924 (+/-0.088) for {'C': 1000, 'random_state': 13}
07/08 19:18:56 - INFO - This estimator executed 0.0121 minutes
07/08 19:18:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:56 - INFO - Current Running:svm estimator
07/08 19:18:56 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:18:56 - INFO - Best CV Score: 0.8830252100840337

07/08 19:18:56 - INFO - 0.883 (+/-0.098) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:18:56 - INFO - This estimator executed 0.0005 minutes
07/08 19:18:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:56 - INFO - Current Running:mlp estimator
07/08 19:18:57 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:18:57 - INFO - Best CV Score: 0.6142857142857143

07/08 19:18:57 - INFO - 0.614 (+/-0.127) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:18:57 - INFO - This estimator executed 0.0073 minutes
07/08 19:18:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:57 - INFO - Current Running:rf estimator
07/08 19:18:57 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:18:57 - INFO - Best CV Score: 0.9124369747899159

07/08 19:18:57 - INFO - 0.912 (+/-0.082) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:18:57 - INFO - This estimator executed 0.0072 minutes
07/08 19:18:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:57 - INFO - Current Running:ada estimator
07/08 19:18:58 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:18:58 - INFO - Best CV Score: 0.9299159663865547

07/08 19:18:58 - INFO - 0.93 (+/-0.046) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:18:58 - INFO - This estimator executed 0.0075 minutes
07/08 19:18:58 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:58 - INFO - Current Running:gb estimator
07/08 19:18:58 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:18:58 - INFO - Best CV Score: 0.9238655462184873

07/08 19:18:58 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:18:58 - INFO - This estimator executed 0.003 minutes
07/08 19:18:58 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:18:58 - INFO - Current Running:xgb estimator
07/08 19:18:58 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:18:58 - INFO - Best CV Score: 0.9413445378151261

07/08 19:18:58 - INFO - 0.941 (+/-0.065) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:18:58 - INFO - This estimator executed 0.002 minutes
07/08 19:18:58 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:18:58 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:18:58 - INFO - mlp -- Accuracy: 0.596 / Precision: 0.533 / Recall: 0.64 / Latency: 3.0s
07/08 19:18:58 - INFO - rf -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 11.0s
07/08 19:18:58 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:18:58 - INFO - gb -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:18:58 - INFO - xgb -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 19:19:01 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:19:01 - INFO - Current Running:lgr estimator
07/08 19:19:01 - INFO - Best Paramaters: {'C': 0.1, 'random_state': 13}

07/08 19:19:01 - INFO - Best CV Score: 0.9534453781512605

07/08 19:19:01 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:19:01 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 19:19:01 - INFO - 0.953 (+/-0.045) for {'C': 0.1, 'random_state': 13}
07/08 19:19:01 - INFO - 0.942 (+/-0.036) for {'C': 1, 'random_state': 13}
07/08 19:19:01 - INFO - 0.947 (+/-0.044) for {'C': 10, 'random_state': 13}
07/08 19:19:01 - INFO - 0.953 (+/-0.047) for {'C': 100, 'random_state': 13}
07/08 19:19:01 - INFO - 0.947 (+/-0.044) for {'C': 1000, 'random_state': 13}
07/08 19:19:01 - INFO - This estimator executed 0.0065 minutes
07/08 19:19:01 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:19:01 - INFO - Current Running:svm estimator
07/08 19:19:01 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:19:01 - INFO - Best CV Score: 0.9591596638655462

07/08 19:19:01 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:19:01 - INFO - This estimator executed 0.0004 minutes
07/08 19:19:01 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:19:01 - INFO - Current Running:mlp estimator
07/08 19:19:02 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:19:02 - INFO - Best CV Score: 0.8949579831932774

07/08 19:19:02 - INFO - 0.895 (+/-0.058) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:19:02 - INFO - This estimator executed 0.0088 minutes
07/08 19:19:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:19:02 - INFO - Current Running:rf estimator
07/08 19:19:02 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:19:02 - INFO - Best CV Score: 0.9122689075630254

07/08 19:19:02 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:19:02 - INFO - This estimator executed 0.0069 minutes
07/08 19:19:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:19:02 - INFO - Current Running:ada estimator
07/08 19:19:02 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:19:02 - INFO - Best CV Score: 0.9122689075630251

07/08 19:19:02 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:19:02 - INFO - This estimator executed 0.0076 minutes
07/08 19:19:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:19:02 - INFO - Current Running:gb estimator
07/08 19:19:03 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:19:03 - INFO - Best CV Score: 0.924033613445378

07/08 19:19:03 - INFO - 0.924 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:19:03 - INFO - This estimator executed 0.0031 minutes
07/08 19:19:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:19:03 - INFO - Current Running:xgb estimator
07/08 19:19:03 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:19:03 - INFO - Best CV Score: 0.9415126050420168

07/08 19:19:03 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:19:03 - INFO - This estimator executed 0.0019 minutes
07/08 19:19:03 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 2.0s
07/08 19:19:03 - INFO - svm -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 3.0s
07/08 19:19:03 - INFO - mlp -- Accuracy: 0.825 / Precision: 0.895 / Recall: 0.68 / Latency: 3.0s
07/08 19:19:03 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:19:03 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:19:03 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:19:03 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:19:18 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:19:18 - INFO - Current Running:lgr estimator
07/08 19:19:19 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:19:19 - INFO - Best CV Score: 0.9415126050420168

07/08 19:19:19 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:19:19 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:19:19 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:19:19 - INFO - 0.894 (+/-0.089) for {'C': 1, 'random_state': 13}
07/08 19:19:19 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:19:19 - INFO - 0.942 (+/-0.064) for {'C': 100, 'random_state': 13}
07/08 19:19:19 - INFO - 0.942 (+/-0.064) for {'C': 1000, 'random_state': 13}
07/08 19:19:19 - INFO - This estimator executed 0.0135 minutes
07/08 19:19:19 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:19:19 - INFO - Current Running:svm estimator
07/08 19:19:19 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:19:19 - INFO - Best CV Score: 0.9063865546218487

07/08 19:19:19 - INFO - 0.906 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:19:19 - INFO - This estimator executed 0.0034 minutes
07/08 19:19:19 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:19:19 - INFO - Current Running:mlp estimator
07/08 19:19:19 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:19:19 - INFO - Best CV Score: 0.5205042016806722

07/08 19:19:19 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:19:19 - INFO - This estimator executed 0.0015 minutes
07/08 19:19:19 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:19:19 - INFO - Current Running:rf estimator
07/08 19:19:19 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:19:19 - INFO - Best CV Score: 0.9122689075630254

07/08 19:19:19 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:19:19 - INFO - This estimator executed 0.007 minutes
07/08 19:19:19 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:19:19 - INFO - Current Running:ada estimator
07/08 19:19:20 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:19:20 - INFO - Best CV Score: 0.8949579831932774

07/08 19:19:20 - INFO - 0.895 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:19:20 - INFO - This estimator executed 0.0076 minutes
07/08 19:19:20 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:19:20 - INFO - Current Running:gb estimator
07/08 19:19:20 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:19:20 - INFO - Best CV Score: 0.9356302521008404

07/08 19:19:20 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:19:20 - INFO - This estimator executed 0.0031 minutes
07/08 19:19:20 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:19:20 - INFO - Current Running:xgb estimator
07/08 19:19:20 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:19:20 - INFO - Best CV Score: 0.9295798319327732

07/08 19:19:20 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:19:20 - INFO - This estimator executed 0.0019 minutes
07/08 19:19:20 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:19:20 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:19:20 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:19:20 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:19:20 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 16.0s
07/08 19:19:20 - INFO - gb -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:19:20 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:19:23 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:19:23 - INFO - Current Running:lgr estimator
07/08 19:19:23 - INFO - Best Paramaters: {'C': 0.1, 'random_state': 13}

07/08 19:19:23 - INFO - Best CV Score: 0.9475630252100841

07/08 19:19:23 - INFO - 0.913 (+/-0.081) for {'C': 0.001, 'random_state': 13}
07/08 19:19:23 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 19:19:23 - INFO - 0.948 (+/-0.042) for {'C': 0.1, 'random_state': 13}
07/08 19:19:23 - INFO - 0.947 (+/-0.023) for {'C': 1, 'random_state': 13}
07/08 19:19:23 - INFO - 0.947 (+/-0.044) for {'C': 10, 'random_state': 13}
07/08 19:19:23 - INFO - 0.947 (+/-0.044) for {'C': 100, 'random_state': 13}
07/08 19:19:23 - INFO - 0.947 (+/-0.058) for {'C': 1000, 'random_state': 13}
07/08 19:19:23 - INFO - This estimator executed 0.0069 minutes
07/08 19:19:23 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:19:23 - INFO - Current Running:svm estimator
07/08 19:19:23 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:19:23 - INFO - Best CV Score: 0.9589915966386554

07/08 19:19:23 - INFO - 0.959 (+/-0.029) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:19:23 - INFO - This estimator executed 0.0005 minutes
07/08 19:19:23 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:19:23 - INFO - Current Running:mlp estimator
07/08 19:19:24 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:19:24 - INFO - Best CV Score: 0.8890756302521009

07/08 19:19:24 - INFO - 0.889 (+/-0.125) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:19:24 - INFO - This estimator executed 0.0088 minutes
07/08 19:19:24 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:19:24 - INFO - Current Running:rf estimator
07/08 19:19:24 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:19:24 - INFO - Best CV Score: 0.9124369747899159

07/08 19:19:24 - INFO - 0.912 (+/-0.082) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:19:24 - INFO - This estimator executed 0.0071 minutes
07/08 19:19:24 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:19:24 - INFO - Current Running:ada estimator
07/08 19:19:25 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:19:25 - INFO - Best CV Score: 0.924033613445378

07/08 19:19:25 - INFO - 0.924 (+/-0.028) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:19:25 - INFO - This estimator executed 0.0077 minutes
07/08 19:19:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:19:25 - INFO - Current Running:gb estimator
07/08 19:19:25 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:19:25 - INFO - Best CV Score: 0.9236974789915966

07/08 19:19:25 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:19:25 - INFO - This estimator executed 0.0032 minutes
07/08 19:19:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:19:25 - INFO - Current Running:xgb estimator
07/08 19:19:25 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:19:25 - INFO - Best CV Score: 0.917983193277311

07/08 19:19:25 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:19:25 - INFO - This estimator executed 0.0019 minutes
07/08 19:19:25 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 4.0s
07/08 19:19:25 - INFO - svm -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:19:25 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.947 / Recall: 0.72 / Latency: 3.0s
07/08 19:19:25 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:19:25 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:19:25 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:19:25 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:19:42 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:19:42 - INFO - Current Running:lgr estimator
07/08 19:19:42 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:19:42 - INFO - Best CV Score: 0.9299159663865545

07/08 19:19:42 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:19:42 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:19:42 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:19:42 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:19:42 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:19:42 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:19:42 - INFO - 0.93 (+/-0.079) for {'C': 1000, 'random_state': 13}
07/08 19:19:42 - INFO - This estimator executed 0.013 minutes
07/08 19:19:42 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:19:42 - INFO - Current Running:svm estimator
07/08 19:19:43 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:19:43 - INFO - Best CV Score: 0.9005042016806722

07/08 19:19:43 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:19:43 - INFO - This estimator executed 0.0038 minutes
07/08 19:19:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:19:43 - INFO - Current Running:mlp estimator
07/08 19:19:43 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:19:43 - INFO - Best CV Score: 0.5205042016806722

07/08 19:19:43 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:19:43 - INFO - This estimator executed 0.0014 minutes
07/08 19:19:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:19:43 - INFO - Current Running:rf estimator
07/08 19:19:43 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:19:43 - INFO - Best CV Score: 0.9122689075630254

07/08 19:19:43 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:19:43 - INFO - This estimator executed 0.0071 minutes
07/08 19:19:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:19:43 - INFO - Current Running:ada estimator
07/08 19:19:44 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:19:44 - INFO - Best CV Score: 0.9063865546218487

07/08 19:19:44 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:19:44 - INFO - This estimator executed 0.0077 minutes
07/08 19:19:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:19:44 - INFO - Current Running:gb estimator
07/08 19:19:44 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:19:44 - INFO - Best CV Score: 0.924033613445378

07/08 19:19:44 - INFO - 0.924 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:19:44 - INFO - This estimator executed 0.0031 minutes
07/08 19:19:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:19:44 - INFO - Current Running:xgb estimator
07/08 19:19:44 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:19:44 - INFO - Best CV Score: 0.9415126050420168

07/08 19:19:44 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:19:44 - INFO - This estimator executed 0.002 minutes
07/08 19:19:44 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:19:44 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:19:44 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:19:44 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:19:44 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:19:44 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:19:44 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:19:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:19:47 - INFO - Current Running:lgr estimator
07/08 19:19:47 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:19:47 - INFO - Best CV Score: 0.9532773109243697

07/08 19:19:47 - INFO - 0.924 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:19:47 - INFO - 0.918 (+/-0.084) for {'C': 0.01, 'random_state': 13}
07/08 19:19:47 - INFO - 0.942 (+/-0.074) for {'C': 0.1, 'random_state': 13}
07/08 19:19:47 - INFO - 0.953 (+/-0.08) for {'C': 1, 'random_state': 13}
07/08 19:19:47 - INFO - 0.953 (+/-0.08) for {'C': 10, 'random_state': 13}
07/08 19:19:47 - INFO - 0.947 (+/-0.101) for {'C': 100, 'random_state': 13}
07/08 19:19:47 - INFO - 0.942 (+/-0.098) for {'C': 1000, 'random_state': 13}
07/08 19:19:47 - INFO - This estimator executed 0.0064 minutes
07/08 19:19:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:19:47 - INFO - Current Running:svm estimator
07/08 19:19:47 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:19:47 - INFO - Best CV Score: 0.9589915966386554

07/08 19:19:47 - INFO - 0.959 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:19:47 - INFO - This estimator executed 0.0004 minutes
07/08 19:19:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:19:47 - INFO - Current Running:mlp estimator
07/08 19:19:48 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:19:48 - INFO - Best CV Score: 0.8599999999999998

07/08 19:19:48 - INFO - 0.86 (+/-0.098) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:19:48 - INFO - This estimator executed 0.0088 minutes
07/08 19:19:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:19:48 - INFO - Current Running:rf estimator
07/08 19:19:48 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:19:48 - INFO - Best CV Score: 0.9122689075630254

07/08 19:19:48 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:19:48 - INFO - This estimator executed 0.007 minutes
07/08 19:19:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:19:48 - INFO - Current Running:ada estimator
07/08 19:19:49 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:19:49 - INFO - Best CV Score: 0.9181512605042016

07/08 19:19:49 - INFO - 0.918 (+/-0.068) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:19:49 - INFO - This estimator executed 0.0076 minutes
07/08 19:19:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:19:49 - INFO - Current Running:gb estimator
07/08 19:19:49 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:19:49 - INFO - Best CV Score: 0.9356302521008404

07/08 19:19:49 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:19:49 - INFO - This estimator executed 0.0031 minutes
07/08 19:19:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:19:49 - INFO - Current Running:xgb estimator
07/08 19:19:49 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:19:49 - INFO - Best CV Score: 0.9297478991596639

07/08 19:19:49 - INFO - 0.93 (+/-0.06) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:19:49 - INFO - This estimator executed 0.0019 minutes
07/08 19:19:49 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:19:49 - INFO - svm -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:19:49 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.95 / Recall: 0.76 / Latency: 3.0s
07/08 19:19:49 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:19:49 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:19:49 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:19:49 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:20:04 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:04 - INFO - Current Running:lgr estimator
07/08 19:20:05 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:20:05 - INFO - Best CV Score: 0.9473949579831933

07/08 19:20:05 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:20:05 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:20:05 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:20:05 - INFO - 0.889 (+/-0.079) for {'C': 1, 'random_state': 13}
07/08 19:20:05 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:20:05 - INFO - 0.942 (+/-0.098) for {'C': 100, 'random_state': 13}
07/08 19:20:05 - INFO - 0.947 (+/-0.078) for {'C': 1000, 'random_state': 13}
07/08 19:20:05 - INFO - This estimator executed 0.0136 minutes
07/08 19:20:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:05 - INFO - Current Running:svm estimator
07/08 19:20:05 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:20:05 - INFO - Best CV Score: 0.9063865546218487

07/08 19:20:05 - INFO - 0.906 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:20:05 - INFO - This estimator executed 0.0038 minutes
07/08 19:20:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:05 - INFO - Current Running:mlp estimator
07/08 19:20:05 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:20:05 - INFO - Best CV Score: 0.5205042016806722

07/08 19:20:05 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:20:05 - INFO - This estimator executed 0.0014 minutes
07/08 19:20:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:05 - INFO - Current Running:rf estimator
07/08 19:20:05 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:20:05 - INFO - Best CV Score: 0.9063865546218487

07/08 19:20:05 - INFO - 0.906 (+/-0.12) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:20:05 - INFO - This estimator executed 0.0071 minutes
07/08 19:20:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:05 - INFO - Current Running:ada estimator
07/08 19:20:06 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:20:06 - INFO - Best CV Score: 0.9122689075630251

07/08 19:20:06 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:20:06 - INFO - This estimator executed 0.0078 minutes
07/08 19:20:06 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:06 - INFO - Current Running:gb estimator
07/08 19:20:06 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:20:06 - INFO - Best CV Score: 0.924033613445378

07/08 19:20:06 - INFO - 0.924 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:20:06 - INFO - This estimator executed 0.0032 minutes
07/08 19:20:06 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:06 - INFO - Current Running:xgb estimator
07/08 19:20:06 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:20:06 - INFO - Best CV Score: 0.9415126050420168

07/08 19:20:06 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:20:06 - INFO - This estimator executed 0.002 minutes
07/08 19:20:06 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:20:06 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:20:06 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:20:06 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:20:06 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:20:06 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:20:06 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:20:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:09 - INFO - Current Running:lgr estimator
07/08 19:20:09 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:20:09 - INFO - Best CV Score: 0.959327731092437

07/08 19:20:09 - INFO - 0.913 (+/-0.081) for {'C': 0.001, 'random_state': 13}
07/08 19:20:09 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 19:20:09 - INFO - 0.936 (+/-0.067) for {'C': 0.1, 'random_state': 13}
07/08 19:20:09 - INFO - 0.959 (+/-0.058) for {'C': 1, 'random_state': 13}
07/08 19:20:09 - INFO - 0.953 (+/-0.059) for {'C': 10, 'random_state': 13}
07/08 19:20:09 - INFO - 0.953 (+/-0.047) for {'C': 100, 'random_state': 13}
07/08 19:20:09 - INFO - 0.947 (+/-0.058) for {'C': 1000, 'random_state': 13}
07/08 19:20:09 - INFO - This estimator executed 0.0063 minutes
07/08 19:20:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:09 - INFO - Current Running:svm estimator
07/08 19:20:09 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:20:09 - INFO - Best CV Score: 0.9534453781512605

07/08 19:20:09 - INFO - 0.953 (+/-0.045) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:20:09 - INFO - This estimator executed 0.0005 minutes
07/08 19:20:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:09 - INFO - Current Running:mlp estimator
07/08 19:20:10 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:20:10 - INFO - Best CV Score: 0.877310924369748

07/08 19:20:10 - INFO - 0.877 (+/-0.077) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:20:10 - INFO - This estimator executed 0.0091 minutes
07/08 19:20:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:10 - INFO - Current Running:rf estimator
07/08 19:20:10 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:20:10 - INFO - Best CV Score: 0.9065546218487395

07/08 19:20:10 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:20:10 - INFO - This estimator executed 0.0069 minutes
07/08 19:20:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:10 - INFO - Current Running:ada estimator
07/08 19:20:11 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:20:11 - INFO - Best CV Score: 0.9181512605042016

07/08 19:20:11 - INFO - 0.918 (+/-0.078) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:20:11 - INFO - This estimator executed 0.0076 minutes
07/08 19:20:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:11 - INFO - Current Running:gb estimator
07/08 19:20:11 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:20:11 - INFO - Best CV Score: 0.9354621848739495

07/08 19:20:11 - INFO - 0.935 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:20:11 - INFO - This estimator executed 0.0032 minutes
07/08 19:20:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:11 - INFO - Current Running:xgb estimator
07/08 19:20:11 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:20:11 - INFO - Best CV Score: 0.9356302521008404

07/08 19:20:11 - INFO - 0.936 (+/-0.044) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:20:11 - INFO - This estimator executed 0.0019 minutes
07/08 19:20:11 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 19:20:11 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:20:11 - INFO - mlp -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:20:11 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:20:11 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:20:11 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:20:11 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:20:27 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:27 - INFO - Current Running:lgr estimator
07/08 19:20:28 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:20:28 - INFO - Best CV Score: 0.9416806722689076

07/08 19:20:28 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:20:28 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:20:28 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:20:28 - INFO - 0.883 (+/-0.074) for {'C': 1, 'random_state': 13}
07/08 19:20:28 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:20:28 - INFO - 0.942 (+/-0.098) for {'C': 100, 'random_state': 13}
07/08 19:20:28 - INFO - 0.942 (+/-0.082) for {'C': 1000, 'random_state': 13}
07/08 19:20:28 - INFO - This estimator executed 0.0137 minutes
07/08 19:20:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:28 - INFO - Current Running:svm estimator
07/08 19:20:28 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:20:28 - INFO - Best CV Score: 0.9063865546218487

07/08 19:20:28 - INFO - 0.906 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:20:28 - INFO - This estimator executed 0.0039 minutes
07/08 19:20:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:28 - INFO - Current Running:mlp estimator
07/08 19:20:29 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:20:29 - INFO - Best CV Score: 0.5205042016806722

07/08 19:20:29 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:20:29 - INFO - This estimator executed 0.0013 minutes
07/08 19:20:29 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:29 - INFO - Current Running:rf estimator
07/08 19:20:29 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:20:29 - INFO - Best CV Score: 0.9124369747899159

07/08 19:20:29 - INFO - 0.912 (+/-0.082) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:20:29 - INFO - This estimator executed 0.0071 minutes
07/08 19:20:29 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:29 - INFO - Current Running:ada estimator
07/08 19:20:29 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:20:29 - INFO - Best CV Score: 0.9122689075630251

07/08 19:20:29 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:20:29 - INFO - This estimator executed 0.0077 minutes
07/08 19:20:29 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:29 - INFO - Current Running:gb estimator
07/08 19:20:30 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:20:30 - INFO - Best CV Score: 0.924033613445378

07/08 19:20:30 - INFO - 0.924 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:20:30 - INFO - This estimator executed 0.0032 minutes
07/08 19:20:30 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:30 - INFO - Current Running:xgb estimator
07/08 19:20:30 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:20:30 - INFO - Best CV Score: 0.9415126050420168

07/08 19:20:30 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:20:30 - INFO - This estimator executed 0.0019 minutes
07/08 19:20:30 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:20:30 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:20:30 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:20:30 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:20:30 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:20:30 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:20:30 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:20:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:32 - INFO - Current Running:lgr estimator
07/08 19:20:33 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:20:33 - INFO - Best CV Score: 0.9532773109243697

07/08 19:20:33 - INFO - 0.924 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:20:33 - INFO - 0.918 (+/-0.084) for {'C': 0.01, 'random_state': 13}
07/08 19:20:33 - INFO - 0.942 (+/-0.074) for {'C': 0.1, 'random_state': 13}
07/08 19:20:33 - INFO - 0.953 (+/-0.08) for {'C': 1, 'random_state': 13}
07/08 19:20:33 - INFO - 0.953 (+/-0.08) for {'C': 10, 'random_state': 13}
07/08 19:20:33 - INFO - 0.947 (+/-0.101) for {'C': 100, 'random_state': 13}
07/08 19:20:33 - INFO - 0.942 (+/-0.098) for {'C': 1000, 'random_state': 13}
07/08 19:20:33 - INFO - This estimator executed 0.0063 minutes
07/08 19:20:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:33 - INFO - Current Running:svm estimator
07/08 19:20:33 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:20:33 - INFO - Best CV Score: 0.9589915966386554

07/08 19:20:33 - INFO - 0.959 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:20:33 - INFO - This estimator executed 0.0004 minutes
07/08 19:20:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:33 - INFO - Current Running:mlp estimator
07/08 19:20:33 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:20:33 - INFO - Best CV Score: 0.9181512605042016

07/08 19:20:33 - INFO - 0.918 (+/-0.057) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:20:33 - INFO - This estimator executed 0.0088 minutes
07/08 19:20:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:33 - INFO - Current Running:rf estimator
07/08 19:20:34 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:20:34 - INFO - Best CV Score: 0.9065546218487395

07/08 19:20:34 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:20:34 - INFO - This estimator executed 0.0073 minutes
07/08 19:20:34 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:34 - INFO - Current Running:ada estimator
07/08 19:20:34 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:20:34 - INFO - Best CV Score: 0.9181512605042016

07/08 19:20:34 - INFO - 0.918 (+/-0.068) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:20:34 - INFO - This estimator executed 0.0076 minutes
07/08 19:20:34 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:34 - INFO - Current Running:gb estimator
07/08 19:20:34 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:20:34 - INFO - Best CV Score: 0.9356302521008404

07/08 19:20:34 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:20:34 - INFO - This estimator executed 0.0032 minutes
07/08 19:20:34 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:34 - INFO - Current Running:xgb estimator
07/08 19:20:35 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:20:35 - INFO - Best CV Score: 0.9297478991596639

07/08 19:20:35 - INFO - 0.93 (+/-0.06) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:20:35 - INFO - This estimator executed 0.0019 minutes
07/08 19:20:35 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:20:35 - INFO - svm -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 2.0s
07/08 19:20:35 - INFO - mlp -- Accuracy: 0.895 / Precision: 1.0 / Recall: 0.76 / Latency: 3.0s
07/08 19:20:35 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 19:20:35 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:20:35 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:20:35 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:20:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:47 - INFO - Current Running:lgr estimator
07/08 19:20:48 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:20:48 - INFO - Best CV Score: 0.9415126050420168

07/08 19:20:48 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:20:48 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:20:48 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:20:48 - INFO - 0.889 (+/-0.079) for {'C': 1, 'random_state': 13}
07/08 19:20:48 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:20:48 - INFO - 0.942 (+/-0.064) for {'C': 100, 'random_state': 13}
07/08 19:20:48 - INFO - 0.942 (+/-0.064) for {'C': 1000, 'random_state': 13}
07/08 19:20:48 - INFO - This estimator executed 0.0135 minutes
07/08 19:20:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:48 - INFO - Current Running:svm estimator
07/08 19:20:48 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:20:48 - INFO - Best CV Score: 0.9063865546218487

07/08 19:20:48 - INFO - 0.906 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:20:48 - INFO - This estimator executed 0.0035 minutes
07/08 19:20:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:48 - INFO - Current Running:mlp estimator
07/08 19:20:48 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:20:48 - INFO - Best CV Score: 0.5205042016806722

07/08 19:20:48 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:20:48 - INFO - This estimator executed 0.0014 minutes
07/08 19:20:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:48 - INFO - Current Running:rf estimator
07/08 19:20:49 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:20:49 - INFO - Best CV Score: 0.9121008403361344

07/08 19:20:49 - INFO - 0.912 (+/-0.124) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:20:49 - INFO - This estimator executed 0.0071 minutes
07/08 19:20:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:49 - INFO - Current Running:ada estimator
07/08 19:20:49 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:20:49 - INFO - Best CV Score: 0.8949579831932774

07/08 19:20:49 - INFO - 0.895 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:20:49 - INFO - This estimator executed 0.0076 minutes
07/08 19:20:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:49 - INFO - Current Running:gb estimator
07/08 19:20:49 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:20:49 - INFO - Best CV Score: 0.9356302521008404

07/08 19:20:49 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:20:49 - INFO - This estimator executed 0.0031 minutes
07/08 19:20:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:49 - INFO - Current Running:xgb estimator
07/08 19:20:49 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:20:49 - INFO - Best CV Score: 0.9295798319327732

07/08 19:20:49 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:20:49 - INFO - This estimator executed 0.002 minutes
07/08 19:20:49 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:20:49 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:20:49 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:20:49 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:20:49 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 17.0s
07/08 19:20:49 - INFO - gb -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:20:49 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:20:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:52 - INFO - Current Running:lgr estimator
07/08 19:20:52 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:20:52 - INFO - Best CV Score: 0.9532773109243697

07/08 19:20:52 - INFO - 0.924 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:20:52 - INFO - 0.918 (+/-0.084) for {'C': 0.01, 'random_state': 13}
07/08 19:20:52 - INFO - 0.942 (+/-0.074) for {'C': 0.1, 'random_state': 13}
07/08 19:20:52 - INFO - 0.953 (+/-0.08) for {'C': 1, 'random_state': 13}
07/08 19:20:52 - INFO - 0.953 (+/-0.08) for {'C': 10, 'random_state': 13}
07/08 19:20:52 - INFO - 0.947 (+/-0.101) for {'C': 100, 'random_state': 13}
07/08 19:20:52 - INFO - 0.942 (+/-0.098) for {'C': 1000, 'random_state': 13}
07/08 19:20:52 - INFO - This estimator executed 0.0063 minutes
07/08 19:20:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:52 - INFO - Current Running:svm estimator
07/08 19:20:52 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:20:52 - INFO - Best CV Score: 0.9589915966386554

07/08 19:20:52 - INFO - 0.959 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:20:52 - INFO - This estimator executed 0.0005 minutes
07/08 19:20:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:52 - INFO - Current Running:mlp estimator
07/08 19:20:53 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:20:53 - INFO - Best CV Score: 0.9008403361344538

07/08 19:20:53 - INFO - 0.901 (+/-0.078) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:20:53 - INFO - This estimator executed 0.0088 minutes
07/08 19:20:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:53 - INFO - Current Running:rf estimator
07/08 19:20:53 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:20:53 - INFO - Best CV Score: 0.9122689075630254

07/08 19:20:53 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:20:53 - INFO - This estimator executed 0.007 minutes
07/08 19:20:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:53 - INFO - Current Running:ada estimator
07/08 19:20:54 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:20:54 - INFO - Best CV Score: 0.9181512605042016

07/08 19:20:54 - INFO - 0.918 (+/-0.068) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:20:54 - INFO - This estimator executed 0.0076 minutes
07/08 19:20:54 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:54 - INFO - Current Running:gb estimator
07/08 19:20:54 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:20:54 - INFO - Best CV Score: 0.9356302521008404

07/08 19:20:54 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:20:54 - INFO - This estimator executed 0.0031 minutes
07/08 19:20:54 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:20:54 - INFO - Current Running:xgb estimator
07/08 19:20:54 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:20:54 - INFO - Best CV Score: 0.9297478991596639

07/08 19:20:54 - INFO - 0.93 (+/-0.06) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:20:54 - INFO - This estimator executed 0.0019 minutes
07/08 19:20:54 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:20:54 - INFO - svm -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:20:54 - INFO - mlp -- Accuracy: 0.895 / Precision: 1.0 / Recall: 0.76 / Latency: 3.0s
07/08 19:20:54 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:20:54 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:20:54 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:20:54 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:21:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:09 - INFO - Current Running:lgr estimator
07/08 19:21:10 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:21:10 - INFO - Best CV Score: 0.9295798319327732

07/08 19:21:10 - INFO - 0.865 (+/-0.103) for {'C': 0.001, 'random_state': 13}
07/08 19:21:10 - INFO - 0.866 (+/-0.095) for {'C': 0.01, 'random_state': 13}
07/08 19:21:10 - INFO - 0.889 (+/-0.078) for {'C': 0.1, 'random_state': 13}
07/08 19:21:10 - INFO - 0.889 (+/-0.078) for {'C': 1, 'random_state': 13}
07/08 19:21:10 - INFO - 0.918 (+/-0.094) for {'C': 10, 'random_state': 13}
07/08 19:21:10 - INFO - 0.93 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:21:10 - INFO - 0.924 (+/-0.088) for {'C': 1000, 'random_state': 13}
07/08 19:21:10 - INFO - This estimator executed 0.0122 minutes
07/08 19:21:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:10 - INFO - Current Running:svm estimator
07/08 19:21:10 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:21:10 - INFO - Best CV Score: 0.8889075630252101

07/08 19:21:10 - INFO - 0.889 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:21:10 - INFO - This estimator executed 0.0005 minutes
07/08 19:21:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:10 - INFO - Current Running:mlp estimator
07/08 19:21:10 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:21:10 - INFO - Best CV Score: 0.5321008403361344

07/08 19:21:10 - INFO - 0.532 (+/-0.039) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:21:10 - INFO - This estimator executed 0.0015 minutes
07/08 19:21:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:10 - INFO - Current Running:rf estimator
07/08 19:21:10 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:21:10 - INFO - Best CV Score: 0.9122689075630251

07/08 19:21:10 - INFO - 0.912 (+/-0.074) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:21:10 - INFO - This estimator executed 0.007 minutes
07/08 19:21:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:10 - INFO - Current Running:ada estimator
07/08 19:21:11 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:21:11 - INFO - Best CV Score: 0.9122689075630251

07/08 19:21:11 - INFO - 0.912 (+/-0.098) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:21:11 - INFO - This estimator executed 0.0075 minutes
07/08 19:21:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:11 - INFO - Current Running:gb estimator
07/08 19:21:11 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:21:11 - INFO - Best CV Score: 0.929579831932773

07/08 19:21:11 - INFO - 0.93 (+/-0.109) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:21:11 - INFO - This estimator executed 0.0031 minutes
07/08 19:21:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:11 - INFO - Current Running:xgb estimator
07/08 19:21:11 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:21:11 - INFO - Best CV Score: 0.9295798319327732

07/08 19:21:11 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:21:11 - INFO - This estimator executed 0.002 minutes
07/08 19:21:11 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:21:11 - INFO - svm -- Accuracy: 0.93 / Precision: 0.889 / Recall: 0.96 / Latency: 3.0s
07/08 19:21:11 - INFO - mlp -- Accuracy: 0.456 / Precision: 0.446 / Recall: 1.0 / Latency: 3.0s
07/08 19:21:11 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:21:11 - INFO - ada -- Accuracy: 0.877 / Precision: 0.95 / Recall: 0.76 / Latency: 16.0s
07/08 19:21:11 - INFO - gb -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 4.0s
07/08 19:21:11 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:21:13 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:13 - INFO - Current Running:lgr estimator
07/08 19:21:14 - INFO - Best Paramaters: {'C': 10, 'random_state': 13}

07/08 19:21:14 - INFO - Best CV Score: 0.9591596638655462

07/08 19:21:14 - INFO - 0.924 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:21:14 - INFO - 0.924 (+/-0.077) for {'C': 0.01, 'random_state': 13}
07/08 19:21:14 - INFO - 0.953 (+/-0.028) for {'C': 0.1, 'random_state': 13}
07/08 19:21:14 - INFO - 0.942 (+/-0.037) for {'C': 1, 'random_state': 13}
07/08 19:21:14 - INFO - 0.959 (+/-0.028) for {'C': 10, 'random_state': 13}
07/08 19:21:14 - INFO - 0.953 (+/-0.028) for {'C': 100, 'random_state': 13}
07/08 19:21:14 - INFO - 0.947 (+/-0.023) for {'C': 1000, 'random_state': 13}
07/08 19:21:14 - INFO - This estimator executed 0.0064 minutes
07/08 19:21:14 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:14 - INFO - Current Running:svm estimator
07/08 19:21:14 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:21:14 - INFO - Best CV Score: 0.9591596638655462

07/08 19:21:14 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:21:14 - INFO - This estimator executed 0.0004 minutes
07/08 19:21:14 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:14 - INFO - Current Running:mlp estimator
07/08 19:21:14 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:21:14 - INFO - Best CV Score: 0.9067226890756303

07/08 19:21:14 - INFO - 0.907 (+/-0.084) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:21:14 - INFO - This estimator executed 0.0088 minutes
07/08 19:21:14 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:14 - INFO - Current Running:rf estimator
07/08 19:21:15 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:21:15 - INFO - Best CV Score: 0.9122689075630254

07/08 19:21:15 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:21:15 - INFO - This estimator executed 0.0069 minutes
07/08 19:21:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:15 - INFO - Current Running:ada estimator
07/08 19:21:15 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:21:15 - INFO - Best CV Score: 0.9415126050420166

07/08 19:21:15 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:21:15 - INFO - This estimator executed 0.0077 minutes
07/08 19:21:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:15 - INFO - Current Running:gb estimator
07/08 19:21:15 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:21:15 - INFO - Best CV Score: 0.9238655462184873

07/08 19:21:15 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:21:15 - INFO - This estimator executed 0.0032 minutes
07/08 19:21:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:15 - INFO - Current Running:xgb estimator
07/08 19:21:16 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:21:16 - INFO - Best CV Score: 0.917983193277311

07/08 19:21:16 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:21:16 - INFO - This estimator executed 0.0019 minutes
07/08 19:21:16 - INFO - lgr -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 2.0s
07/08 19:21:16 - INFO - svm -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 3.0s
07/08 19:21:16 - INFO - mlp -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:21:16 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:21:16 - INFO - ada -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 16.0s
07/08 19:21:16 - INFO - gb -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 2.0s
07/08 19:21:16 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:21:30 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:30 - INFO - Current Running:lgr estimator
07/08 19:21:31 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:21:31 - INFO - Best CV Score: 0.9415126050420168

07/08 19:21:31 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:21:31 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:21:31 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:21:31 - INFO - 0.894 (+/-0.089) for {'C': 1, 'random_state': 13}
07/08 19:21:31 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:21:31 - INFO - 0.936 (+/-0.087) for {'C': 100, 'random_state': 13}
07/08 19:21:31 - INFO - 0.942 (+/-0.064) for {'C': 1000, 'random_state': 13}
07/08 19:21:31 - INFO - This estimator executed 0.0135 minutes
07/08 19:21:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:31 - INFO - Current Running:svm estimator
07/08 19:21:31 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:21:31 - INFO - Best CV Score: 0.9063865546218487

07/08 19:21:31 - INFO - 0.906 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:21:31 - INFO - This estimator executed 0.0034 minutes
07/08 19:21:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:31 - INFO - Current Running:mlp estimator
07/08 19:21:31 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:21:31 - INFO - Best CV Score: 0.5205042016806722

07/08 19:21:31 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:21:31 - INFO - This estimator executed 0.0014 minutes
07/08 19:21:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:31 - INFO - Current Running:rf estimator
07/08 19:21:31 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:21:31 - INFO - Best CV Score: 0.9063865546218487

07/08 19:21:31 - INFO - 0.906 (+/-0.12) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:21:31 - INFO - This estimator executed 0.0069 minutes
07/08 19:21:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:31 - INFO - Current Running:ada estimator
07/08 19:21:32 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:21:32 - INFO - Best CV Score: 0.8949579831932774

07/08 19:21:32 - INFO - 0.895 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:21:32 - INFO - This estimator executed 0.0076 minutes
07/08 19:21:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:32 - INFO - Current Running:gb estimator
07/08 19:21:32 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:21:32 - INFO - Best CV Score: 0.9356302521008404

07/08 19:21:32 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:21:32 - INFO - This estimator executed 0.0032 minutes
07/08 19:21:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:32 - INFO - Current Running:xgb estimator
07/08 19:21:32 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:21:32 - INFO - Best CV Score: 0.9295798319327732

07/08 19:21:32 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:21:32 - INFO - This estimator executed 0.0019 minutes
07/08 19:21:32 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:21:32 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:21:32 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:21:32 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:21:32 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 16.0s
07/08 19:21:32 - INFO - gb -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 4.0s
07/08 19:21:32 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:21:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:35 - INFO - Current Running:lgr estimator
07/08 19:21:35 - INFO - Best Paramaters: {'C': 0.1, 'random_state': 13}

07/08 19:21:35 - INFO - Best CV Score: 0.9473949579831933

07/08 19:21:35 - INFO - 0.924 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:21:35 - INFO - 0.936 (+/-0.055) for {'C': 0.01, 'random_state': 13}
07/08 19:21:35 - INFO - 0.947 (+/-0.068) for {'C': 0.1, 'random_state': 13}
07/08 19:21:35 - INFO - 0.936 (+/-0.087) for {'C': 1, 'random_state': 13}
07/08 19:21:35 - INFO - 0.936 (+/-0.12) for {'C': 10, 'random_state': 13}
07/08 19:21:35 - INFO - 0.936 (+/-0.12) for {'C': 100, 'random_state': 13}
07/08 19:21:35 - INFO - 0.941 (+/-0.124) for {'C': 1000, 'random_state': 13}
07/08 19:21:35 - INFO - This estimator executed 0.0064 minutes
07/08 19:21:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:35 - INFO - Current Running:svm estimator
07/08 19:21:35 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:21:35 - INFO - Best CV Score: 0.9356302521008404

07/08 19:21:35 - INFO - 0.936 (+/-0.087) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:21:35 - INFO - This estimator executed 0.0004 minutes
07/08 19:21:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:35 - INFO - Current Running:mlp estimator
07/08 19:21:36 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:21:36 - INFO - Best CV Score: 0.9065546218487395

07/08 19:21:36 - INFO - 0.907 (+/-0.086) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:21:36 - INFO - This estimator executed 0.0089 minutes
07/08 19:21:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:36 - INFO - Current Running:rf estimator
07/08 19:21:36 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:21:36 - INFO - Best CV Score: 0.9065546218487395

07/08 19:21:36 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:21:36 - INFO - This estimator executed 0.007 minutes
07/08 19:21:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:36 - INFO - Current Running:ada estimator
07/08 19:21:36 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:21:36 - INFO - Best CV Score: 0.9126050420168067

07/08 19:21:36 - INFO - 0.913 (+/-0.072) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:21:36 - INFO - This estimator executed 0.0076 minutes
07/08 19:21:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:36 - INFO - Current Running:gb estimator
07/08 19:21:37 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:21:37 - INFO - Best CV Score: 0.9238655462184873

07/08 19:21:37 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:21:37 - INFO - This estimator executed 0.0031 minutes
07/08 19:21:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:37 - INFO - Current Running:xgb estimator
07/08 19:21:37 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:21:37 - INFO - Best CV Score: 0.9354621848739496

07/08 19:21:37 - INFO - 0.935 (+/-0.087) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:21:37 - INFO - This estimator executed 0.0019 minutes
07/08 19:21:37 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 2.0s
07/08 19:21:37 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:21:37 - INFO - mlp -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:21:37 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:21:37 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 15.0s
07/08 19:21:37 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:21:37 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:21:50 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:50 - INFO - Current Running:lgr estimator
07/08 19:21:51 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:21:51 - INFO - Best CV Score: 0.9297478991596639

07/08 19:21:51 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:21:51 - INFO - 0.866 (+/-0.095) for {'C': 0.01, 'random_state': 13}
07/08 19:21:51 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:21:51 - INFO - 0.877 (+/-0.126) for {'C': 1, 'random_state': 13}
07/08 19:21:51 - INFO - 0.912 (+/-0.134) for {'C': 10, 'random_state': 13}
07/08 19:21:51 - INFO - 0.924 (+/-0.109) for {'C': 100, 'random_state': 13}
07/08 19:21:51 - INFO - 0.93 (+/-0.137) for {'C': 1000, 'random_state': 13}
07/08 19:21:51 - INFO - This estimator executed 0.0138 minutes
07/08 19:21:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:51 - INFO - Current Running:svm estimator
07/08 19:21:51 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:21:51 - INFO - Best CV Score: 0.8946218487394958

07/08 19:21:51 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:21:51 - INFO - This estimator executed 0.0026 minutes
07/08 19:21:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:51 - INFO - Current Running:mlp estimator
07/08 19:21:51 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:21:51 - INFO - Best CV Score: 0.5205042016806722

07/08 19:21:51 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:21:51 - INFO - This estimator executed 0.0013 minutes
07/08 19:21:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:51 - INFO - Current Running:rf estimator
07/08 19:21:52 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:21:52 - INFO - Best CV Score: 0.917983193277311

07/08 19:21:52 - INFO - 0.918 (+/-0.102) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:21:52 - INFO - This estimator executed 0.007 minutes
07/08 19:21:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:52 - INFO - Current Running:ada estimator
07/08 19:21:52 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:21:52 - INFO - Best CV Score: 0.9242016806722688

07/08 19:21:52 - INFO - 0.924 (+/-0.058) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:21:52 - INFO - This estimator executed 0.0077 minutes
07/08 19:21:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:52 - INFO - Current Running:gb estimator
07/08 19:21:52 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:21:52 - INFO - Best CV Score: 0.9179831932773108

07/08 19:21:52 - INFO - 0.918 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:21:52 - INFO - This estimator executed 0.003 minutes
07/08 19:21:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:52 - INFO - Current Running:xgb estimator
07/08 19:21:52 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:21:52 - INFO - Best CV Score: 0.9472268907563025

07/08 19:21:52 - INFO - 0.947 (+/-0.069) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:21:52 - INFO - This estimator executed 0.0019 minutes
07/08 19:21:52 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:21:52 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:21:52 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:21:52 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 19:21:52 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:21:52 - INFO - gb -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:21:52 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:21:55 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:55 - INFO - Current Running:lgr estimator
07/08 19:21:55 - INFO - Best Paramaters: {'C': 0.1, 'random_state': 13}

07/08 19:21:55 - INFO - Best CV Score: 0.9534453781512605

07/08 19:21:55 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:21:55 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 19:21:55 - INFO - 0.953 (+/-0.045) for {'C': 0.1, 'random_state': 13}
07/08 19:21:55 - INFO - 0.942 (+/-0.036) for {'C': 1, 'random_state': 13}
07/08 19:21:55 - INFO - 0.947 (+/-0.044) for {'C': 10, 'random_state': 13}
07/08 19:21:55 - INFO - 0.947 (+/-0.023) for {'C': 100, 'random_state': 13}
07/08 19:21:55 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:21:55 - INFO - This estimator executed 0.0061 minutes
07/08 19:21:55 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:55 - INFO - Current Running:svm estimator
07/08 19:21:55 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:21:55 - INFO - Best CV Score: 0.9591596638655462

07/08 19:21:55 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:21:55 - INFO - This estimator executed 0.0004 minutes
07/08 19:21:55 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:55 - INFO - Current Running:mlp estimator
07/08 19:21:56 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:21:56 - INFO - Best CV Score: 0.9008403361344538

07/08 19:21:56 - INFO - 0.901 (+/-0.086) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:21:56 - INFO - This estimator executed 0.0087 minutes
07/08 19:21:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:56 - INFO - Current Running:rf estimator
07/08 19:21:56 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:21:56 - INFO - Best CV Score: 0.9065546218487395

07/08 19:21:56 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:21:56 - INFO - This estimator executed 0.007 minutes
07/08 19:21:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:56 - INFO - Current Running:ada estimator
07/08 19:21:57 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:21:57 - INFO - Best CV Score: 0.9063865546218487

07/08 19:21:57 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:21:57 - INFO - This estimator executed 0.0078 minutes
07/08 19:21:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:57 - INFO - Current Running:gb estimator
07/08 19:21:57 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:21:57 - INFO - Best CV Score: 0.924033613445378

07/08 19:21:57 - INFO - 0.924 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:21:57 - INFO - This estimator executed 0.0032 minutes
07/08 19:21:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:21:57 - INFO - Current Running:xgb estimator
07/08 19:21:57 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:21:57 - INFO - Best CV Score: 0.9415126050420168

07/08 19:21:57 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:21:57 - INFO - This estimator executed 0.0019 minutes
07/08 19:21:57 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:21:57 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:21:57 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:21:57 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:21:57 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:21:57 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:21:57 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:22:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:12 - INFO - Current Running:lgr estimator
07/08 19:22:13 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:22:13 - INFO - Best CV Score: 0.9648739495798321

07/08 19:22:13 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:22:13 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:22:13 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:22:13 - INFO - 0.883 (+/-0.074) for {'C': 1, 'random_state': 13}
07/08 19:22:13 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:22:13 - INFO - 0.942 (+/-0.098) for {'C': 100, 'random_state': 13}
07/08 19:22:13 - INFO - 0.965 (+/-0.044) for {'C': 1000, 'random_state': 13}
07/08 19:22:13 - INFO - This estimator executed 0.018 minutes
07/08 19:22:13 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:13 - INFO - Current Running:svm estimator
07/08 19:22:13 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:22:13 - INFO - Best CV Score: 0.9063865546218487

07/08 19:22:13 - INFO - 0.906 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:22:13 - INFO - This estimator executed 0.0039 minutes
07/08 19:22:13 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:13 - INFO - Current Running:mlp estimator
07/08 19:22:13 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:22:13 - INFO - Best CV Score: 0.5205042016806722

07/08 19:22:13 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:22:13 - INFO - This estimator executed 0.0014 minutes
07/08 19:22:13 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:13 - INFO - Current Running:rf estimator
07/08 19:22:13 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:22:13 - INFO - Best CV Score: 0.9065546218487395

07/08 19:22:13 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:22:13 - INFO - This estimator executed 0.0072 minutes
07/08 19:22:13 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:13 - INFO - Current Running:ada estimator
07/08 19:22:14 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:22:14 - INFO - Best CV Score: 0.9122689075630251

07/08 19:22:14 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:22:14 - INFO - This estimator executed 0.0077 minutes
07/08 19:22:14 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:14 - INFO - Current Running:gb estimator
07/08 19:22:14 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:22:14 - INFO - Best CV Score: 0.924033613445378

07/08 19:22:14 - INFO - 0.924 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:22:14 - INFO - This estimator executed 0.0032 minutes
07/08 19:22:14 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:14 - INFO - Current Running:xgb estimator
07/08 19:22:14 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:22:14 - INFO - Best CV Score: 0.9415126050420168

07/08 19:22:14 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:22:14 - INFO - This estimator executed 0.002 minutes
07/08 19:22:14 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 2.0s
07/08 19:22:14 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:22:14 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:22:14 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:22:14 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:22:14 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:22:14 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:22:17 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:17 - INFO - Current Running:lgr estimator
07/08 19:22:17 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:22:17 - INFO - Best CV Score: 0.9591596638655462

07/08 19:22:17 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:22:17 - INFO - 0.924 (+/-0.093) for {'C': 0.01, 'random_state': 13}
07/08 19:22:17 - INFO - 0.936 (+/-0.085) for {'C': 0.1, 'random_state': 13}
07/08 19:22:17 - INFO - 0.959 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:22:17 - INFO - 0.947 (+/-0.101) for {'C': 10, 'random_state': 13}
07/08 19:22:17 - INFO - 0.953 (+/-0.103) for {'C': 100, 'random_state': 13}
07/08 19:22:17 - INFO - 0.947 (+/-0.101) for {'C': 1000, 'random_state': 13}
07/08 19:22:17 - INFO - This estimator executed 0.0065 minutes
07/08 19:22:17 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:17 - INFO - Current Running:svm estimator
07/08 19:22:17 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:22:17 - INFO - Best CV Score: 0.9589915966386554

07/08 19:22:17 - INFO - 0.959 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:22:17 - INFO - This estimator executed 0.0004 minutes
07/08 19:22:17 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:17 - INFO - Current Running:mlp estimator
07/08 19:22:18 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:22:18 - INFO - Best CV Score: 0.8892436974789917

07/08 19:22:18 - INFO - 0.889 (+/-0.099) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:22:18 - INFO - This estimator executed 0.0089 minutes
07/08 19:22:18 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:18 - INFO - Current Running:rf estimator
07/08 19:22:18 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:22:18 - INFO - Best CV Score: 0.9121008403361344

07/08 19:22:18 - INFO - 0.912 (+/-0.124) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:22:18 - INFO - This estimator executed 0.0071 minutes
07/08 19:22:18 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:18 - INFO - Current Running:ada estimator
07/08 19:22:19 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:22:19 - INFO - Best CV Score: 0.9179831932773108

07/08 19:22:19 - INFO - 0.918 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:22:19 - INFO - This estimator executed 0.0077 minutes
07/08 19:22:19 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:19 - INFO - Current Running:gb estimator
07/08 19:22:19 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:22:19 - INFO - Best CV Score: 0.929579831932773

07/08 19:22:19 - INFO - 0.93 (+/-0.06) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:22:19 - INFO - This estimator executed 0.0032 minutes
07/08 19:22:19 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:19 - INFO - Current Running:xgb estimator
07/08 19:22:19 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:22:19 - INFO - Best CV Score: 0.9413445378151261

07/08 19:22:19 - INFO - 0.941 (+/-0.065) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:22:19 - INFO - This estimator executed 0.0019 minutes
07/08 19:22:19 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:22:19 - INFO - svm -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:22:19 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.947 / Recall: 0.72 / Latency: 3.0s
07/08 19:22:19 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:22:19 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:22:19 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:22:19 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 1.0s
07/08 19:22:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:32 - INFO - Current Running:lgr estimator
07/08 19:22:33 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:22:33 - INFO - Best CV Score: 0.9416806722689076

07/08 19:22:33 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:22:33 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:22:33 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:22:33 - INFO - 0.883 (+/-0.074) for {'C': 1, 'random_state': 13}
07/08 19:22:33 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:22:33 - INFO - 0.942 (+/-0.098) for {'C': 100, 'random_state': 13}
07/08 19:22:33 - INFO - 0.942 (+/-0.082) for {'C': 1000, 'random_state': 13}
07/08 19:22:33 - INFO - This estimator executed 0.0137 minutes
07/08 19:22:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:33 - INFO - Current Running:svm estimator
07/08 19:22:33 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:22:33 - INFO - Best CV Score: 0.9063865546218487

07/08 19:22:33 - INFO - 0.906 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:22:33 - INFO - This estimator executed 0.004 minutes
07/08 19:22:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:33 - INFO - Current Running:mlp estimator
07/08 19:22:33 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:22:33 - INFO - Best CV Score: 0.5205042016806722

07/08 19:22:33 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:22:33 - INFO - This estimator executed 0.0013 minutes
07/08 19:22:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:33 - INFO - Current Running:rf estimator
07/08 19:22:34 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:22:34 - INFO - Best CV Score: 0.900672268907563

07/08 19:22:34 - INFO - 0.901 (+/-0.121) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:22:34 - INFO - This estimator executed 0.0073 minutes
07/08 19:22:34 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:34 - INFO - Current Running:ada estimator
07/08 19:22:34 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:22:34 - INFO - Best CV Score: 0.9122689075630251

07/08 19:22:34 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:22:34 - INFO - This estimator executed 0.0076 minutes
07/08 19:22:34 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:34 - INFO - Current Running:gb estimator
07/08 19:22:34 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:22:34 - INFO - Best CV Score: 0.9297478991596637

07/08 19:22:34 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:22:34 - INFO - This estimator executed 0.0032 minutes
07/08 19:22:34 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:34 - INFO - Current Running:xgb estimator
07/08 19:22:34 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:22:34 - INFO - Best CV Score: 0.9415126050420168

07/08 19:22:34 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:22:34 - INFO - This estimator executed 0.002 minutes
07/08 19:22:34 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:22:34 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:22:34 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:22:34 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:22:34 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:22:34 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:22:34 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:22:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:37 - INFO - Current Running:lgr estimator
07/08 19:22:37 - INFO - Best Paramaters: {'C': 0.1, 'random_state': 13}

07/08 19:22:37 - INFO - Best CV Score: 0.9534453781512605

07/08 19:22:37 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:22:37 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 19:22:37 - INFO - 0.953 (+/-0.045) for {'C': 0.1, 'random_state': 13}
07/08 19:22:37 - INFO - 0.942 (+/-0.036) for {'C': 1, 'random_state': 13}
07/08 19:22:37 - INFO - 0.947 (+/-0.044) for {'C': 10, 'random_state': 13}
07/08 19:22:37 - INFO - 0.953 (+/-0.047) for {'C': 100, 'random_state': 13}
07/08 19:22:37 - INFO - 0.947 (+/-0.044) for {'C': 1000, 'random_state': 13}
07/08 19:22:37 - INFO - This estimator executed 0.0064 minutes
07/08 19:22:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:37 - INFO - Current Running:svm estimator
07/08 19:22:37 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:22:37 - INFO - Best CV Score: 0.9591596638655462

07/08 19:22:37 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:22:37 - INFO - This estimator executed 0.0005 minutes
07/08 19:22:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:37 - INFO - Current Running:mlp estimator
07/08 19:22:38 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:22:38 - INFO - Best CV Score: 0.900672268907563

07/08 19:22:38 - INFO - 0.901 (+/-0.079) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:22:38 - INFO - This estimator executed 0.0089 minutes
07/08 19:22:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:38 - INFO - Current Running:rf estimator
07/08 19:22:38 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:22:38 - INFO - Best CV Score: 0.9065546218487395

07/08 19:22:38 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:22:38 - INFO - This estimator executed 0.0072 minutes
07/08 19:22:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:38 - INFO - Current Running:ada estimator
07/08 19:22:38 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:22:38 - INFO - Best CV Score: 0.9122689075630251

07/08 19:22:38 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:22:38 - INFO - This estimator executed 0.0079 minutes
07/08 19:22:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:38 - INFO - Current Running:gb estimator
07/08 19:22:39 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:22:39 - INFO - Best CV Score: 0.924033613445378

07/08 19:22:39 - INFO - 0.924 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:22:39 - INFO - This estimator executed 0.0033 minutes
07/08 19:22:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:39 - INFO - Current Running:xgb estimator
07/08 19:22:39 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:22:39 - INFO - Best CV Score: 0.9415126050420168

07/08 19:22:39 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:22:39 - INFO - This estimator executed 0.0019 minutes
07/08 19:22:39 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:22:39 - INFO - svm -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 2.0s
07/08 19:22:39 - INFO - mlp -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:22:39 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:22:39 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:22:39 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:22:39 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:22:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:51 - INFO - Current Running:lgr estimator
07/08 19:22:52 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:22:52 - INFO - Best CV Score: 0.9240336134453783

07/08 19:22:52 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:22:52 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:22:52 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:22:52 - INFO - 0.883 (+/-0.074) for {'C': 1, 'random_state': 13}
07/08 19:22:52 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:22:52 - INFO - 0.924 (+/-0.109) for {'C': 100, 'random_state': 13}
07/08 19:22:52 - INFO - 0.924 (+/-0.109) for {'C': 1000, 'random_state': 13}
07/08 19:22:52 - INFO - This estimator executed 0.0136 minutes
07/08 19:22:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:52 - INFO - Current Running:svm estimator
07/08 19:22:52 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:22:52 - INFO - Best CV Score: 0.9005042016806722

07/08 19:22:52 - INFO - 0.901 (+/-0.096) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:22:52 - INFO - This estimator executed 0.0039 minutes
07/08 19:22:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:52 - INFO - Current Running:mlp estimator
07/08 19:22:52 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:22:52 - INFO - Best CV Score: 0.5205042016806722

07/08 19:22:52 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:22:52 - INFO - This estimator executed 0.0012 minutes
07/08 19:22:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:52 - INFO - Current Running:rf estimator
07/08 19:22:53 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:22:53 - INFO - Best CV Score: 0.9122689075630254

07/08 19:22:53 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:22:53 - INFO - This estimator executed 0.007 minutes
07/08 19:22:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:53 - INFO - Current Running:ada estimator
07/08 19:22:53 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:22:53 - INFO - Best CV Score: 0.9121008403361344

07/08 19:22:53 - INFO - 0.912 (+/-0.065) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:22:53 - INFO - This estimator executed 0.0077 minutes
07/08 19:22:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:53 - INFO - Current Running:gb estimator
07/08 19:22:53 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:22:53 - INFO - Best CV Score: 0.929579831932773

07/08 19:22:53 - INFO - 0.93 (+/-0.08) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:22:53 - INFO - This estimator executed 0.0031 minutes
07/08 19:22:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:53 - INFO - Current Running:xgb estimator
07/08 19:22:53 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:22:53 - INFO - Best CV Score: 0.9238655462184873

07/08 19:22:53 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:22:53 - INFO - This estimator executed 0.002 minutes
07/08 19:22:53 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:22:54 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:22:54 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:22:54 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:22:54 - INFO - ada -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 16.0s
07/08 19:22:54 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:22:54 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:22:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:56 - INFO - Current Running:lgr estimator
07/08 19:22:56 - INFO - Best Paramaters: {'C': 0.1, 'random_state': 13}

07/08 19:22:56 - INFO - Best CV Score: 0.9534453781512605

07/08 19:22:56 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:22:56 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 19:22:56 - INFO - 0.953 (+/-0.045) for {'C': 0.1, 'random_state': 13}
07/08 19:22:56 - INFO - 0.942 (+/-0.036) for {'C': 1, 'random_state': 13}
07/08 19:22:56 - INFO - 0.947 (+/-0.044) for {'C': 10, 'random_state': 13}
07/08 19:22:56 - INFO - 0.953 (+/-0.047) for {'C': 100, 'random_state': 13}
07/08 19:22:56 - INFO - 0.947 (+/-0.044) for {'C': 1000, 'random_state': 13}
07/08 19:22:56 - INFO - This estimator executed 0.0065 minutes
07/08 19:22:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:56 - INFO - Current Running:svm estimator
07/08 19:22:56 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:22:56 - INFO - Best CV Score: 0.9591596638655462

07/08 19:22:56 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:22:56 - INFO - This estimator executed 0.0004 minutes
07/08 19:22:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:56 - INFO - Current Running:mlp estimator
07/08 19:22:57 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:22:57 - INFO - Best CV Score: 0.8831932773109245

07/08 19:22:57 - INFO - 0.883 (+/-0.097) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:22:57 - INFO - This estimator executed 0.0101 minutes
07/08 19:22:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:57 - INFO - Current Running:rf estimator
07/08 19:22:57 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:22:57 - INFO - Best CV Score: 0.9122689075630254

07/08 19:22:57 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:22:57 - INFO - This estimator executed 0.007 minutes
07/08 19:22:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:57 - INFO - Current Running:ada estimator
07/08 19:22:57 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:22:57 - INFO - Best CV Score: 0.9122689075630251

07/08 19:22:57 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:22:57 - INFO - This estimator executed 0.0077 minutes
07/08 19:22:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:57 - INFO - Current Running:gb estimator
07/08 19:22:58 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:22:58 - INFO - Best CV Score: 0.924033613445378

07/08 19:22:58 - INFO - 0.924 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:22:58 - INFO - This estimator executed 0.0032 minutes
07/08 19:22:58 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:22:58 - INFO - Current Running:xgb estimator
07/08 19:22:58 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:22:58 - INFO - Best CV Score: 0.9415126050420168

07/08 19:22:58 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:22:58 - INFO - This estimator executed 0.0019 minutes
07/08 19:22:58 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:22:58 - INFO - svm -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 3.0s
07/08 19:22:58 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.905 / Recall: 0.76 / Latency: 3.0s
07/08 19:22:58 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:22:58 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:22:58 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:22:58 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:23:13 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:23:13 - INFO - Current Running:lgr estimator
07/08 19:23:14 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:23:14 - INFO - Best CV Score: 0.9299159663865547

07/08 19:23:14 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:23:14 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:23:14 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:23:14 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:23:14 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:23:14 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:23:14 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 19:23:14 - INFO - This estimator executed 0.0131 minutes
07/08 19:23:14 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:23:14 - INFO - Current Running:svm estimator
07/08 19:23:14 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:23:14 - INFO - Best CV Score: 0.9005042016806722

07/08 19:23:14 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:23:14 - INFO - This estimator executed 0.004 minutes
07/08 19:23:14 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:23:14 - INFO - Current Running:mlp estimator
07/08 19:23:15 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:23:15 - INFO - Best CV Score: 0.5205042016806722

07/08 19:23:15 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:23:15 - INFO - This estimator executed 0.0013 minutes
07/08 19:23:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:23:15 - INFO - Current Running:rf estimator
07/08 19:23:15 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:23:15 - INFO - Best CV Score: 0.9065546218487395

07/08 19:23:15 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:23:15 - INFO - This estimator executed 0.0074 minutes
07/08 19:23:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:23:15 - INFO - Current Running:ada estimator
07/08 19:23:15 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:23:15 - INFO - Best CV Score: 0.9063865546218487

07/08 19:23:15 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:23:15 - INFO - This estimator executed 0.0081 minutes
07/08 19:23:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:23:15 - INFO - Current Running:gb estimator
07/08 19:23:16 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:23:16 - INFO - Best CV Score: 0.924033613445378

07/08 19:23:16 - INFO - 0.924 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:23:16 - INFO - This estimator executed 0.0032 minutes
07/08 19:23:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:23:16 - INFO - Current Running:xgb estimator
07/08 19:23:16 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:23:16 - INFO - Best CV Score: 0.9415126050420168

07/08 19:23:16 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:23:16 - INFO - This estimator executed 0.002 minutes
07/08 19:23:16 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:23:16 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:23:16 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:23:16 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:23:16 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:23:16 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:23:16 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:23:19 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:23:19 - INFO - Current Running:lgr estimator
07/08 19:23:19 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:23:19 - INFO - Best CV Score: 0.9532773109243697

07/08 19:23:19 - INFO - 0.924 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:23:19 - INFO - 0.918 (+/-0.084) for {'C': 0.01, 'random_state': 13}
07/08 19:23:19 - INFO - 0.942 (+/-0.074) for {'C': 0.1, 'random_state': 13}
07/08 19:23:19 - INFO - 0.953 (+/-0.08) for {'C': 1, 'random_state': 13}
07/08 19:23:19 - INFO - 0.953 (+/-0.08) for {'C': 10, 'random_state': 13}
07/08 19:23:19 - INFO - 0.947 (+/-0.101) for {'C': 100, 'random_state': 13}
07/08 19:23:19 - INFO - 0.942 (+/-0.098) for {'C': 1000, 'random_state': 13}
07/08 19:23:19 - INFO - This estimator executed 0.0063 minutes
07/08 19:23:19 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:23:19 - INFO - Current Running:svm estimator
07/08 19:23:19 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:23:19 - INFO - Best CV Score: 0.9589915966386554

07/08 19:23:19 - INFO - 0.959 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:23:19 - INFO - This estimator executed 0.0005 minutes
07/08 19:23:19 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:23:19 - INFO - Current Running:mlp estimator
07/08 19:23:20 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:23:20 - INFO - Best CV Score: 0.86

07/08 19:23:20 - INFO - 0.86 (+/-0.074) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:23:20 - INFO - This estimator executed 0.0087 minutes
07/08 19:23:20 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:23:20 - INFO - Current Running:rf estimator
07/08 19:23:20 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:23:20 - INFO - Best CV Score: 0.9063865546218487

07/08 19:23:20 - INFO - 0.906 (+/-0.094) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:23:20 - INFO - This estimator executed 0.007 minutes
07/08 19:23:20 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:23:20 - INFO - Current Running:ada estimator
07/08 19:23:21 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:23:21 - INFO - Best CV Score: 0.9181512605042016

07/08 19:23:21 - INFO - 0.918 (+/-0.068) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:23:21 - INFO - This estimator executed 0.0077 minutes
07/08 19:23:21 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:23:21 - INFO - Current Running:gb estimator
07/08 19:23:21 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:23:21 - INFO - Best CV Score: 0.9356302521008404

07/08 19:23:21 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:23:21 - INFO - This estimator executed 0.0031 minutes
07/08 19:23:21 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:23:21 - INFO - Current Running:xgb estimator
07/08 19:23:21 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:23:21 - INFO - Best CV Score: 0.9297478991596639

07/08 19:23:21 - INFO - 0.93 (+/-0.06) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:23:21 - INFO - This estimator executed 0.0019 minutes
07/08 19:23:21 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 19:23:21 - INFO - svm -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:23:21 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.905 / Recall: 0.76 / Latency: 2.0s
07/08 19:23:21 - INFO - rf -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 11.0s
07/08 19:23:21 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:23:21 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:23:21 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:23:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:23:35 - INFO - Current Running:lgr estimator
07/08 19:23:35 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:23:35 - INFO - Best CV Score: 0.9357983193277312

07/08 19:23:35 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:23:35 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:23:35 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:23:35 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:23:35 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:23:35 - INFO - 0.93 (+/-0.102) for {'C': 100, 'random_state': 13}
07/08 19:23:35 - INFO - 0.936 (+/-0.086) for {'C': 1000, 'random_state': 13}
07/08 19:23:35 - INFO - This estimator executed 0.0131 minutes
07/08 19:23:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:23:35 - INFO - Current Running:svm estimator
07/08 19:23:36 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:23:36 - INFO - Best CV Score: 0.9005042016806722

07/08 19:23:36 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:23:36 - INFO - This estimator executed 0.0037 minutes
07/08 19:23:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:23:36 - INFO - Current Running:mlp estimator
07/08 19:23:36 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:23:36 - INFO - Best CV Score: 0.5205042016806722

07/08 19:23:36 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:23:36 - INFO - This estimator executed 0.0013 minutes
07/08 19:23:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:23:36 - INFO - Current Running:rf estimator
07/08 19:23:36 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:23:36 - INFO - Best CV Score: 0.917983193277311

07/08 19:23:36 - INFO - 0.918 (+/-0.102) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:23:36 - INFO - This estimator executed 0.0069 minutes
07/08 19:23:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:23:36 - INFO - Current Running:ada estimator
07/08 19:23:37 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:23:37 - INFO - Best CV Score: 0.9063865546218487

07/08 19:23:37 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:23:37 - INFO - This estimator executed 0.0077 minutes
07/08 19:23:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:23:37 - INFO - Current Running:gb estimator
07/08 19:23:37 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:23:37 - INFO - Best CV Score: 0.924033613445378

07/08 19:23:37 - INFO - 0.924 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:23:37 - INFO - This estimator executed 0.0031 minutes
07/08 19:23:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:23:37 - INFO - Current Running:xgb estimator
07/08 19:23:37 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:23:37 - INFO - Best CV Score: 0.9415126050420168

07/08 19:23:37 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:23:37 - INFO - This estimator executed 0.002 minutes
07/08 19:23:37 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 2.0s
07/08 19:23:37 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 2.0s
07/08 19:23:37 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:23:37 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:23:37 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:23:37 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:23:37 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:23:40 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:23:40 - INFO - Current Running:lgr estimator
07/08 19:23:40 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:23:40 - INFO - Best CV Score: 0.9532773109243697

07/08 19:23:40 - INFO - 0.924 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:23:40 - INFO - 0.918 (+/-0.084) for {'C': 0.01, 'random_state': 13}
07/08 19:23:40 - INFO - 0.942 (+/-0.074) for {'C': 0.1, 'random_state': 13}
07/08 19:23:40 - INFO - 0.953 (+/-0.08) for {'C': 1, 'random_state': 13}
07/08 19:23:40 - INFO - 0.953 (+/-0.08) for {'C': 10, 'random_state': 13}
07/08 19:23:40 - INFO - 0.947 (+/-0.101) for {'C': 100, 'random_state': 13}
07/08 19:23:40 - INFO - 0.942 (+/-0.098) for {'C': 1000, 'random_state': 13}
07/08 19:23:40 - INFO - This estimator executed 0.0065 minutes
07/08 19:23:40 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:23:40 - INFO - Current Running:svm estimator
07/08 19:23:40 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:23:40 - INFO - Best CV Score: 0.9589915966386554

07/08 19:23:40 - INFO - 0.959 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:23:40 - INFO - This estimator executed 0.0004 minutes
07/08 19:23:40 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:23:40 - INFO - Current Running:mlp estimator
07/08 19:23:41 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:23:41 - INFO - Best CV Score: 0.8715966386554623

07/08 19:23:41 - INFO - 0.872 (+/-0.057) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:23:41 - INFO - This estimator executed 0.0087 minutes
07/08 19:23:41 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:23:41 - INFO - Current Running:rf estimator
07/08 19:23:41 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:23:41 - INFO - Best CV Score: 0.9122689075630254

07/08 19:23:41 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:23:41 - INFO - This estimator executed 0.0073 minutes
07/08 19:23:41 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:23:41 - INFO - Current Running:ada estimator
07/08 19:23:42 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:23:42 - INFO - Best CV Score: 0.9181512605042016

07/08 19:23:42 - INFO - 0.918 (+/-0.068) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:23:42 - INFO - This estimator executed 0.0076 minutes
07/08 19:23:42 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:23:42 - INFO - Current Running:gb estimator
07/08 19:23:42 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:23:42 - INFO - Best CV Score: 0.9356302521008404

07/08 19:23:42 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:23:42 - INFO - This estimator executed 0.0032 minutes
07/08 19:23:42 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:23:42 - INFO - Current Running:xgb estimator
07/08 19:23:42 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:23:42 - INFO - Best CV Score: 0.9297478991596639

07/08 19:23:42 - INFO - 0.93 (+/-0.06) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:23:42 - INFO - This estimator executed 0.0024 minutes
07/08 19:23:42 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 19:23:42 - INFO - svm -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 2.0s
07/08 19:23:42 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.947 / Recall: 0.72 / Latency: 3.0s
07/08 19:23:42 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 19:23:42 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:23:42 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:23:42 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:24:01 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:01 - INFO - Current Running:lgr estimator
07/08 19:24:02 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:24:02 - INFO - Best CV Score: 0.9299159663865547

07/08 19:24:02 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:24:02 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:24:02 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:24:02 - INFO - 0.889 (+/-0.078) for {'C': 1, 'random_state': 13}
07/08 19:24:02 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:24:02 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:24:02 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 19:24:02 - INFO - This estimator executed 0.0131 minutes
07/08 19:24:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:02 - INFO - Current Running:svm estimator
07/08 19:24:02 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:24:02 - INFO - Best CV Score: 0.9005042016806722

07/08 19:24:02 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:24:02 - INFO - This estimator executed 0.0033 minutes
07/08 19:24:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:02 - INFO - Current Running:mlp estimator
07/08 19:24:02 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:24:02 - INFO - Best CV Score: 0.5205042016806722

07/08 19:24:02 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:24:02 - INFO - This estimator executed 0.0016 minutes
07/08 19:24:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:02 - INFO - Current Running:rf estimator
07/08 19:24:03 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:24:03 - INFO - Best CV Score: 0.9121008403361344

07/08 19:24:03 - INFO - 0.912 (+/-0.124) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:24:03 - INFO - This estimator executed 0.007 minutes
07/08 19:24:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:03 - INFO - Current Running:ada estimator
07/08 19:24:03 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:24:03 - INFO - Best CV Score: 0.9236974789915966

07/08 19:24:03 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:24:03 - INFO - This estimator executed 0.0077 minutes
07/08 19:24:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:03 - INFO - Current Running:gb estimator
07/08 19:24:03 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:24:03 - INFO - Best CV Score: 0.9356302521008404

07/08 19:24:03 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:24:03 - INFO - This estimator executed 0.0031 minutes
07/08 19:24:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:03 - INFO - Current Running:xgb estimator
07/08 19:24:04 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:24:04 - INFO - Best CV Score: 0.9354621848739496

07/08 19:24:04 - INFO - 0.935 (+/-0.087) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:24:04 - INFO - This estimator executed 0.002 minutes
07/08 19:24:04 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:24:04 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:24:04 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 4.0s
07/08 19:24:04 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:24:04 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:24:04 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:24:04 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:24:07 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:07 - INFO - Current Running:lgr estimator
07/08 19:24:07 - INFO - Best Paramaters: {'C': 0.1, 'random_state': 13}

07/08 19:24:07 - INFO - Best CV Score: 0.9536134453781513

07/08 19:24:07 - INFO - 0.913 (+/-0.081) for {'C': 0.001, 'random_state': 13}
07/08 19:24:07 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 19:24:07 - INFO - 0.954 (+/-0.068) for {'C': 0.1, 'random_state': 13}
07/08 19:24:07 - INFO - 0.942 (+/-0.037) for {'C': 1, 'random_state': 13}
07/08 19:24:07 - INFO - 0.953 (+/-0.028) for {'C': 10, 'random_state': 13}
07/08 19:24:07 - INFO - 0.953 (+/-0.028) for {'C': 100, 'random_state': 13}
07/08 19:24:07 - INFO - 0.936 (+/-0.043) for {'C': 1000, 'random_state': 13}
07/08 19:24:07 - INFO - This estimator executed 0.0065 minutes
07/08 19:24:07 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:07 - INFO - Current Running:svm estimator
07/08 19:24:07 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:24:07 - INFO - Best CV Score: 0.9591596638655462

07/08 19:24:07 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:24:07 - INFO - This estimator executed 0.0004 minutes
07/08 19:24:07 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:07 - INFO - Current Running:mlp estimator
07/08 19:24:07 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:24:07 - INFO - Best CV Score: 0.8657142857142859

07/08 19:24:07 - INFO - 0.866 (+/-0.057) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:24:07 - INFO - This estimator executed 0.009 minutes
07/08 19:24:07 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:07 - INFO - Current Running:rf estimator
07/08 19:24:08 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:24:08 - INFO - Best CV Score: 0.9065546218487395

07/08 19:24:08 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:24:08 - INFO - This estimator executed 0.0072 minutes
07/08 19:24:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:08 - INFO - Current Running:ada estimator
07/08 19:24:08 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:24:08 - INFO - Best CV Score: 0.9121008403361344

07/08 19:24:08 - INFO - 0.912 (+/-0.075) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:24:08 - INFO - This estimator executed 0.0076 minutes
07/08 19:24:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:08 - INFO - Current Running:gb estimator
07/08 19:24:09 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:24:09 - INFO - Best CV Score: 0.9354621848739495

07/08 19:24:09 - INFO - 0.935 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:24:09 - INFO - This estimator executed 0.0032 minutes
07/08 19:24:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:09 - INFO - Current Running:xgb estimator
07/08 19:24:09 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:24:09 - INFO - Best CV Score: 0.9238655462184875

07/08 19:24:09 - INFO - 0.924 (+/-0.08) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:24:09 - INFO - This estimator executed 0.0019 minutes
07/08 19:24:09 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:24:09 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:24:09 - INFO - mlp -- Accuracy: 0.825 / Precision: 0.941 / Recall: 0.64 / Latency: 3.0s
07/08 19:24:09 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:24:09 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 16.0s
07/08 19:24:09 - INFO - gb -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:24:09 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:24:23 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:23 - INFO - Current Running:lgr estimator
07/08 19:24:24 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:24:24 - INFO - Best CV Score: 0.9299159663865547

07/08 19:24:24 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:24:24 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:24:24 - INFO - 0.883 (+/-0.082) for {'C': 0.1, 'random_state': 13}
07/08 19:24:24 - INFO - 0.889 (+/-0.078) for {'C': 1, 'random_state': 13}
07/08 19:24:24 - INFO - 0.918 (+/-0.108) for {'C': 10, 'random_state': 13}
07/08 19:24:24 - INFO - 0.93 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:24:24 - INFO - 0.918 (+/-0.108) for {'C': 1000, 'random_state': 13}
07/08 19:24:24 - INFO - This estimator executed 0.0136 minutes
07/08 19:24:24 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:24 - INFO - Current Running:svm estimator
07/08 19:24:24 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:24:24 - INFO - Best CV Score: 0.8946218487394958

07/08 19:24:24 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:24:24 - INFO - This estimator executed 0.0036 minutes
07/08 19:24:24 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:24 - INFO - Current Running:mlp estimator
07/08 19:24:24 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:24:24 - INFO - Best CV Score: 0.5205042016806722

07/08 19:24:24 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:24:24 - INFO - This estimator executed 0.0015 minutes
07/08 19:24:24 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:24 - INFO - Current Running:rf estimator
07/08 19:24:25 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:24:25 - INFO - Best CV Score: 0.9181512605042018

07/08 19:24:25 - INFO - 0.918 (+/-0.078) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:24:25 - INFO - This estimator executed 0.0073 minutes
07/08 19:24:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:25 - INFO - Current Running:ada estimator
07/08 19:24:25 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:24:25 - INFO - Best CV Score: 0.9121008403361344

07/08 19:24:25 - INFO - 0.912 (+/-0.075) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:24:25 - INFO - This estimator executed 0.0078 minutes
07/08 19:24:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:25 - INFO - Current Running:gb estimator
07/08 19:24:25 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:24:25 - INFO - Best CV Score: 0.9354621848739495

07/08 19:24:25 - INFO - 0.935 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:24:25 - INFO - This estimator executed 0.0032 minutes
07/08 19:24:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:25 - INFO - Current Running:xgb estimator
07/08 19:24:25 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:24:25 - INFO - Best CV Score: 0.917983193277311

07/08 19:24:25 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:24:25 - INFO - This estimator executed 0.0019 minutes
07/08 19:24:25 - INFO - lgr -- Accuracy: 0.93 / Precision: 0.92 / Recall: 0.92 / Latency: 3.0s
07/08 19:24:25 - INFO - svm -- Accuracy: 0.93 / Precision: 0.889 / Recall: 0.96 / Latency: 3.0s
07/08 19:24:25 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 4.0s
07/08 19:24:25 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:24:25 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 17.0s
07/08 19:24:25 - INFO - gb -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 4.0s
07/08 19:24:25 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:24:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:28 - INFO - Current Running:lgr estimator
07/08 19:24:28 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:24:28 - INFO - Best CV Score: 0.959327731092437

07/08 19:24:28 - INFO - 0.913 (+/-0.081) for {'C': 0.001, 'random_state': 13}
07/08 19:24:28 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 19:24:28 - INFO - 0.936 (+/-0.067) for {'C': 0.1, 'random_state': 13}
07/08 19:24:28 - INFO - 0.959 (+/-0.058) for {'C': 1, 'random_state': 13}
07/08 19:24:28 - INFO - 0.953 (+/-0.059) for {'C': 10, 'random_state': 13}
07/08 19:24:28 - INFO - 0.953 (+/-0.047) for {'C': 100, 'random_state': 13}
07/08 19:24:28 - INFO - 0.947 (+/-0.058) for {'C': 1000, 'random_state': 13}
07/08 19:24:28 - INFO - This estimator executed 0.0063 minutes
07/08 19:24:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:28 - INFO - Current Running:svm estimator
07/08 19:24:28 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:24:28 - INFO - Best CV Score: 0.9534453781512605

07/08 19:24:28 - INFO - 0.953 (+/-0.045) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:24:28 - INFO - This estimator executed 0.0005 minutes
07/08 19:24:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:28 - INFO - Current Running:mlp estimator
07/08 19:24:29 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:24:29 - INFO - Best CV Score: 0.9127731092436975

07/08 19:24:29 - INFO - 0.913 (+/-0.095) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:24:29 - INFO - This estimator executed 0.0087 minutes
07/08 19:24:29 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:29 - INFO - Current Running:rf estimator
07/08 19:24:29 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:24:29 - INFO - Best CV Score: 0.9065546218487395

07/08 19:24:29 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:24:29 - INFO - This estimator executed 0.007 minutes
07/08 19:24:29 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:29 - INFO - Current Running:ada estimator
07/08 19:24:30 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:24:30 - INFO - Best CV Score: 0.9181512605042016

07/08 19:24:30 - INFO - 0.918 (+/-0.078) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:24:30 - INFO - This estimator executed 0.0077 minutes
07/08 19:24:30 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:30 - INFO - Current Running:gb estimator
07/08 19:24:30 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:24:30 - INFO - Best CV Score: 0.9297478991596637

07/08 19:24:30 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:24:30 - INFO - This estimator executed 0.0032 minutes
07/08 19:24:30 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:30 - INFO - Current Running:xgb estimator
07/08 19:24:30 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:24:30 - INFO - Best CV Score: 0.9356302521008404

07/08 19:24:30 - INFO - 0.936 (+/-0.044) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:24:30 - INFO - This estimator executed 0.0019 minutes
07/08 19:24:30 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 19:24:30 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:24:30 - INFO - mlp -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:24:30 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 19:24:30 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:24:30 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 2.0s
07/08 19:24:30 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:24:46 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:46 - INFO - Current Running:lgr estimator
07/08 19:24:46 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:24:46 - INFO - Best CV Score: 0.9357983193277312

07/08 19:24:46 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:24:46 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:24:46 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:24:46 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:24:46 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:24:46 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:24:46 - INFO - 0.936 (+/-0.086) for {'C': 1000, 'random_state': 13}
07/08 19:24:46 - INFO - This estimator executed 0.0133 minutes
07/08 19:24:46 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:46 - INFO - Current Running:svm estimator
07/08 19:24:47 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:24:47 - INFO - Best CV Score: 0.9005042016806722

07/08 19:24:47 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:24:47 - INFO - This estimator executed 0.0039 minutes
07/08 19:24:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:47 - INFO - Current Running:mlp estimator
07/08 19:24:47 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:24:47 - INFO - Best CV Score: 0.5205042016806722

07/08 19:24:47 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:24:47 - INFO - This estimator executed 0.0013 minutes
07/08 19:24:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:47 - INFO - Current Running:rf estimator
07/08 19:24:47 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:24:47 - INFO - Best CV Score: 0.9065546218487395

07/08 19:24:47 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:24:47 - INFO - This estimator executed 0.0069 minutes
07/08 19:24:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:47 - INFO - Current Running:ada estimator
07/08 19:24:47 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:24:47 - INFO - Best CV Score: 0.9063865546218487

07/08 19:24:47 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:24:47 - INFO - This estimator executed 0.0076 minutes
07/08 19:24:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:47 - INFO - Current Running:gb estimator
07/08 19:24:48 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:24:48 - INFO - Best CV Score: 0.924033613445378

07/08 19:24:48 - INFO - 0.924 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:24:48 - INFO - This estimator executed 0.0032 minutes
07/08 19:24:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:48 - INFO - Current Running:xgb estimator
07/08 19:24:48 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:24:48 - INFO - Best CV Score: 0.9415126050420168

07/08 19:24:48 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:24:48 - INFO - This estimator executed 0.002 minutes
07/08 19:24:48 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:24:48 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:24:48 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:24:48 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:24:48 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:24:48 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:24:48 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:24:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:51 - INFO - Current Running:lgr estimator
07/08 19:24:51 - INFO - Best Paramaters: {'C': 0.1, 'random_state': 13}

07/08 19:24:51 - INFO - Best CV Score: 0.9475630252100841

07/08 19:24:51 - INFO - 0.913 (+/-0.081) for {'C': 0.001, 'random_state': 13}
07/08 19:24:51 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 19:24:51 - INFO - 0.948 (+/-0.042) for {'C': 0.1, 'random_state': 13}
07/08 19:24:51 - INFO - 0.947 (+/-0.023) for {'C': 1, 'random_state': 13}
07/08 19:24:51 - INFO - 0.947 (+/-0.044) for {'C': 10, 'random_state': 13}
07/08 19:24:51 - INFO - 0.947 (+/-0.044) for {'C': 100, 'random_state': 13}
07/08 19:24:51 - INFO - 0.947 (+/-0.058) for {'C': 1000, 'random_state': 13}
07/08 19:24:51 - INFO - This estimator executed 0.0064 minutes
07/08 19:24:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:51 - INFO - Current Running:svm estimator
07/08 19:24:51 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:24:51 - INFO - Best CV Score: 0.9589915966386554

07/08 19:24:51 - INFO - 0.959 (+/-0.029) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:24:51 - INFO - This estimator executed 0.0005 minutes
07/08 19:24:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:51 - INFO - Current Running:mlp estimator
07/08 19:24:52 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:24:52 - INFO - Best CV Score: 0.8774789915966388

07/08 19:24:52 - INFO - 0.877 (+/-0.084) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:24:52 - INFO - This estimator executed 0.0108 minutes
07/08 19:24:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:52 - INFO - Current Running:rf estimator
07/08 19:24:52 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:24:52 - INFO - Best CV Score: 0.9065546218487395

07/08 19:24:52 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:24:52 - INFO - This estimator executed 0.007 minutes
07/08 19:24:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:52 - INFO - Current Running:ada estimator
07/08 19:24:53 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:24:53 - INFO - Best CV Score: 0.924033613445378

07/08 19:24:53 - INFO - 0.924 (+/-0.028) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:24:53 - INFO - This estimator executed 0.0077 minutes
07/08 19:24:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:53 - INFO - Current Running:gb estimator
07/08 19:24:53 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:24:53 - INFO - Best CV Score: 0.9236974789915966

07/08 19:24:53 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:24:53 - INFO - This estimator executed 0.0032 minutes
07/08 19:24:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:24:53 - INFO - Current Running:xgb estimator
07/08 19:24:53 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:24:53 - INFO - Best CV Score: 0.917983193277311

07/08 19:24:53 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:24:53 - INFO - This estimator executed 0.002 minutes
07/08 19:24:53 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:24:53 - INFO - svm -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:24:53 - INFO - mlp -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:24:53 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:24:53 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:24:53 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 4.0s
07/08 19:24:53 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:25:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:05 - INFO - Current Running:lgr estimator
07/08 19:25:05 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:25:05 - INFO - Best CV Score: 0.9299159663865545

07/08 19:25:05 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:25:05 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:25:05 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:25:05 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:25:05 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:25:05 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:25:05 - INFO - 0.93 (+/-0.079) for {'C': 1000, 'random_state': 13}
07/08 19:25:05 - INFO - This estimator executed 0.0132 minutes
07/08 19:25:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:05 - INFO - Current Running:svm estimator
07/08 19:25:06 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:25:06 - INFO - Best CV Score: 0.9005042016806722

07/08 19:25:06 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:25:06 - INFO - This estimator executed 0.0039 minutes
07/08 19:25:06 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:06 - INFO - Current Running:mlp estimator
07/08 19:25:06 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:25:06 - INFO - Best CV Score: 0.5205042016806722

07/08 19:25:06 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:25:06 - INFO - This estimator executed 0.0015 minutes
07/08 19:25:06 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:06 - INFO - Current Running:rf estimator
07/08 19:25:06 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:25:06 - INFO - Best CV Score: 0.9065546218487395

07/08 19:25:06 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:25:06 - INFO - This estimator executed 0.0072 minutes
07/08 19:25:06 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:06 - INFO - Current Running:ada estimator
07/08 19:25:07 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:25:07 - INFO - Best CV Score: 0.9063865546218487

07/08 19:25:07 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:25:07 - INFO - This estimator executed 0.0081 minutes
07/08 19:25:07 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:07 - INFO - Current Running:gb estimator
07/08 19:25:07 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:25:07 - INFO - Best CV Score: 0.924033613445378

07/08 19:25:07 - INFO - 0.924 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:25:07 - INFO - This estimator executed 0.0035 minutes
07/08 19:25:07 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:07 - INFO - Current Running:xgb estimator
07/08 19:25:07 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:25:07 - INFO - Best CV Score: 0.9415126050420168

07/08 19:25:07 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:25:07 - INFO - This estimator executed 0.0019 minutes
07/08 19:25:07 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:25:07 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:25:07 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:25:07 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:25:07 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:25:07 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:25:07 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:25:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:10 - INFO - Current Running:lgr estimator
07/08 19:25:10 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:25:10 - INFO - Best CV Score: 0.9532773109243697

07/08 19:25:10 - INFO - 0.924 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:25:10 - INFO - 0.918 (+/-0.084) for {'C': 0.01, 'random_state': 13}
07/08 19:25:10 - INFO - 0.942 (+/-0.074) for {'C': 0.1, 'random_state': 13}
07/08 19:25:10 - INFO - 0.953 (+/-0.08) for {'C': 1, 'random_state': 13}
07/08 19:25:10 - INFO - 0.953 (+/-0.08) for {'C': 10, 'random_state': 13}
07/08 19:25:10 - INFO - 0.947 (+/-0.101) for {'C': 100, 'random_state': 13}
07/08 19:25:10 - INFO - 0.942 (+/-0.098) for {'C': 1000, 'random_state': 13}
07/08 19:25:10 - INFO - This estimator executed 0.0064 minutes
07/08 19:25:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:10 - INFO - Current Running:svm estimator
07/08 19:25:10 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:25:10 - INFO - Best CV Score: 0.9589915966386554

07/08 19:25:10 - INFO - 0.959 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:25:10 - INFO - This estimator executed 0.0005 minutes
07/08 19:25:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:10 - INFO - Current Running:mlp estimator
07/08 19:25:11 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:25:11 - INFO - Best CV Score: 0.9124369747899159

07/08 19:25:11 - INFO - 0.912 (+/-0.051) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:25:11 - INFO - This estimator executed 0.0087 minutes
07/08 19:25:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:11 - INFO - Current Running:rf estimator
07/08 19:25:11 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:25:11 - INFO - Best CV Score: 0.9065546218487395

07/08 19:25:11 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:25:11 - INFO - This estimator executed 0.007 minutes
07/08 19:25:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:11 - INFO - Current Running:ada estimator
07/08 19:25:11 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:25:11 - INFO - Best CV Score: 0.9181512605042016

07/08 19:25:11 - INFO - 0.918 (+/-0.068) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:25:11 - INFO - This estimator executed 0.0076 minutes
07/08 19:25:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:11 - INFO - Current Running:gb estimator
07/08 19:25:12 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:25:12 - INFO - Best CV Score: 0.9356302521008404

07/08 19:25:12 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:25:12 - INFO - This estimator executed 0.0031 minutes
07/08 19:25:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:12 - INFO - Current Running:xgb estimator
07/08 19:25:12 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:25:12 - INFO - Best CV Score: 0.9297478991596639

07/08 19:25:12 - INFO - 0.93 (+/-0.06) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:25:12 - INFO - This estimator executed 0.002 minutes
07/08 19:25:12 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:25:12 - INFO - svm -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:25:12 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.905 / Recall: 0.76 / Latency: 3.0s
07/08 19:25:12 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:25:12 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:25:12 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:25:12 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:25:24 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:24 - INFO - Current Running:lgr estimator
07/08 19:25:25 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:25:25 - INFO - Best CV Score: 0.9415126050420168

07/08 19:25:25 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:25:25 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:25:25 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:25:25 - INFO - 0.889 (+/-0.079) for {'C': 1, 'random_state': 13}
07/08 19:25:25 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:25:25 - INFO - 0.942 (+/-0.064) for {'C': 100, 'random_state': 13}
07/08 19:25:25 - INFO - 0.942 (+/-0.064) for {'C': 1000, 'random_state': 13}
07/08 19:25:25 - INFO - This estimator executed 0.0135 minutes
07/08 19:25:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:25 - INFO - Current Running:svm estimator
07/08 19:25:25 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:25:25 - INFO - Best CV Score: 0.9063865546218487

07/08 19:25:25 - INFO - 0.906 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:25:25 - INFO - This estimator executed 0.0035 minutes
07/08 19:25:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:25 - INFO - Current Running:mlp estimator
07/08 19:25:25 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:25:25 - INFO - Best CV Score: 0.5205042016806722

07/08 19:25:25 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:25:25 - INFO - This estimator executed 0.0014 minutes
07/08 19:25:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:25 - INFO - Current Running:rf estimator
07/08 19:25:25 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:25:25 - INFO - Best CV Score: 0.9122689075630254

07/08 19:25:25 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:25:25 - INFO - This estimator executed 0.007 minutes
07/08 19:25:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:25 - INFO - Current Running:ada estimator
07/08 19:25:26 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:25:26 - INFO - Best CV Score: 0.8949579831932774

07/08 19:25:26 - INFO - 0.895 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:25:26 - INFO - This estimator executed 0.0077 minutes
07/08 19:25:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:26 - INFO - Current Running:gb estimator
07/08 19:25:26 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:25:26 - INFO - Best CV Score: 0.9356302521008404

07/08 19:25:26 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:25:26 - INFO - This estimator executed 0.0031 minutes
07/08 19:25:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:26 - INFO - Current Running:xgb estimator
07/08 19:25:26 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:25:26 - INFO - Best CV Score: 0.9295798319327732

07/08 19:25:26 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:25:26 - INFO - This estimator executed 0.002 minutes
07/08 19:25:26 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:25:26 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:25:26 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 4.0s
07/08 19:25:26 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:25:26 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 16.0s
07/08 19:25:26 - INFO - gb -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:25:26 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:25:29 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:29 - INFO - Current Running:lgr estimator
07/08 19:25:29 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:25:29 - INFO - Best CV Score: 0.9707563025210083

07/08 19:25:29 - INFO - 0.924 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:25:29 - INFO - 0.93 (+/-0.058) for {'C': 0.01, 'random_state': 13}
07/08 19:25:29 - INFO - 0.959 (+/-0.047) for {'C': 0.1, 'random_state': 13}
07/08 19:25:29 - INFO - 0.953 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:25:29 - INFO - 0.947 (+/-0.044) for {'C': 10, 'random_state': 13}
07/08 19:25:29 - INFO - 0.947 (+/-0.044) for {'C': 100, 'random_state': 13}
07/08 19:25:29 - INFO - 0.971 (+/-0.037) for {'C': 1000, 'random_state': 13}
07/08 19:25:29 - INFO - This estimator executed 0.0063 minutes
07/08 19:25:29 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:29 - INFO - Current Running:svm estimator
07/08 19:25:29 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:25:29 - INFO - Best CV Score: 0.9648739495798319

07/08 19:25:29 - INFO - 0.965 (+/-0.024) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:25:29 - INFO - This estimator executed 0.0005 minutes
07/08 19:25:29 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:29 - INFO - Current Running:mlp estimator
07/08 19:25:30 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:25:30 - INFO - Best CV Score: 0.9124369747899159

07/08 19:25:30 - INFO - 0.912 (+/-0.073) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:25:30 - INFO - This estimator executed 0.0087 minutes
07/08 19:25:30 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:30 - INFO - Current Running:rf estimator
07/08 19:25:30 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:25:30 - INFO - Best CV Score: 0.9122689075630254

07/08 19:25:30 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:25:30 - INFO - This estimator executed 0.0069 minutes
07/08 19:25:30 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:30 - INFO - Current Running:ada estimator
07/08 19:25:30 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:25:30 - INFO - Best CV Score: 0.9008403361344538

07/08 19:25:30 - INFO - 0.901 (+/-0.078) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:25:30 - INFO - This estimator executed 0.0075 minutes
07/08 19:25:30 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:30 - INFO - Current Running:gb estimator
07/08 19:25:31 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:25:31 - INFO - Best CV Score: 0.9356302521008404

07/08 19:25:31 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:25:31 - INFO - This estimator executed 0.003 minutes
07/08 19:25:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:31 - INFO - Current Running:xgb estimator
07/08 19:25:31 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:25:31 - INFO - Best CV Score: 0.9295798319327732

07/08 19:25:31 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:25:31 - INFO - This estimator executed 0.0019 minutes
07/08 19:25:31 - INFO - lgr -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:25:31 - INFO - svm -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:25:31 - INFO - mlp -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:25:31 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 19:25:31 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 16.0s
07/08 19:25:31 - INFO - gb -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:25:31 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:25:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:48 - INFO - Current Running:lgr estimator
07/08 19:25:49 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:25:49 - INFO - Best CV Score: 0.9299159663865547

07/08 19:25:49 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:25:49 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:25:49 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:25:49 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:25:49 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:25:49 - INFO - 0.93 (+/-0.102) for {'C': 100, 'random_state': 13}
07/08 19:25:49 - INFO - 0.924 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:25:49 - INFO - This estimator executed 0.0132 minutes
07/08 19:25:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:49 - INFO - Current Running:svm estimator
07/08 19:25:49 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:25:49 - INFO - Best CV Score: 0.9005042016806722

07/08 19:25:49 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:25:49 - INFO - This estimator executed 0.0039 minutes
07/08 19:25:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:49 - INFO - Current Running:mlp estimator
07/08 19:25:49 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:25:49 - INFO - Best CV Score: 0.5205042016806722

07/08 19:25:49 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:25:49 - INFO - This estimator executed 0.0014 minutes
07/08 19:25:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:49 - INFO - Current Running:rf estimator
07/08 19:25:49 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:25:49 - INFO - Best CV Score: 0.9008403361344538

07/08 19:25:49 - INFO - 0.901 (+/-0.108) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:25:49 - INFO - This estimator executed 0.0069 minutes
07/08 19:25:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:49 - INFO - Current Running:ada estimator
07/08 19:25:50 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:25:50 - INFO - Best CV Score: 0.9063865546218487

07/08 19:25:50 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:25:50 - INFO - This estimator executed 0.0076 minutes
07/08 19:25:50 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:50 - INFO - Current Running:gb estimator
07/08 19:25:50 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:25:50 - INFO - Best CV Score: 0.924033613445378

07/08 19:25:50 - INFO - 0.924 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:25:50 - INFO - This estimator executed 0.0032 minutes
07/08 19:25:50 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:50 - INFO - Current Running:xgb estimator
07/08 19:25:50 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:25:50 - INFO - Best CV Score: 0.9415126050420168

07/08 19:25:50 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:25:50 - INFO - This estimator executed 0.002 minutes
07/08 19:25:50 - INFO - lgr -- Accuracy: 0.93 / Precision: 0.92 / Recall: 0.92 / Latency: 3.0s
07/08 19:25:50 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:25:50 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:25:50 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:25:50 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:25:50 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:25:50 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:25:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:53 - INFO - Current Running:lgr estimator
07/08 19:25:53 - INFO - Best Paramaters: {'C': 0.1, 'random_state': 13}

07/08 19:25:53 - INFO - Best CV Score: 0.9532773109243697

07/08 19:25:53 - INFO - 0.93 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:25:53 - INFO - 0.924 (+/-0.077) for {'C': 0.01, 'random_state': 13}
07/08 19:25:53 - INFO - 0.953 (+/-0.028) for {'C': 0.1, 'random_state': 13}
07/08 19:25:53 - INFO - 0.942 (+/-0.037) for {'C': 1, 'random_state': 13}
07/08 19:25:53 - INFO - 0.947 (+/-0.044) for {'C': 10, 'random_state': 13}
07/08 19:25:53 - INFO - 0.942 (+/-0.064) for {'C': 100, 'random_state': 13}
07/08 19:25:53 - INFO - 0.93 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:25:53 - INFO - This estimator executed 0.0064 minutes
07/08 19:25:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:53 - INFO - Current Running:svm estimator
07/08 19:25:53 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:25:53 - INFO - Best CV Score: 0.9475630252100841

07/08 19:25:53 - INFO - 0.948 (+/-0.042) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:25:53 - INFO - This estimator executed 0.0005 minutes
07/08 19:25:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:53 - INFO - Current Running:mlp estimator
07/08 19:25:54 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:25:54 - INFO - Best CV Score: 0.9008403361344538

07/08 19:25:54 - INFO - 0.901 (+/-0.094) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:25:54 - INFO - This estimator executed 0.0087 minutes
07/08 19:25:54 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:54 - INFO - Current Running:rf estimator
07/08 19:25:54 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:25:54 - INFO - Best CV Score: 0.9124369747899159

07/08 19:25:54 - INFO - 0.912 (+/-0.082) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:25:54 - INFO - This estimator executed 0.0071 minutes
07/08 19:25:54 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:54 - INFO - Current Running:ada estimator
07/08 19:25:55 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:25:55 - INFO - Best CV Score: 0.941344537815126

07/08 19:25:55 - INFO - 0.941 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:25:55 - INFO - This estimator executed 0.0077 minutes
07/08 19:25:55 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:55 - INFO - Current Running:gb estimator
07/08 19:25:55 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:25:55 - INFO - Best CV Score: 0.9238655462184873

07/08 19:25:55 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:25:55 - INFO - This estimator executed 0.0031 minutes
07/08 19:25:55 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:25:55 - INFO - Current Running:xgb estimator
07/08 19:25:55 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:25:55 - INFO - Best CV Score: 0.9238655462184873

07/08 19:25:55 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:25:55 - INFO - This estimator executed 0.0019 minutes
07/08 19:25:55 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:25:55 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:25:55 - INFO - mlp -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:25:55 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:25:55 - INFO - ada -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 16.0s
07/08 19:25:55 - INFO - gb -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.5s
07/08 19:25:55 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:26:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:26:08 - INFO - Current Running:lgr estimator
07/08 19:26:09 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:26:09 - INFO - Best CV Score: 0.9415126050420168

07/08 19:26:09 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:26:09 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:26:09 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:26:09 - INFO - 0.889 (+/-0.078) for {'C': 1, 'random_state': 13}
07/08 19:26:09 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:26:09 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:26:09 - INFO - 0.942 (+/-0.083) for {'C': 1000, 'random_state': 13}
07/08 19:26:09 - INFO - This estimator executed 0.0133 minutes
07/08 19:26:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:26:09 - INFO - Current Running:svm estimator
07/08 19:26:09 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:26:09 - INFO - Best CV Score: 0.9005042016806722

07/08 19:26:09 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:26:09 - INFO - This estimator executed 0.0036 minutes
07/08 19:26:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:26:09 - INFO - Current Running:mlp estimator
07/08 19:26:10 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:26:10 - INFO - Best CV Score: 0.5205042016806722

07/08 19:26:10 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:26:10 - INFO - This estimator executed 0.0014 minutes
07/08 19:26:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:26:10 - INFO - Current Running:rf estimator
07/08 19:26:10 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:26:10 - INFO - Best CV Score: 0.9065546218487395

07/08 19:26:10 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:26:10 - INFO - This estimator executed 0.007 minutes
07/08 19:26:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:26:10 - INFO - Current Running:ada estimator
07/08 19:26:10 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:26:10 - INFO - Best CV Score: 0.9236974789915966

07/08 19:26:10 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:26:10 - INFO - This estimator executed 0.0077 minutes
07/08 19:26:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:26:10 - INFO - Current Running:gb estimator
07/08 19:26:11 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:26:11 - INFO - Best CV Score: 0.9297478991596637

07/08 19:26:11 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:26:11 - INFO - This estimator executed 0.0032 minutes
07/08 19:26:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:26:11 - INFO - Current Running:xgb estimator
07/08 19:26:11 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:26:11 - INFO - Best CV Score: 0.9354621848739496

07/08 19:26:11 - INFO - 0.935 (+/-0.087) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:26:11 - INFO - This estimator executed 0.002 minutes
07/08 19:26:11 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:26:11 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:26:11 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:26:11 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:26:11 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:26:11 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:26:11 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:26:14 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:26:14 - INFO - Current Running:lgr estimator
07/08 19:26:14 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:26:14 - INFO - Best CV Score: 0.9532773109243697

07/08 19:26:14 - INFO - 0.924 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:26:14 - INFO - 0.918 (+/-0.084) for {'C': 0.01, 'random_state': 13}
07/08 19:26:14 - INFO - 0.942 (+/-0.074) for {'C': 0.1, 'random_state': 13}
07/08 19:26:14 - INFO - 0.953 (+/-0.08) for {'C': 1, 'random_state': 13}
07/08 19:26:14 - INFO - 0.953 (+/-0.08) for {'C': 10, 'random_state': 13}
07/08 19:26:14 - INFO - 0.947 (+/-0.101) for {'C': 100, 'random_state': 13}
07/08 19:26:14 - INFO - 0.942 (+/-0.098) for {'C': 1000, 'random_state': 13}
07/08 19:26:14 - INFO - This estimator executed 0.0064 minutes
07/08 19:26:14 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:26:14 - INFO - Current Running:svm estimator
07/08 19:26:14 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:26:14 - INFO - Best CV Score: 0.9589915966386554

07/08 19:26:14 - INFO - 0.959 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:26:14 - INFO - This estimator executed 0.0004 minutes
07/08 19:26:14 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:26:14 - INFO - Current Running:mlp estimator
07/08 19:26:15 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:26:15 - INFO - Best CV Score: 0.8423529411764706

07/08 19:26:15 - INFO - 0.842 (+/-0.068) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:26:15 - INFO - This estimator executed 0.0089 minutes
07/08 19:26:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:26:15 - INFO - Current Running:rf estimator
07/08 19:26:15 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:26:15 - INFO - Best CV Score: 0.9065546218487395

07/08 19:26:15 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:26:15 - INFO - This estimator executed 0.0069 minutes
07/08 19:26:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:26:15 - INFO - Current Running:ada estimator
07/08 19:26:15 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:26:15 - INFO - Best CV Score: 0.9181512605042016

07/08 19:26:15 - INFO - 0.918 (+/-0.068) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:26:15 - INFO - This estimator executed 0.0076 minutes
07/08 19:26:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:26:15 - INFO - Current Running:gb estimator
07/08 19:26:16 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:26:16 - INFO - Best CV Score: 0.9356302521008404

07/08 19:26:16 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:26:16 - INFO - This estimator executed 0.0032 minutes
07/08 19:26:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:26:16 - INFO - Current Running:xgb estimator
07/08 19:26:16 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:26:16 - INFO - Best CV Score: 0.9297478991596639

07/08 19:26:16 - INFO - 0.93 (+/-0.06) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:26:16 - INFO - This estimator executed 0.0019 minutes
07/08 19:26:16 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:26:16 - INFO - svm -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:26:16 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:26:16 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 19:26:16 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:26:16 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:26:16 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:26:34 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:26:34 - INFO - Current Running:lgr estimator
07/08 19:26:35 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:26:35 - INFO - Best CV Score: 0.9415126050420168

07/08 19:26:35 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:26:35 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:26:35 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:26:35 - INFO - 0.906 (+/-0.102) for {'C': 1, 'random_state': 13}
07/08 19:26:35 - INFO - 0.93 (+/-0.08) for {'C': 10, 'random_state': 13}
07/08 19:26:35 - INFO - 0.942 (+/-0.064) for {'C': 100, 'random_state': 13}
07/08 19:26:35 - INFO - 0.941 (+/-0.053) for {'C': 1000, 'random_state': 13}
07/08 19:26:35 - INFO - This estimator executed 0.0138 minutes
07/08 19:26:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:26:35 - INFO - Current Running:svm estimator
07/08 19:26:35 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:26:35 - INFO - Best CV Score: 0.9003361344537815

07/08 19:26:35 - INFO - 0.9 (+/-0.11) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:26:35 - INFO - This estimator executed 0.002 minutes
07/08 19:26:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:26:35 - INFO - Current Running:mlp estimator
07/08 19:26:35 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:26:35 - INFO - Best CV Score: 0.5205042016806722

07/08 19:26:35 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:26:35 - INFO - This estimator executed 0.0012 minutes
07/08 19:26:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:26:35 - INFO - Current Running:rf estimator
07/08 19:26:35 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:26:35 - INFO - Best CV Score: 0.9063865546218487

07/08 19:26:35 - INFO - 0.906 (+/-0.12) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:26:35 - INFO - This estimator executed 0.0073 minutes
07/08 19:26:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:26:35 - INFO - Current Running:ada estimator
07/08 19:26:36 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:26:36 - INFO - Best CV Score: 0.9121008403361344

07/08 19:26:36 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:26:36 - INFO - This estimator executed 0.0078 minutes
07/08 19:26:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:26:36 - INFO - Current Running:gb estimator
07/08 19:26:36 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:26:36 - INFO - Best CV Score: 0.9413445378151261

07/08 19:26:36 - INFO - 0.941 (+/-0.065) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:26:36 - INFO - This estimator executed 0.0031 minutes
07/08 19:26:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:26:36 - INFO - Current Running:xgb estimator
07/08 19:26:36 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:26:36 - INFO - Best CV Score: 0.9472268907563025

07/08 19:26:36 - INFO - 0.947 (+/-0.044) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:26:36 - INFO - This estimator executed 0.002 minutes
07/08 19:26:36 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:26:36 - INFO - svm -- Accuracy: 0.93 / Precision: 0.889 / Recall: 0.96 / Latency: 3.0s
07/08 19:26:36 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:26:36 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:26:36 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 16.0s
07/08 19:26:36 - INFO - gb -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:26:36 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:26:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:26:39 - INFO - Current Running:lgr estimator
07/08 19:26:39 - INFO - Best Paramaters: {'C': 0.1, 'random_state': 13}

07/08 19:26:39 - INFO - Best CV Score: 0.9534453781512605

07/08 19:26:39 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:26:39 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 19:26:39 - INFO - 0.953 (+/-0.045) for {'C': 0.1, 'random_state': 13}
07/08 19:26:39 - INFO - 0.942 (+/-0.036) for {'C': 1, 'random_state': 13}
07/08 19:26:39 - INFO - 0.947 (+/-0.044) for {'C': 10, 'random_state': 13}
07/08 19:26:39 - INFO - 0.953 (+/-0.047) for {'C': 100, 'random_state': 13}
07/08 19:26:39 - INFO - 0.947 (+/-0.044) for {'C': 1000, 'random_state': 13}
07/08 19:26:39 - INFO - This estimator executed 0.0065 minutes
07/08 19:26:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:26:39 - INFO - Current Running:svm estimator
07/08 19:26:39 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:26:39 - INFO - Best CV Score: 0.9591596638655462

07/08 19:26:39 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:26:39 - INFO - This estimator executed 0.0005 minutes
07/08 19:26:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:26:39 - INFO - Current Running:mlp estimator
07/08 19:26:40 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:26:40 - INFO - Best CV Score: 0.9008403361344538

07/08 19:26:40 - INFO - 0.901 (+/-0.078) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:26:40 - INFO - This estimator executed 0.0089 minutes
07/08 19:26:40 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:26:40 - INFO - Current Running:rf estimator
07/08 19:26:40 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:26:40 - INFO - Best CV Score: 0.9065546218487395

07/08 19:26:40 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:26:40 - INFO - This estimator executed 0.0071 minutes
07/08 19:26:40 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:26:40 - INFO - Current Running:ada estimator
07/08 19:26:41 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:26:41 - INFO - Best CV Score: 0.9122689075630251

07/08 19:26:41 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:26:41 - INFO - This estimator executed 0.0076 minutes
07/08 19:26:41 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:26:41 - INFO - Current Running:gb estimator
07/08 19:26:41 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:26:41 - INFO - Best CV Score: 0.9297478991596637

07/08 19:26:41 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:26:41 - INFO - This estimator executed 0.0032 minutes
07/08 19:26:41 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:26:41 - INFO - Current Running:xgb estimator
07/08 19:26:41 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:26:41 - INFO - Best CV Score: 0.9415126050420168

07/08 19:26:41 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:26:41 - INFO - This estimator executed 0.0019 minutes
07/08 19:26:41 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 2.0s
07/08 19:26:41 - INFO - svm -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 2.0s
07/08 19:26:41 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:26:41 - INFO - rf -- Accuracy: 0.86 / Precision: 0.815 / Recall: 0.88 / Latency: 11.0s
07/08 19:26:41 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:26:41 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:26:41 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:26:55 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:26:55 - INFO - Current Running:lgr estimator
07/08 19:26:56 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:26:56 - INFO - Best CV Score: 0.9357983193277309

07/08 19:26:56 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:26:56 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:26:56 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:26:56 - INFO - 0.889 (+/-0.108) for {'C': 1, 'random_state': 13}
07/08 19:26:56 - INFO - 0.93 (+/-0.121) for {'C': 10, 'random_state': 13}
07/08 19:26:56 - INFO - 0.936 (+/-0.131) for {'C': 100, 'random_state': 13}
07/08 19:26:56 - INFO - 0.93 (+/-0.121) for {'C': 1000, 'random_state': 13}
07/08 19:26:56 - INFO - This estimator executed 0.0139 minutes
07/08 19:26:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:26:56 - INFO - Current Running:svm estimator
07/08 19:26:56 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:26:56 - INFO - Best CV Score: 0.9005042016806722

07/08 19:26:56 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:26:56 - INFO - This estimator executed 0.0019 minutes
07/08 19:26:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:26:56 - INFO - Current Running:mlp estimator
07/08 19:26:56 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:26:56 - INFO - Best CV Score: 0.5205042016806722

07/08 19:26:56 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:26:56 - INFO - This estimator executed 0.0012 minutes
07/08 19:26:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:26:56 - INFO - Current Running:rf estimator
07/08 19:26:56 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:26:56 - INFO - Best CV Score: 0.9122689075630254

07/08 19:26:56 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:26:56 - INFO - This estimator executed 0.007 minutes
07/08 19:26:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:26:56 - INFO - Current Running:ada estimator
07/08 19:26:57 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:26:57 - INFO - Best CV Score: 0.9415126050420166

07/08 19:26:57 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:26:57 - INFO - This estimator executed 0.0076 minutes
07/08 19:26:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:26:57 - INFO - Current Running:gb estimator
07/08 19:26:57 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:26:57 - INFO - Best CV Score: 0.9240336134453783

07/08 19:26:57 - INFO - 0.924 (+/-0.06) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:26:57 - INFO - This estimator executed 0.0031 minutes
07/08 19:26:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:26:57 - INFO - Current Running:xgb estimator
07/08 19:26:57 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:26:57 - INFO - Best CV Score: 0.9472268907563025

07/08 19:26:57 - INFO - 0.947 (+/-0.069) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:26:57 - INFO - This estimator executed 0.0019 minutes
07/08 19:26:57 - INFO - lgr -- Accuracy: 0.93 / Precision: 0.92 / Recall: 0.92 / Latency: 3.0s
07/08 19:26:57 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:26:57 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:26:57 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:26:57 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:26:57 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:26:57 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:27:00 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:27:00 - INFO - Current Running:lgr estimator
07/08 19:27:00 - INFO - Best Paramaters: {'C': 0.1, 'random_state': 13}

07/08 19:27:00 - INFO - Best CV Score: 0.9534453781512605

07/08 19:27:00 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:27:00 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 19:27:00 - INFO - 0.953 (+/-0.045) for {'C': 0.1, 'random_state': 13}
07/08 19:27:00 - INFO - 0.942 (+/-0.036) for {'C': 1, 'random_state': 13}
07/08 19:27:00 - INFO - 0.947 (+/-0.044) for {'C': 10, 'random_state': 13}
07/08 19:27:00 - INFO - 0.953 (+/-0.047) for {'C': 100, 'random_state': 13}
07/08 19:27:00 - INFO - 0.947 (+/-0.044) for {'C': 1000, 'random_state': 13}
07/08 19:27:00 - INFO - This estimator executed 0.0064 minutes
07/08 19:27:00 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:27:00 - INFO - Current Running:svm estimator
07/08 19:27:00 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:27:00 - INFO - Best CV Score: 0.9591596638655462

07/08 19:27:00 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:27:00 - INFO - This estimator executed 0.0004 minutes
07/08 19:27:00 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:27:00 - INFO - Current Running:mlp estimator
07/08 19:27:01 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:27:01 - INFO - Best CV Score: 0.8892436974789917

07/08 19:27:01 - INFO - 0.889 (+/-0.083) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:27:01 - INFO - This estimator executed 0.0088 minutes
07/08 19:27:01 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:27:01 - INFO - Current Running:rf estimator
07/08 19:27:01 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:27:01 - INFO - Best CV Score: 0.917983193277311

07/08 19:27:01 - INFO - 0.918 (+/-0.102) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:27:01 - INFO - This estimator executed 0.0069 minutes
07/08 19:27:01 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:27:01 - INFO - Current Running:ada estimator
07/08 19:27:02 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:27:02 - INFO - Best CV Score: 0.9122689075630251

07/08 19:27:02 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:27:02 - INFO - This estimator executed 0.0076 minutes
07/08 19:27:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:27:02 - INFO - Current Running:gb estimator
07/08 19:27:02 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:27:02 - INFO - Best CV Score: 0.924033613445378

07/08 19:27:02 - INFO - 0.924 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:27:02 - INFO - This estimator executed 0.0032 minutes
07/08 19:27:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:27:02 - INFO - Current Running:xgb estimator
07/08 19:27:02 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:27:02 - INFO - Best CV Score: 0.9415126050420168

07/08 19:27:02 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:27:02 - INFO - This estimator executed 0.0019 minutes
07/08 19:27:02 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 2.0s
07/08 19:27:02 - INFO - svm -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 3.0s
07/08 19:27:02 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:27:02 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 19:27:02 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:27:02 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:27:02 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:27:17 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:27:17 - INFO - Current Running:lgr estimator
07/08 19:27:17 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:27:17 - INFO - Best CV Score: 0.9415126050420168

07/08 19:27:17 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:27:17 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:27:17 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:27:17 - INFO - 0.894 (+/-0.089) for {'C': 1, 'random_state': 13}
07/08 19:27:17 - INFO - 0.912 (+/-0.099) for {'C': 10, 'random_state': 13}
07/08 19:27:17 - INFO - 0.936 (+/-0.087) for {'C': 100, 'random_state': 13}
07/08 19:27:17 - INFO - 0.942 (+/-0.064) for {'C': 1000, 'random_state': 13}
07/08 19:27:17 - INFO - This estimator executed 0.0137 minutes
07/08 19:27:17 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:27:17 - INFO - Current Running:svm estimator
07/08 19:27:18 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:27:18 - INFO - Best CV Score: 0.9063865546218487

07/08 19:27:18 - INFO - 0.906 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:27:18 - INFO - This estimator executed 0.0035 minutes
07/08 19:27:18 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:27:18 - INFO - Current Running:mlp estimator
07/08 19:27:18 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:27:18 - INFO - Best CV Score: 0.5205042016806722

07/08 19:27:18 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:27:18 - INFO - This estimator executed 0.0013 minutes
07/08 19:27:18 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:27:18 - INFO - Current Running:rf estimator
07/08 19:27:18 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:27:18 - INFO - Best CV Score: 0.9063865546218487

07/08 19:27:18 - INFO - 0.906 (+/-0.12) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:27:18 - INFO - This estimator executed 0.0071 minutes
07/08 19:27:18 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:27:18 - INFO - Current Running:ada estimator
07/08 19:27:19 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:27:19 - INFO - Best CV Score: 0.8949579831932774

07/08 19:27:19 - INFO - 0.895 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:27:19 - INFO - This estimator executed 0.0077 minutes
07/08 19:27:19 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:27:19 - INFO - Current Running:gb estimator
07/08 19:27:19 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:27:19 - INFO - Best CV Score: 0.9356302521008404

07/08 19:27:19 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:27:19 - INFO - This estimator executed 0.0031 minutes
07/08 19:27:19 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:27:19 - INFO - Current Running:xgb estimator
07/08 19:27:19 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:27:19 - INFO - Best CV Score: 0.9295798319327732

07/08 19:27:19 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:27:19 - INFO - This estimator executed 0.002 minutes
07/08 19:27:19 - INFO - lgr -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:27:19 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:27:19 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:27:19 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:27:19 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 16.0s
07/08 19:27:19 - INFO - gb -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:27:19 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:27:21 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:27:21 - INFO - Current Running:lgr estimator
07/08 19:27:22 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:27:22 - INFO - Best CV Score: 0.9532773109243697

07/08 19:27:22 - INFO - 0.924 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:27:22 - INFO - 0.918 (+/-0.084) for {'C': 0.01, 'random_state': 13}
07/08 19:27:22 - INFO - 0.942 (+/-0.074) for {'C': 0.1, 'random_state': 13}
07/08 19:27:22 - INFO - 0.953 (+/-0.08) for {'C': 1, 'random_state': 13}
07/08 19:27:22 - INFO - 0.953 (+/-0.08) for {'C': 10, 'random_state': 13}
07/08 19:27:22 - INFO - 0.947 (+/-0.101) for {'C': 100, 'random_state': 13}
07/08 19:27:22 - INFO - 0.942 (+/-0.098) for {'C': 1000, 'random_state': 13}
07/08 19:27:22 - INFO - This estimator executed 0.0065 minutes
07/08 19:27:22 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:27:22 - INFO - Current Running:svm estimator
07/08 19:27:22 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:27:22 - INFO - Best CV Score: 0.9589915966386554

07/08 19:27:22 - INFO - 0.959 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:27:22 - INFO - This estimator executed 0.0005 minutes
07/08 19:27:22 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:27:22 - INFO - Current Running:mlp estimator
07/08 19:27:22 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:27:22 - INFO - Best CV Score: 0.8484033613445379

07/08 19:27:22 - INFO - 0.848 (+/-0.089) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:27:22 - INFO - This estimator executed 0.0089 minutes
07/08 19:27:22 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:27:22 - INFO - Current Running:rf estimator
07/08 19:27:23 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:27:23 - INFO - Best CV Score: 0.9238655462184875

07/08 19:27:23 - INFO - 0.924 (+/-0.08) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:27:23 - INFO - This estimator executed 0.007 minutes
07/08 19:27:23 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:27:23 - INFO - Current Running:ada estimator
07/08 19:27:23 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:27:23 - INFO - Best CV Score: 0.9181512605042016

07/08 19:27:23 - INFO - 0.918 (+/-0.068) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:27:23 - INFO - This estimator executed 0.0078 minutes
07/08 19:27:23 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:27:23 - INFO - Current Running:gb estimator
07/08 19:27:23 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:27:23 - INFO - Best CV Score: 0.9356302521008404

07/08 19:27:23 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:27:23 - INFO - This estimator executed 0.0032 minutes
07/08 19:27:23 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:27:23 - INFO - Current Running:xgb estimator
07/08 19:27:24 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:27:24 - INFO - Best CV Score: 0.9297478991596639

07/08 19:27:24 - INFO - 0.93 (+/-0.06) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:27:24 - INFO - This estimator executed 0.0019 minutes
07/08 19:27:24 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 19:27:24 - INFO - svm -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:27:24 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.905 / Recall: 0.76 / Latency: 3.0s
07/08 19:27:24 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 19:27:24 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:27:24 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 4.0s
07/08 19:27:24 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:27:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:27:36 - INFO - Current Running:lgr estimator
07/08 19:27:36 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:27:36 - INFO - Best CV Score: 0.9357983193277312

07/08 19:27:36 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:27:36 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:27:36 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:27:36 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:27:36 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:27:36 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:27:36 - INFO - 0.936 (+/-0.086) for {'C': 1000, 'random_state': 13}
07/08 19:27:36 - INFO - This estimator executed 0.0131 minutes
07/08 19:27:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:27:36 - INFO - Current Running:svm estimator
07/08 19:27:37 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:27:37 - INFO - Best CV Score: 0.9005042016806722

07/08 19:27:37 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:27:37 - INFO - This estimator executed 0.004 minutes
07/08 19:27:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:27:37 - INFO - Current Running:mlp estimator
07/08 19:27:37 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:27:37 - INFO - Best CV Score: 0.5205042016806722

07/08 19:27:37 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:27:37 - INFO - This estimator executed 0.0012 minutes
07/08 19:27:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:27:37 - INFO - Current Running:rf estimator
07/08 19:27:37 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:27:37 - INFO - Best CV Score: 0.9065546218487395

07/08 19:27:37 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:27:37 - INFO - This estimator executed 0.0069 minutes
07/08 19:27:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:27:37 - INFO - Current Running:ada estimator
07/08 19:27:37 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:27:38 - INFO - Best CV Score: 0.9063865546218487

07/08 19:27:38 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:27:38 - INFO - This estimator executed 0.0079 minutes
07/08 19:27:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:27:38 - INFO - Current Running:gb estimator
07/08 19:27:38 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:27:38 - INFO - Best CV Score: 0.924033613445378

07/08 19:27:38 - INFO - 0.924 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:27:38 - INFO - This estimator executed 0.0032 minutes
07/08 19:27:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:27:38 - INFO - Current Running:xgb estimator
07/08 19:27:38 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:27:38 - INFO - Best CV Score: 0.9415126050420168

07/08 19:27:38 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:27:38 - INFO - This estimator executed 0.002 minutes
07/08 19:27:38 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:27:38 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:27:38 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:27:38 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:27:38 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:27:38 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:27:38 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:27:41 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:27:41 - INFO - Current Running:lgr estimator
07/08 19:27:41 - INFO - Best Paramaters: {'C': 10, 'random_state': 13}

07/08 19:27:41 - INFO - Best CV Score: 0.9591596638655462

07/08 19:27:41 - INFO - 0.924 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:27:41 - INFO - 0.918 (+/-0.084) for {'C': 0.01, 'random_state': 13}
07/08 19:27:41 - INFO - 0.948 (+/-0.042) for {'C': 0.1, 'random_state': 13}
07/08 19:27:41 - INFO - 0.947 (+/-0.023) for {'C': 1, 'random_state': 13}
07/08 19:27:41 - INFO - 0.959 (+/-0.028) for {'C': 10, 'random_state': 13}
07/08 19:27:41 - INFO - 0.959 (+/-0.028) for {'C': 100, 'random_state': 13}
07/08 19:27:41 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:27:41 - INFO - This estimator executed 0.0061 minutes
07/08 19:27:41 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:27:41 - INFO - Current Running:svm estimator
07/08 19:27:41 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:27:41 - INFO - Best CV Score: 0.9591596638655462

07/08 19:27:41 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:27:41 - INFO - This estimator executed 0.0004 minutes
07/08 19:27:41 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:27:41 - INFO - Current Running:mlp estimator
07/08 19:27:41 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:27:41 - INFO - Best CV Score: 0.9245378151260505

07/08 19:27:41 - INFO - 0.925 (+/-0.099) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:27:41 - INFO - This estimator executed 0.0088 minutes
07/08 19:27:41 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:27:41 - INFO - Current Running:rf estimator
07/08 19:27:42 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:27:42 - INFO - Best CV Score: 0.9065546218487395

07/08 19:27:42 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:27:42 - INFO - This estimator executed 0.0071 minutes
07/08 19:27:42 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:27:42 - INFO - Current Running:ada estimator
07/08 19:27:42 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:27:42 - INFO - Best CV Score: 0.9415126050420166

07/08 19:27:42 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:27:42 - INFO - This estimator executed 0.0077 minutes
07/08 19:27:42 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:27:42 - INFO - Current Running:gb estimator
07/08 19:27:43 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:27:43 - INFO - Best CV Score: 0.9238655462184873

07/08 19:27:43 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:27:43 - INFO - This estimator executed 0.0031 minutes
07/08 19:27:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:27:43 - INFO - Current Running:xgb estimator
07/08 19:27:43 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:27:43 - INFO - Best CV Score: 0.917983193277311

07/08 19:27:43 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:27:43 - INFO - This estimator executed 0.0019 minutes
07/08 19:27:43 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 19:27:43 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:27:43 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:27:43 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:27:43 - INFO - ada -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 16.0s
07/08 19:27:43 - INFO - gb -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:27:43 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:27:59 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:27:59 - INFO - Current Running:lgr estimator
07/08 19:28:00 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:28:00 - INFO - Best CV Score: 0.9184873949579831

07/08 19:28:00 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:28:00 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:28:00 - INFO - 0.889 (+/-0.078) for {'C': 0.1, 'random_state': 13}
07/08 19:28:00 - INFO - 0.889 (+/-0.078) for {'C': 1, 'random_state': 13}
07/08 19:28:00 - INFO - 0.913 (+/-0.096) for {'C': 10, 'random_state': 13}
07/08 19:28:00 - INFO - 0.918 (+/-0.084) for {'C': 100, 'random_state': 13}
07/08 19:28:00 - INFO - 0.913 (+/-0.081) for {'C': 1000, 'random_state': 13}
07/08 19:28:00 - INFO - This estimator executed 0.0144 minutes
07/08 19:28:00 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:00 - INFO - Current Running:svm estimator
07/08 19:28:00 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:28:00 - INFO - Best CV Score: 0.9063865546218487

07/08 19:28:00 - INFO - 0.906 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:28:00 - INFO - This estimator executed 0.0033 minutes
07/08 19:28:00 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:00 - INFO - Current Running:mlp estimator
07/08 19:28:00 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:28:00 - INFO - Best CV Score: 0.5205042016806722

07/08 19:28:00 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:28:00 - INFO - This estimator executed 0.0014 minutes
07/08 19:28:00 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:00 - INFO - Current Running:rf estimator
07/08 19:28:00 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:28:00 - INFO - Best CV Score: 0.9008403361344538

07/08 19:28:00 - INFO - 0.901 (+/-0.108) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:28:00 - INFO - This estimator executed 0.007 minutes
07/08 19:28:00 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:00 - INFO - Current Running:ada estimator
07/08 19:28:01 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:28:01 - INFO - Best CV Score: 0.9126050420168067

07/08 19:28:01 - INFO - 0.913 (+/-0.081) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:28:01 - INFO - This estimator executed 0.0076 minutes
07/08 19:28:01 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:01 - INFO - Current Running:gb estimator
07/08 19:28:01 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:28:01 - INFO - Best CV Score: 0.9356302521008404

07/08 19:28:01 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:28:01 - INFO - This estimator executed 0.0031 minutes
07/08 19:28:01 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:01 - INFO - Current Running:xgb estimator
07/08 19:28:01 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:28:01 - INFO - Best CV Score: 0.9354621848739496

07/08 19:28:01 - INFO - 0.935 (+/-0.087) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:28:01 - INFO - This estimator executed 0.002 minutes
07/08 19:28:01 - INFO - lgr -- Accuracy: 0.93 / Precision: 0.92 / Recall: 0.92 / Latency: 3.0s
07/08 19:28:01 - INFO - svm -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 3.0s
07/08 19:28:01 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:28:01 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:28:01 - INFO - ada -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 17.0s
07/08 19:28:01 - INFO - gb -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:28:01 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:28:04 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:04 - INFO - Current Running:lgr estimator
07/08 19:28:04 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:28:04 - INFO - Best CV Score: 0.9650420168067226

07/08 19:28:04 - INFO - 0.924 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:28:04 - INFO - 0.924 (+/-0.058) for {'C': 0.01, 'random_state': 13}
07/08 19:28:04 - INFO - 0.948 (+/-0.042) for {'C': 0.1, 'random_state': 13}
07/08 19:28:04 - INFO - 0.965 (+/-0.043) for {'C': 1, 'random_state': 13}
07/08 19:28:04 - INFO - 0.965 (+/-0.043) for {'C': 10, 'random_state': 13}
07/08 19:28:04 - INFO - 0.965 (+/-0.044) for {'C': 100, 'random_state': 13}
07/08 19:28:04 - INFO - 0.959 (+/-0.047) for {'C': 1000, 'random_state': 13}
07/08 19:28:04 - INFO - This estimator executed 0.0062 minutes
07/08 19:28:04 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:04 - INFO - Current Running:svm estimator
07/08 19:28:04 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:28:04 - INFO - Best CV Score: 0.9591596638655462

07/08 19:28:04 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:28:04 - INFO - This estimator executed 0.0004 minutes
07/08 19:28:04 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:04 - INFO - Current Running:mlp estimator
07/08 19:28:05 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:28:05 - INFO - Best CV Score: 0.9010084033613446

07/08 19:28:05 - INFO - 0.901 (+/-0.106) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:28:05 - INFO - This estimator executed 0.0087 minutes
07/08 19:28:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:05 - INFO - Current Running:rf estimator
07/08 19:28:05 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:28:05 - INFO - Best CV Score: 0.9065546218487395

07/08 19:28:05 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:28:05 - INFO - This estimator executed 0.0069 minutes
07/08 19:28:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:05 - INFO - Current Running:ada estimator
07/08 19:28:05 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:28:05 - INFO - Best CV Score: 0.9008403361344538

07/08 19:28:05 - INFO - 0.901 (+/-0.078) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:28:05 - INFO - This estimator executed 0.0077 minutes
07/08 19:28:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:05 - INFO - Current Running:gb estimator
07/08 19:28:06 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:28:06 - INFO - Best CV Score: 0.9356302521008404

07/08 19:28:06 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:28:06 - INFO - This estimator executed 0.0032 minutes
07/08 19:28:06 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:06 - INFO - Current Running:xgb estimator
07/08 19:28:06 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:28:06 - INFO - Best CV Score: 0.9354621848739496

07/08 19:28:06 - INFO - 0.935 (+/-0.087) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:28:06 - INFO - This estimator executed 0.0019 minutes
07/08 19:28:06 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:28:06 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:28:06 - INFO - mlp -- Accuracy: 0.93 / Precision: 1.0 / Recall: 0.84 / Latency: 3.0s
07/08 19:28:06 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:28:06 - INFO - ada -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 16.0s
07/08 19:28:06 - INFO - gb -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 4.0s
07/08 19:28:06 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:28:18 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:18 - INFO - Current Running:lgr estimator
07/08 19:28:19 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:28:19 - INFO - Best CV Score: 0.9357983193277309

07/08 19:28:19 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:28:19 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:28:19 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:28:19 - INFO - 0.871 (+/-0.127) for {'C': 1, 'random_state': 13}
07/08 19:28:19 - INFO - 0.93 (+/-0.121) for {'C': 10, 'random_state': 13}
07/08 19:28:19 - INFO - 0.936 (+/-0.131) for {'C': 100, 'random_state': 13}
07/08 19:28:19 - INFO - 0.93 (+/-0.121) for {'C': 1000, 'random_state': 13}
07/08 19:28:19 - INFO - This estimator executed 0.0138 minutes
07/08 19:28:19 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:19 - INFO - Current Running:svm estimator
07/08 19:28:19 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:28:19 - INFO - Best CV Score: 0.9005042016806722

07/08 19:28:19 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:28:19 - INFO - This estimator executed 0.0019 minutes
07/08 19:28:19 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:19 - INFO - Current Running:mlp estimator
07/08 19:28:19 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:28:19 - INFO - Best CV Score: 0.5205042016806722

07/08 19:28:19 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:28:19 - INFO - This estimator executed 0.0013 minutes
07/08 19:28:19 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:19 - INFO - Current Running:rf estimator
07/08 19:28:20 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:28:20 - INFO - Best CV Score: 0.9065546218487395

07/08 19:28:20 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:28:20 - INFO - This estimator executed 0.007 minutes
07/08 19:28:20 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:20 - INFO - Current Running:ada estimator
07/08 19:28:20 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:28:20 - INFO - Best CV Score: 0.9415126050420166

07/08 19:28:20 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:28:20 - INFO - This estimator executed 0.0076 minutes
07/08 19:28:20 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:20 - INFO - Current Running:gb estimator
07/08 19:28:20 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:28:20 - INFO - Best CV Score: 0.9240336134453783

07/08 19:28:20 - INFO - 0.924 (+/-0.06) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:28:20 - INFO - This estimator executed 0.0031 minutes
07/08 19:28:20 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:20 - INFO - Current Running:xgb estimator
07/08 19:28:21 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:28:21 - INFO - Best CV Score: 0.9472268907563025

07/08 19:28:21 - INFO - 0.947 (+/-0.069) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:28:21 - INFO - This estimator executed 0.002 minutes
07/08 19:28:21 - INFO - lgr -- Accuracy: 0.93 / Precision: 0.92 / Recall: 0.92 / Latency: 3.0s
07/08 19:28:21 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:28:21 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:28:21 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:28:21 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:28:21 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:28:21 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:28:23 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:23 - INFO - Current Running:lgr estimator
07/08 19:28:23 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:28:23 - INFO - Best CV Score: 0.9707563025210083

07/08 19:28:23 - INFO - 0.924 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:28:23 - INFO - 0.93 (+/-0.058) for {'C': 0.01, 'random_state': 13}
07/08 19:28:23 - INFO - 0.959 (+/-0.047) for {'C': 0.1, 'random_state': 13}
07/08 19:28:23 - INFO - 0.953 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:28:23 - INFO - 0.947 (+/-0.044) for {'C': 10, 'random_state': 13}
07/08 19:28:23 - INFO - 0.947 (+/-0.044) for {'C': 100, 'random_state': 13}
07/08 19:28:23 - INFO - 0.971 (+/-0.037) for {'C': 1000, 'random_state': 13}
07/08 19:28:23 - INFO - This estimator executed 0.0066 minutes
07/08 19:28:23 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:23 - INFO - Current Running:svm estimator
07/08 19:28:23 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:28:23 - INFO - Best CV Score: 0.9648739495798319

07/08 19:28:23 - INFO - 0.965 (+/-0.024) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:28:23 - INFO - This estimator executed 0.0005 minutes
07/08 19:28:23 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:23 - INFO - Current Running:mlp estimator
07/08 19:28:24 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:28:24 - INFO - Best CV Score: 0.8598319327731092

07/08 19:28:24 - INFO - 0.86 (+/-0.113) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:28:24 - INFO - This estimator executed 0.0086 minutes
07/08 19:28:24 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:24 - INFO - Current Running:rf estimator
07/08 19:28:24 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:28:24 - INFO - Best CV Score: 0.9181512605042018

07/08 19:28:24 - INFO - 0.918 (+/-0.078) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:28:24 - INFO - This estimator executed 0.007 minutes
07/08 19:28:24 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:24 - INFO - Current Running:ada estimator
07/08 19:28:25 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:28:25 - INFO - Best CV Score: 0.9008403361344538

07/08 19:28:25 - INFO - 0.901 (+/-0.078) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:28:25 - INFO - This estimator executed 0.0076 minutes
07/08 19:28:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:25 - INFO - Current Running:gb estimator
07/08 19:28:25 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:28:25 - INFO - Best CV Score: 0.9356302521008404

07/08 19:28:25 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:28:25 - INFO - This estimator executed 0.0032 minutes
07/08 19:28:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:25 - INFO - Current Running:xgb estimator
07/08 19:28:25 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:28:25 - INFO - Best CV Score: 0.9295798319327732

07/08 19:28:25 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:28:25 - INFO - This estimator executed 0.0019 minutes
07/08 19:28:25 - INFO - lgr -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:28:25 - INFO - svm -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:28:25 - INFO - mlp -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:28:25 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:28:25 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 16.0s
07/08 19:28:25 - INFO - gb -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 4.0s
07/08 19:28:25 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:28:41 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:41 - INFO - Current Running:lgr estimator
07/08 19:28:42 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:28:42 - INFO - Best CV Score: 0.9356302521008404

07/08 19:28:42 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:28:42 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:28:42 - INFO - 0.883 (+/-0.082) for {'C': 0.1, 'random_state': 13}
07/08 19:28:42 - INFO - 0.889 (+/-0.079) for {'C': 1, 'random_state': 13}
07/08 19:28:42 - INFO - 0.912 (+/-0.099) for {'C': 10, 'random_state': 13}
07/08 19:28:42 - INFO - 0.924 (+/-0.06) for {'C': 100, 'random_state': 13}
07/08 19:28:42 - INFO - 0.936 (+/-0.044) for {'C': 1000, 'random_state': 13}
07/08 19:28:42 - INFO - This estimator executed 0.0139 minutes
07/08 19:28:42 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:42 - INFO - Current Running:svm estimator
07/08 19:28:42 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:28:42 - INFO - Best CV Score: 0.9005042016806722

07/08 19:28:42 - INFO - 0.901 (+/-0.096) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:28:42 - INFO - This estimator executed 0.0033 minutes
07/08 19:28:42 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:42 - INFO - Current Running:mlp estimator
07/08 19:28:42 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:28:42 - INFO - Best CV Score: 0.5205042016806722

07/08 19:28:42 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:28:42 - INFO - This estimator executed 0.0014 minutes
07/08 19:28:42 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:42 - INFO - Current Running:rf estimator
07/08 19:28:42 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:28:42 - INFO - Best CV Score: 0.9122689075630254

07/08 19:28:42 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:28:42 - INFO - This estimator executed 0.0072 minutes
07/08 19:28:42 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:42 - INFO - Current Running:ada estimator
07/08 19:28:43 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:28:43 - INFO - Best CV Score: 0.9008403361344538

07/08 19:28:43 - INFO - 0.901 (+/-0.057) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:28:43 - INFO - This estimator executed 0.0076 minutes
07/08 19:28:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:43 - INFO - Current Running:gb estimator
07/08 19:28:43 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:28:43 - INFO - Best CV Score: 0.9297478991596637

07/08 19:28:43 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:28:43 - INFO - This estimator executed 0.0031 minutes
07/08 19:28:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:43 - INFO - Current Running:xgb estimator
07/08 19:28:43 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:28:43 - INFO - Best CV Score: 0.9295798319327732

07/08 19:28:43 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:28:43 - INFO - This estimator executed 0.0019 minutes
07/08 19:28:43 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 2.0s
07/08 19:28:43 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:28:43 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:28:43 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:28:43 - INFO - ada -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 16.0s
07/08 19:28:43 - INFO - gb -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 4.0s
07/08 19:28:43 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:28:45 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:45 - INFO - Current Running:lgr estimator
07/08 19:28:46 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:28:46 - INFO - Best CV Score: 0.9532773109243697

07/08 19:28:46 - INFO - 0.93 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:28:46 - INFO - 0.93 (+/-0.058) for {'C': 0.01, 'random_state': 13}
07/08 19:28:46 - INFO - 0.953 (+/-0.047) for {'C': 0.1, 'random_state': 13}
07/08 19:28:46 - INFO - 0.953 (+/-0.028) for {'C': 1, 'random_state': 13}
07/08 19:28:46 - INFO - 0.953 (+/-0.028) for {'C': 10, 'random_state': 13}
07/08 19:28:46 - INFO - 0.947 (+/-0.044) for {'C': 100, 'random_state': 13}
07/08 19:28:46 - INFO - 0.953 (+/-0.047) for {'C': 1000, 'random_state': 13}
07/08 19:28:46 - INFO - This estimator executed 0.0065 minutes
07/08 19:28:46 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:46 - INFO - Current Running:svm estimator
07/08 19:28:46 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:28:46 - INFO - Best CV Score: 0.9532773109243697

07/08 19:28:46 - INFO - 0.953 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:28:46 - INFO - This estimator executed 0.0005 minutes
07/08 19:28:46 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:46 - INFO - Current Running:mlp estimator
07/08 19:28:46 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:28:46 - INFO - Best CV Score: 0.8423529411764704

07/08 19:28:46 - INFO - 0.842 (+/-0.107) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:28:46 - INFO - This estimator executed 0.0107 minutes
07/08 19:28:46 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:46 - INFO - Current Running:rf estimator
07/08 19:28:47 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:28:47 - INFO - Best CV Score: 0.917983193277311

07/08 19:28:47 - INFO - 0.918 (+/-0.102) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:28:47 - INFO - This estimator executed 0.0071 minutes
07/08 19:28:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:47 - INFO - Current Running:ada estimator
07/08 19:28:47 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:28:47 - INFO - Best CV Score: 0.9122689075630251

07/08 19:28:47 - INFO - 0.912 (+/-0.064) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:28:47 - INFO - This estimator executed 0.0075 minutes
07/08 19:28:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:47 - INFO - Current Running:gb estimator
07/08 19:28:48 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:28:48 - INFO - Best CV Score: 0.9356302521008404

07/08 19:28:48 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:28:48 - INFO - This estimator executed 0.0031 minutes
07/08 19:28:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:28:48 - INFO - Current Running:xgb estimator
07/08 19:28:48 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:28:48 - INFO - Best CV Score: 0.9295798319327732

07/08 19:28:48 - INFO - 0.93 (+/-0.109) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:28:48 - INFO - This estimator executed 0.0019 minutes
07/08 19:28:48 - INFO - lgr -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 3.0s
07/08 19:28:48 - INFO - svm -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 2.0s
07/08 19:28:48 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.905 / Recall: 0.76 / Latency: 3.0s
07/08 19:28:48 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 19:28:48 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 16.0s
07/08 19:28:48 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:28:48 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:29:04 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:04 - INFO - Current Running:lgr estimator
07/08 19:29:05 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:29:05 - INFO - Best CV Score: 0.9297478991596639

07/08 19:29:05 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:29:05 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:29:05 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:29:05 - INFO - 0.877 (+/-0.094) for {'C': 1, 'random_state': 13}
07/08 19:29:05 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:29:05 - INFO - 0.93 (+/-0.109) for {'C': 100, 'random_state': 13}
07/08 19:29:05 - INFO - 0.93 (+/-0.08) for {'C': 1000, 'random_state': 13}
07/08 19:29:05 - INFO - This estimator executed 0.0137 minutes
07/08 19:29:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:05 - INFO - Current Running:svm estimator
07/08 19:29:05 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:29:05 - INFO - Best CV Score: 0.9005042016806722

07/08 19:29:05 - INFO - 0.901 (+/-0.096) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:29:05 - INFO - This estimator executed 0.0031 minutes
07/08 19:29:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:05 - INFO - Current Running:mlp estimator
07/08 19:29:05 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:29:05 - INFO - Best CV Score: 0.5205042016806722

07/08 19:29:05 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:29:05 - INFO - This estimator executed 0.0014 minutes
07/08 19:29:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:05 - INFO - Current Running:rf estimator
07/08 19:29:05 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:29:05 - INFO - Best CV Score: 0.917983193277311

07/08 19:29:05 - INFO - 0.918 (+/-0.102) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:29:05 - INFO - This estimator executed 0.0069 minutes
07/08 19:29:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:05 - INFO - Current Running:ada estimator
07/08 19:29:06 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:29:06 - INFO - Best CV Score: 0.8949579831932774

07/08 19:29:06 - INFO - 0.895 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:29:06 - INFO - This estimator executed 0.0081 minutes
07/08 19:29:06 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:06 - INFO - Current Running:gb estimator
07/08 19:29:06 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:29:06 - INFO - Best CV Score: 0.9357983193277312

07/08 19:29:06 - INFO - 0.936 (+/-0.068) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:29:06 - INFO - This estimator executed 0.0031 minutes
07/08 19:29:06 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:06 - INFO - Current Running:xgb estimator
07/08 19:29:06 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:29:06 - INFO - Best CV Score: 0.9295798319327732

07/08 19:29:06 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:29:06 - INFO - This estimator executed 0.0019 minutes
07/08 19:29:06 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:29:06 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:29:06 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 2.5s
07/08 19:29:06 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:29:06 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 17.0s
07/08 19:29:06 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:29:06 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:29:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:08 - INFO - Current Running:lgr estimator
07/08 19:29:09 - INFO - Best Paramaters: {'C': 0.1, 'random_state': 13}

07/08 19:29:09 - INFO - Best CV Score: 0.9534453781512605

07/08 19:29:09 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:29:09 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 19:29:09 - INFO - 0.953 (+/-0.045) for {'C': 0.1, 'random_state': 13}
07/08 19:29:09 - INFO - 0.942 (+/-0.036) for {'C': 1, 'random_state': 13}
07/08 19:29:09 - INFO - 0.947 (+/-0.044) for {'C': 10, 'random_state': 13}
07/08 19:29:09 - INFO - 0.953 (+/-0.047) for {'C': 100, 'random_state': 13}
07/08 19:29:09 - INFO - 0.947 (+/-0.044) for {'C': 1000, 'random_state': 13}
07/08 19:29:09 - INFO - This estimator executed 0.0064 minutes
07/08 19:29:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:09 - INFO - Current Running:svm estimator
07/08 19:29:09 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:29:09 - INFO - Best CV Score: 0.9591596638655462

07/08 19:29:09 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:29:09 - INFO - This estimator executed 0.0005 minutes
07/08 19:29:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:09 - INFO - Current Running:mlp estimator
07/08 19:29:09 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:29:09 - INFO - Best CV Score: 0.9183193277310924

07/08 19:29:09 - INFO - 0.918 (+/-0.067) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:29:09 - INFO - This estimator executed 0.0088 minutes
07/08 19:29:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:09 - INFO - Current Running:rf estimator
07/08 19:29:10 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:29:10 - INFO - Best CV Score: 0.9065546218487395

07/08 19:29:10 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:29:10 - INFO - This estimator executed 0.007 minutes
07/08 19:29:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:10 - INFO - Current Running:ada estimator
07/08 19:29:10 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:29:10 - INFO - Best CV Score: 0.9122689075630251

07/08 19:29:10 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:29:10 - INFO - This estimator executed 0.0076 minutes
07/08 19:29:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:10 - INFO - Current Running:gb estimator
07/08 19:29:10 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:29:10 - INFO - Best CV Score: 0.924033613445378

07/08 19:29:10 - INFO - 0.924 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:29:10 - INFO - This estimator executed 0.0032 minutes
07/08 19:29:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:10 - INFO - Current Running:xgb estimator
07/08 19:29:11 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:29:11 - INFO - Best CV Score: 0.9415126050420168

07/08 19:29:11 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:29:11 - INFO - This estimator executed 0.002 minutes
07/08 19:29:11 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:29:11 - INFO - svm -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 3.0s
07/08 19:29:11 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 2.0s
07/08 19:29:11 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:29:11 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:29:11 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:29:11 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:29:24 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:24 - INFO - Current Running:lgr estimator
07/08 19:29:24 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:29:24 - INFO - Best CV Score: 0.9238655462184875

07/08 19:29:24 - INFO - 0.865 (+/-0.103) for {'C': 0.001, 'random_state': 13}
07/08 19:29:24 - INFO - 0.866 (+/-0.095) for {'C': 0.01, 'random_state': 13}
07/08 19:29:24 - INFO - 0.889 (+/-0.078) for {'C': 0.1, 'random_state': 13}
07/08 19:29:24 - INFO - 0.889 (+/-0.078) for {'C': 1, 'random_state': 13}
07/08 19:29:24 - INFO - 0.918 (+/-0.094) for {'C': 10, 'random_state': 13}
07/08 19:29:24 - INFO - 0.918 (+/-0.087) for {'C': 100, 'random_state': 13}
07/08 19:29:24 - INFO - 0.924 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:29:24 - INFO - This estimator executed 0.012 minutes
07/08 19:29:24 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:24 - INFO - Current Running:svm estimator
07/08 19:29:24 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:29:24 - INFO - Best CV Score: 0.8889075630252101

07/08 19:29:24 - INFO - 0.889 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:29:24 - INFO - This estimator executed 0.0005 minutes
07/08 19:29:24 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:24 - INFO - Current Running:mlp estimator
07/08 19:29:24 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:29:24 - INFO - Best CV Score: 0.5205042016806722

07/08 19:29:24 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:29:24 - INFO - This estimator executed 0.0015 minutes
07/08 19:29:24 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:24 - INFO - Current Running:rf estimator
07/08 19:29:25 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:29:25 - INFO - Best CV Score: 0.9122689075630251

07/08 19:29:25 - INFO - 0.912 (+/-0.074) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:29:25 - INFO - This estimator executed 0.0071 minutes
07/08 19:29:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:25 - INFO - Current Running:ada estimator
07/08 19:29:25 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:29:25 - INFO - Best CV Score: 0.929579831932773

07/08 19:29:25 - INFO - 0.93 (+/-0.071) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:29:25 - INFO - This estimator executed 0.0077 minutes
07/08 19:29:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:25 - INFO - Current Running:gb estimator
07/08 19:29:25 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:29:25 - INFO - Best CV Score: 0.9238655462184873

07/08 19:29:25 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:29:25 - INFO - This estimator executed 0.0032 minutes
07/08 19:29:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:25 - INFO - Current Running:xgb estimator
07/08 19:29:26 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:29:26 - INFO - Best CV Score: 0.9295798319327732

07/08 19:29:26 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:29:26 - INFO - This estimator executed 0.0019 minutes
07/08 19:29:26 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 2.0s
07/08 19:29:26 - INFO - svm -- Accuracy: 0.93 / Precision: 0.889 / Recall: 0.96 / Latency: 3.0s
07/08 19:29:26 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:29:26 - INFO - rf -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 11.0s
07/08 19:29:26 - INFO - ada -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 16.0s
07/08 19:29:26 - INFO - gb -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:29:26 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:29:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:28 - INFO - Current Running:lgr estimator
07/08 19:29:28 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:29:28 - INFO - Best CV Score: 0.9532773109243697

07/08 19:29:28 - INFO - 0.924 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:29:28 - INFO - 0.93 (+/-0.058) for {'C': 0.01, 'random_state': 13}
07/08 19:29:28 - INFO - 0.941 (+/-0.075) for {'C': 0.1, 'random_state': 13}
07/08 19:29:28 - INFO - 0.953 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:29:28 - INFO - 0.942 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:29:28 - INFO - 0.953 (+/-0.08) for {'C': 100, 'random_state': 13}
07/08 19:29:28 - INFO - 0.953 (+/-0.08) for {'C': 1000, 'random_state': 13}
07/08 19:29:28 - INFO - This estimator executed 0.0065 minutes
07/08 19:29:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:28 - INFO - Current Running:svm estimator
07/08 19:29:28 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:29:28 - INFO - Best CV Score: 0.9589915966386554

07/08 19:29:28 - INFO - 0.959 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:29:28 - INFO - This estimator executed 0.0004 minutes
07/08 19:29:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:28 - INFO - Current Running:mlp estimator
07/08 19:29:29 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:29:29 - INFO - Best CV Score: 0.8774789915966388

07/08 19:29:29 - INFO - 0.877 (+/-0.118) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:29:29 - INFO - This estimator executed 0.0089 minutes
07/08 19:29:29 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:29 - INFO - Current Running:rf estimator
07/08 19:29:29 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:29:29 - INFO - Best CV Score: 0.9122689075630254

07/08 19:29:29 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:29:29 - INFO - This estimator executed 0.007 minutes
07/08 19:29:29 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:29 - INFO - Current Running:ada estimator
07/08 19:29:30 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:29:30 - INFO - Best CV Score: 0.9415126050420166

07/08 19:29:30 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:29:30 - INFO - This estimator executed 0.0075 minutes
07/08 19:29:30 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:30 - INFO - Current Running:gb estimator
07/08 19:29:30 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:29:30 - INFO - Best CV Score: 0.9413445378151261

07/08 19:29:30 - INFO - 0.941 (+/-0.065) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:29:30 - INFO - This estimator executed 0.0031 minutes
07/08 19:29:30 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:30 - INFO - Current Running:xgb estimator
07/08 19:29:30 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:29:30 - INFO - Best CV Score: 0.9472268907563025

07/08 19:29:30 - INFO - 0.947 (+/-0.069) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:29:30 - INFO - This estimator executed 0.0019 minutes
07/08 19:29:30 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:29:30 - INFO - svm -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:29:30 - INFO - mlp -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:29:30 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:29:30 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:29:30 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:29:30 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:29:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:43 - INFO - Current Running:lgr estimator
07/08 19:29:44 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:29:44 - INFO - Best CV Score: 0.9473949579831933

07/08 19:29:44 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:29:44 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:29:44 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:29:44 - INFO - 0.889 (+/-0.079) for {'C': 1, 'random_state': 13}
07/08 19:29:44 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:29:44 - INFO - 0.942 (+/-0.098) for {'C': 100, 'random_state': 13}
07/08 19:29:44 - INFO - 0.947 (+/-0.078) for {'C': 1000, 'random_state': 13}
07/08 19:29:44 - INFO - This estimator executed 0.0138 minutes
07/08 19:29:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:44 - INFO - Current Running:svm estimator
07/08 19:29:44 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:29:44 - INFO - Best CV Score: 0.9063865546218487

07/08 19:29:44 - INFO - 0.906 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:29:44 - INFO - This estimator executed 0.0039 minutes
07/08 19:29:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:44 - INFO - Current Running:mlp estimator
07/08 19:29:44 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:29:44 - INFO - Best CV Score: 0.5205042016806722

07/08 19:29:44 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:29:44 - INFO - This estimator executed 0.0013 minutes
07/08 19:29:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:44 - INFO - Current Running:rf estimator
07/08 19:29:45 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:29:45 - INFO - Best CV Score: 0.9063865546218487

07/08 19:29:45 - INFO - 0.906 (+/-0.12) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:29:45 - INFO - This estimator executed 0.0071 minutes
07/08 19:29:45 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:45 - INFO - Current Running:ada estimator
07/08 19:29:45 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:29:45 - INFO - Best CV Score: 0.9122689075630251

07/08 19:29:45 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:29:45 - INFO - This estimator executed 0.0077 minutes
07/08 19:29:45 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:45 - INFO - Current Running:gb estimator
07/08 19:29:45 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:29:45 - INFO - Best CV Score: 0.924033613445378

07/08 19:29:45 - INFO - 0.924 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:29:45 - INFO - This estimator executed 0.0032 minutes
07/08 19:29:45 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:45 - INFO - Current Running:xgb estimator
07/08 19:29:45 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:29:45 - INFO - Best CV Score: 0.9415126050420168

07/08 19:29:45 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:29:45 - INFO - This estimator executed 0.002 minutes
07/08 19:29:45 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:29:45 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:29:45 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:29:45 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:29:46 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:29:46 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:29:46 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:29:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:48 - INFO - Current Running:lgr estimator
07/08 19:29:49 - INFO - Best Paramaters: {'C': 0.1, 'random_state': 13}

07/08 19:29:49 - INFO - Best CV Score: 0.9473949579831933

07/08 19:29:49 - INFO - 0.93 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:29:49 - INFO - 0.93 (+/-0.077) for {'C': 0.01, 'random_state': 13}
07/08 19:29:49 - INFO - 0.947 (+/-0.044) for {'C': 0.1, 'random_state': 13}
07/08 19:29:49 - INFO - 0.942 (+/-0.037) for {'C': 1, 'random_state': 13}
07/08 19:29:49 - INFO - 0.947 (+/-0.044) for {'C': 10, 'random_state': 13}
07/08 19:29:49 - INFO - 0.942 (+/-0.064) for {'C': 100, 'random_state': 13}
07/08 19:29:49 - INFO - 0.93 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:29:49 - INFO - This estimator executed 0.0061 minutes
07/08 19:29:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:49 - INFO - Current Running:svm estimator
07/08 19:29:49 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:29:49 - INFO - Best CV Score: 0.9475630252100841

07/08 19:29:49 - INFO - 0.948 (+/-0.042) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:29:49 - INFO - This estimator executed 0.0005 minutes
07/08 19:29:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:49 - INFO - Current Running:mlp estimator
07/08 19:29:49 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:29:49 - INFO - Best CV Score: 0.8482352941176469

07/08 19:29:49 - INFO - 0.848 (+/-0.075) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:29:49 - INFO - This estimator executed 0.0089 minutes
07/08 19:29:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:49 - INFO - Current Running:rf estimator
07/08 19:29:50 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:29:50 - INFO - Best CV Score: 0.9122689075630254

07/08 19:29:50 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:29:50 - INFO - This estimator executed 0.0073 minutes
07/08 19:29:50 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:50 - INFO - Current Running:ada estimator
07/08 19:29:50 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:29:50 - INFO - Best CV Score: 0.941344537815126

07/08 19:29:50 - INFO - 0.941 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:29:50 - INFO - This estimator executed 0.0076 minutes
07/08 19:29:50 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:50 - INFO - Current Running:gb estimator
07/08 19:29:50 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:29:50 - INFO - Best CV Score: 0.9238655462184873

07/08 19:29:50 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:29:50 - INFO - This estimator executed 0.0032 minutes
07/08 19:29:50 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:29:50 - INFO - Current Running:xgb estimator
07/08 19:29:51 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:29:51 - INFO - Best CV Score: 0.9238655462184873

07/08 19:29:51 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:29:51 - INFO - This estimator executed 0.0019 minutes
07/08 19:29:51 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:29:51 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 19:29:51 - INFO - mlp -- Accuracy: 0.842 / Precision: 0.9 / Recall: 0.72 / Latency: 3.0s
07/08 19:29:51 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 19:29:51 - INFO - ada -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 16.0s
07/08 19:29:51 - INFO - gb -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:29:51 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:30:04 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:04 - INFO - Current Running:lgr estimator
07/08 19:30:05 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:30:05 - INFO - Best CV Score: 0.9416806722689076

07/08 19:30:05 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:30:05 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:30:05 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:30:05 - INFO - 0.883 (+/-0.074) for {'C': 1, 'random_state': 13}
07/08 19:30:05 - INFO - 0.924 (+/-0.08) for {'C': 10, 'random_state': 13}
07/08 19:30:05 - INFO - 0.942 (+/-0.098) for {'C': 100, 'random_state': 13}
07/08 19:30:05 - INFO - 0.942 (+/-0.082) for {'C': 1000, 'random_state': 13}
07/08 19:30:05 - INFO - This estimator executed 0.0138 minutes
07/08 19:30:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:05 - INFO - Current Running:svm estimator
07/08 19:30:05 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:30:05 - INFO - Best CV Score: 0.9063865546218487

07/08 19:30:05 - INFO - 0.906 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:30:05 - INFO - This estimator executed 0.0038 minutes
07/08 19:30:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:05 - INFO - Current Running:mlp estimator
07/08 19:30:05 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:30:05 - INFO - Best CV Score: 0.5205042016806722

07/08 19:30:05 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:30:05 - INFO - This estimator executed 0.0015 minutes
07/08 19:30:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:05 - INFO - Current Running:rf estimator
07/08 19:30:05 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:30:05 - INFO - Best CV Score: 0.9065546218487395

07/08 19:30:05 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:30:05 - INFO - This estimator executed 0.0069 minutes
07/08 19:30:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:05 - INFO - Current Running:ada estimator
07/08 19:30:06 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:30:06 - INFO - Best CV Score: 0.9122689075630251

07/08 19:30:06 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:30:06 - INFO - This estimator executed 0.0077 minutes
07/08 19:30:06 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:06 - INFO - Current Running:gb estimator
07/08 19:30:06 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:30:06 - INFO - Best CV Score: 0.924033613445378

07/08 19:30:06 - INFO - 0.924 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:30:06 - INFO - This estimator executed 0.0032 minutes
07/08 19:30:06 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:06 - INFO - Current Running:xgb estimator
07/08 19:30:06 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:30:06 - INFO - Best CV Score: 0.9415126050420168

07/08 19:30:06 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:30:06 - INFO - This estimator executed 0.0019 minutes
07/08 19:30:06 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:30:06 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:30:06 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:30:06 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:30:06 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.9s
07/08 19:30:06 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:30:06 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:30:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:09 - INFO - Current Running:lgr estimator
07/08 19:30:09 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:30:09 - INFO - Best CV Score: 0.9532773109243697

07/08 19:30:09 - INFO - 0.924 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:30:09 - INFO - 0.918 (+/-0.084) for {'C': 0.01, 'random_state': 13}
07/08 19:30:09 - INFO - 0.942 (+/-0.074) for {'C': 0.1, 'random_state': 13}
07/08 19:30:09 - INFO - 0.953 (+/-0.08) for {'C': 1, 'random_state': 13}
07/08 19:30:09 - INFO - 0.953 (+/-0.08) for {'C': 10, 'random_state': 13}
07/08 19:30:09 - INFO - 0.947 (+/-0.101) for {'C': 100, 'random_state': 13}
07/08 19:30:09 - INFO - 0.942 (+/-0.098) for {'C': 1000, 'random_state': 13}
07/08 19:30:09 - INFO - This estimator executed 0.0065 minutes
07/08 19:30:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:09 - INFO - Current Running:svm estimator
07/08 19:30:09 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:30:09 - INFO - Best CV Score: 0.9589915966386554

07/08 19:30:09 - INFO - 0.959 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:30:09 - INFO - This estimator executed 0.0005 minutes
07/08 19:30:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:09 - INFO - Current Running:mlp estimator
07/08 19:30:10 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:30:10 - INFO - Best CV Score: 0.8657142857142857

07/08 19:30:10 - INFO - 0.866 (+/-0.12) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:30:10 - INFO - This estimator executed 0.0087 minutes
07/08 19:30:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:10 - INFO - Current Running:rf estimator
07/08 19:30:10 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:30:10 - INFO - Best CV Score: 0.9065546218487395

07/08 19:30:10 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:30:10 - INFO - This estimator executed 0.007 minutes
07/08 19:30:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:10 - INFO - Current Running:ada estimator
07/08 19:30:11 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:30:11 - INFO - Best CV Score: 0.9181512605042016

07/08 19:30:11 - INFO - 0.918 (+/-0.068) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:30:11 - INFO - This estimator executed 0.0081 minutes
07/08 19:30:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:11 - INFO - Current Running:gb estimator
07/08 19:30:11 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:30:11 - INFO - Best CV Score: 0.9356302521008404

07/08 19:30:11 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:30:11 - INFO - This estimator executed 0.0032 minutes
07/08 19:30:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:11 - INFO - Current Running:xgb estimator
07/08 19:30:11 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:30:11 - INFO - Best CV Score: 0.9297478991596639

07/08 19:30:11 - INFO - 0.93 (+/-0.06) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:30:11 - INFO - This estimator executed 0.0019 minutes
07/08 19:30:11 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:30:11 - INFO - svm -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:30:11 - INFO - mlp -- Accuracy: 0.842 / Precision: 0.9 / Recall: 0.72 / Latency: 3.0s
07/08 19:30:11 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:30:11 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:30:11 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 4.0s
07/08 19:30:11 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:30:27 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:27 - INFO - Current Running:lgr estimator
07/08 19:30:27 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:30:27 - INFO - Best CV Score: 0.9415126050420168

07/08 19:30:27 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:30:27 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:30:27 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:30:27 - INFO - 0.889 (+/-0.079) for {'C': 1, 'random_state': 13}
07/08 19:30:27 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:30:27 - INFO - 0.936 (+/-0.087) for {'C': 100, 'random_state': 13}
07/08 19:30:27 - INFO - 0.942 (+/-0.064) for {'C': 1000, 'random_state': 13}
07/08 19:30:27 - INFO - This estimator executed 0.0136 minutes
07/08 19:30:27 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:27 - INFO - Current Running:svm estimator
07/08 19:30:28 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:30:28 - INFO - Best CV Score: 0.9063865546218487

07/08 19:30:28 - INFO - 0.906 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:30:28 - INFO - This estimator executed 0.0035 minutes
07/08 19:30:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:28 - INFO - Current Running:mlp estimator
07/08 19:30:28 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:30:28 - INFO - Best CV Score: 0.5205042016806722

07/08 19:30:28 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:30:28 - INFO - This estimator executed 0.0014 minutes
07/08 19:30:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:28 - INFO - Current Running:rf estimator
07/08 19:30:28 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:30:28 - INFO - Best CV Score: 0.9008403361344538

07/08 19:30:28 - INFO - 0.901 (+/-0.108) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:30:28 - INFO - This estimator executed 0.007 minutes
07/08 19:30:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:28 - INFO - Current Running:ada estimator
07/08 19:30:29 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:30:29 - INFO - Best CV Score: 0.8949579831932774

07/08 19:30:29 - INFO - 0.895 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:30:29 - INFO - This estimator executed 0.0076 minutes
07/08 19:30:29 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:29 - INFO - Current Running:gb estimator
07/08 19:30:29 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:30:29 - INFO - Best CV Score: 0.9356302521008404

07/08 19:30:29 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:30:29 - INFO - This estimator executed 0.0031 minutes
07/08 19:30:29 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:29 - INFO - Current Running:xgb estimator
07/08 19:30:29 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:30:29 - INFO - Best CV Score: 0.9295798319327732

07/08 19:30:29 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:30:29 - INFO - This estimator executed 0.0019 minutes
07/08 19:30:29 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:30:29 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:30:29 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:30:29 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:30:29 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 17.0s
07/08 19:30:29 - INFO - gb -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:30:29 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:30:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:32 - INFO - Current Running:lgr estimator
07/08 19:30:32 - INFO - Best Paramaters: {'C': 0.1, 'random_state': 13}

07/08 19:30:32 - INFO - Best CV Score: 0.9536134453781513

07/08 19:30:32 - INFO - 0.913 (+/-0.081) for {'C': 0.001, 'random_state': 13}
07/08 19:30:32 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 19:30:32 - INFO - 0.954 (+/-0.068) for {'C': 0.1, 'random_state': 13}
07/08 19:30:32 - INFO - 0.942 (+/-0.037) for {'C': 1, 'random_state': 13}
07/08 19:30:32 - INFO - 0.953 (+/-0.028) for {'C': 10, 'random_state': 13}
07/08 19:30:32 - INFO - 0.953 (+/-0.028) for {'C': 100, 'random_state': 13}
07/08 19:30:32 - INFO - 0.936 (+/-0.043) for {'C': 1000, 'random_state': 13}
07/08 19:30:32 - INFO - This estimator executed 0.0065 minutes
07/08 19:30:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:32 - INFO - Current Running:svm estimator
07/08 19:30:32 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:30:32 - INFO - Best CV Score: 0.9591596638655462

07/08 19:30:32 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:30:32 - INFO - This estimator executed 0.0004 minutes
07/08 19:30:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:32 - INFO - Current Running:mlp estimator
07/08 19:30:33 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:30:33 - INFO - Best CV Score: 0.8478991596638655

07/08 19:30:33 - INFO - 0.848 (+/-0.078) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:30:33 - INFO - This estimator executed 0.0089 minutes
07/08 19:30:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:33 - INFO - Current Running:rf estimator
07/08 19:30:33 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:30:33 - INFO - Best CV Score: 0.9065546218487395

07/08 19:30:33 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:30:33 - INFO - This estimator executed 0.007 minutes
07/08 19:30:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:33 - INFO - Current Running:ada estimator
07/08 19:30:33 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:30:33 - INFO - Best CV Score: 0.9121008403361344

07/08 19:30:33 - INFO - 0.912 (+/-0.075) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:30:33 - INFO - This estimator executed 0.0078 minutes
07/08 19:30:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:33 - INFO - Current Running:gb estimator
07/08 19:30:34 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:30:34 - INFO - Best CV Score: 0.9354621848739495

07/08 19:30:34 - INFO - 0.935 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:30:34 - INFO - This estimator executed 0.0031 minutes
07/08 19:30:34 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:34 - INFO - Current Running:xgb estimator
07/08 19:30:34 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:30:34 - INFO - Best CV Score: 0.9238655462184875

07/08 19:30:34 - INFO - 0.924 (+/-0.08) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:30:34 - INFO - This estimator executed 0.0019 minutes
07/08 19:30:34 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:30:34 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:30:34 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.947 / Recall: 0.72 / Latency: 3.0s
07/08 19:30:34 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:30:34 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 17.0s
07/08 19:30:34 - INFO - gb -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 4.0s
07/08 19:30:34 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:30:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:48 - INFO - Current Running:lgr estimator
07/08 19:30:49 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:30:49 - INFO - Best CV Score: 0.9415126050420168

07/08 19:30:49 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:30:49 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:30:49 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:30:49 - INFO - 0.894 (+/-0.089) for {'C': 1, 'random_state': 13}
07/08 19:30:49 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:30:49 - INFO - 0.942 (+/-0.064) for {'C': 100, 'random_state': 13}
07/08 19:30:49 - INFO - 0.942 (+/-0.064) for {'C': 1000, 'random_state': 13}
07/08 19:30:49 - INFO - This estimator executed 0.0138 minutes
07/08 19:30:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:49 - INFO - Current Running:svm estimator
07/08 19:30:49 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:30:49 - INFO - Best CV Score: 0.9063865546218487

07/08 19:30:49 - INFO - 0.906 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:30:49 - INFO - This estimator executed 0.0034 minutes
07/08 19:30:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:49 - INFO - Current Running:mlp estimator
07/08 19:30:49 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:30:49 - INFO - Best CV Score: 0.5205042016806722

07/08 19:30:49 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:30:49 - INFO - This estimator executed 0.0013 minutes
07/08 19:30:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:49 - INFO - Current Running:rf estimator
07/08 19:30:49 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:30:49 - INFO - Best CV Score: 0.917983193277311

07/08 19:30:49 - INFO - 0.918 (+/-0.102) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:30:49 - INFO - This estimator executed 0.0072 minutes
07/08 19:30:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:49 - INFO - Current Running:ada estimator
07/08 19:30:50 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:30:50 - INFO - Best CV Score: 0.8949579831932774

07/08 19:30:50 - INFO - 0.895 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:30:50 - INFO - This estimator executed 0.0077 minutes
07/08 19:30:50 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:50 - INFO - Current Running:gb estimator
07/08 19:30:50 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:30:50 - INFO - Best CV Score: 0.9356302521008404

07/08 19:30:50 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:30:50 - INFO - This estimator executed 0.0031 minutes
07/08 19:30:50 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:50 - INFO - Current Running:xgb estimator
07/08 19:30:50 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:30:50 - INFO - Best CV Score: 0.9295798319327732

07/08 19:30:50 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:30:50 - INFO - This estimator executed 0.002 minutes
07/08 19:30:50 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:30:50 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 4.0s
07/08 19:30:50 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:30:50 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 19:30:50 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 16.0s
07/08 19:30:50 - INFO - gb -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:30:50 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:30:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:53 - INFO - Current Running:lgr estimator
07/08 19:30:53 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:30:53 - INFO - Best CV Score: 0.9591596638655462

07/08 19:30:53 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:30:53 - INFO - 0.924 (+/-0.077) for {'C': 0.01, 'random_state': 13}
07/08 19:30:53 - INFO - 0.936 (+/-0.067) for {'C': 0.1, 'random_state': 13}
07/08 19:30:53 - INFO - 0.959 (+/-0.047) for {'C': 1, 'random_state': 13}
07/08 19:30:53 - INFO - 0.948 (+/-0.068) for {'C': 10, 'random_state': 13}
07/08 19:30:53 - INFO - 0.948 (+/-0.068) for {'C': 100, 'random_state': 13}
07/08 19:30:53 - INFO - 0.942 (+/-0.081) for {'C': 1000, 'random_state': 13}
07/08 19:30:53 - INFO - This estimator executed 0.0063 minutes
07/08 19:30:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:53 - INFO - Current Running:svm estimator
07/08 19:30:53 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:30:53 - INFO - Best CV Score: 0.953109243697479

07/08 19:30:53 - INFO - 0.953 (+/-0.047) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:30:53 - INFO - This estimator executed 0.0004 minutes
07/08 19:30:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:53 - INFO - Current Running:mlp estimator
07/08 19:30:54 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:30:54 - INFO - Best CV Score: 0.8949579831932774

07/08 19:30:54 - INFO - 0.895 (+/-0.087) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:30:54 - INFO - This estimator executed 0.0088 minutes
07/08 19:30:54 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:54 - INFO - Current Running:rf estimator
07/08 19:30:54 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:30:54 - INFO - Best CV Score: 0.9065546218487395

07/08 19:30:54 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:30:54 - INFO - This estimator executed 0.0068 minutes
07/08 19:30:54 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:54 - INFO - Current Running:ada estimator
07/08 19:30:55 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:30:55 - INFO - Best CV Score: 0.9122689075630251

07/08 19:30:55 - INFO - 0.912 (+/-0.037) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:30:55 - INFO - This estimator executed 0.0077 minutes
07/08 19:30:55 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:55 - INFO - Current Running:gb estimator
07/08 19:30:55 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:30:55 - INFO - Best CV Score: 0.9354621848739495

07/08 19:30:55 - INFO - 0.935 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:30:55 - INFO - This estimator executed 0.0032 minutes
07/08 19:30:55 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:30:55 - INFO - Current Running:xgb estimator
07/08 19:30:55 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:30:55 - INFO - Best CV Score: 0.9295798319327732

07/08 19:30:55 - INFO - 0.93 (+/-0.08) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:30:55 - INFO - This estimator executed 0.0019 minutes
07/08 19:30:55 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:30:55 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:30:55 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:30:55 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:30:55 - INFO - ada -- Accuracy: 0.93 / Precision: 0.957 / Recall: 0.88 / Latency: 15.0s
07/08 19:30:55 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:30:55 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:31:07 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:07 - INFO - Current Running:lgr estimator
07/08 19:31:08 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:31:08 - INFO - Best CV Score: 0.9415126050420168

07/08 19:31:08 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:31:08 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:31:08 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:31:08 - INFO - 0.894 (+/-0.089) for {'C': 1, 'random_state': 13}
07/08 19:31:08 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:31:08 - INFO - 0.942 (+/-0.064) for {'C': 100, 'random_state': 13}
07/08 19:31:08 - INFO - 0.942 (+/-0.064) for {'C': 1000, 'random_state': 13}
07/08 19:31:08 - INFO - This estimator executed 0.0139 minutes
07/08 19:31:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:08 - INFO - Current Running:svm estimator
07/08 19:31:08 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:31:08 - INFO - Best CV Score: 0.9063865546218487

07/08 19:31:08 - INFO - 0.906 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:31:08 - INFO - This estimator executed 0.0034 minutes
07/08 19:31:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:08 - INFO - Current Running:mlp estimator
07/08 19:31:08 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:31:08 - INFO - Best CV Score: 0.5205042016806722

07/08 19:31:08 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:31:08 - INFO - This estimator executed 0.0014 minutes
07/08 19:31:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:08 - INFO - Current Running:rf estimator
07/08 19:31:08 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:31:08 - INFO - Best CV Score: 0.9122689075630254

07/08 19:31:09 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:31:09 - INFO - This estimator executed 0.007 minutes
07/08 19:31:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:09 - INFO - Current Running:ada estimator
07/08 19:31:09 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:31:09 - INFO - Best CV Score: 0.8949579831932774

07/08 19:31:09 - INFO - 0.895 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:31:09 - INFO - This estimator executed 0.0077 minutes
07/08 19:31:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:09 - INFO - Current Running:gb estimator
07/08 19:31:09 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:31:09 - INFO - Best CV Score: 0.9356302521008404

07/08 19:31:09 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:31:09 - INFO - This estimator executed 0.0031 minutes
07/08 19:31:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:09 - INFO - Current Running:xgb estimator
07/08 19:31:09 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:31:09 - INFO - Best CV Score: 0.9295798319327732

07/08 19:31:09 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:31:09 - INFO - This estimator executed 0.0019 minutes
07/08 19:31:09 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:31:09 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:31:09 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:31:09 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:31:09 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 16.0s
07/08 19:31:09 - INFO - gb -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:31:09 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:31:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:12 - INFO - Current Running:lgr estimator
07/08 19:31:12 - INFO - Best Paramaters: {'C': 0.1, 'random_state': 13}

07/08 19:31:12 - INFO - Best CV Score: 0.9475630252100841

07/08 19:31:12 - INFO - 0.913 (+/-0.081) for {'C': 0.001, 'random_state': 13}
07/08 19:31:12 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 19:31:12 - INFO - 0.948 (+/-0.042) for {'C': 0.1, 'random_state': 13}
07/08 19:31:12 - INFO - 0.947 (+/-0.023) for {'C': 1, 'random_state': 13}
07/08 19:31:12 - INFO - 0.947 (+/-0.044) for {'C': 10, 'random_state': 13}
07/08 19:31:12 - INFO - 0.947 (+/-0.044) for {'C': 100, 'random_state': 13}
07/08 19:31:12 - INFO - 0.947 (+/-0.058) for {'C': 1000, 'random_state': 13}
07/08 19:31:12 - INFO - This estimator executed 0.0066 minutes
07/08 19:31:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:12 - INFO - Current Running:svm estimator
07/08 19:31:12 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:31:12 - INFO - Best CV Score: 0.9589915966386554

07/08 19:31:12 - INFO - 0.959 (+/-0.029) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:31:12 - INFO - This estimator executed 0.0005 minutes
07/08 19:31:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:12 - INFO - Current Running:mlp estimator
07/08 19:31:13 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:31:13 - INFO - Best CV Score: 0.8717647058823529

07/08 19:31:13 - INFO - 0.872 (+/-0.092) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:31:13 - INFO - This estimator executed 0.0088 minutes
07/08 19:31:13 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:13 - INFO - Current Running:rf estimator
07/08 19:31:13 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:31:13 - INFO - Best CV Score: 0.900672268907563

07/08 19:31:13 - INFO - 0.901 (+/-0.121) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:31:13 - INFO - This estimator executed 0.007 minutes
07/08 19:31:13 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:13 - INFO - Current Running:ada estimator
07/08 19:31:14 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:31:14 - INFO - Best CV Score: 0.924033613445378

07/08 19:31:14 - INFO - 0.924 (+/-0.028) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:31:14 - INFO - This estimator executed 0.0077 minutes
07/08 19:31:14 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:14 - INFO - Current Running:gb estimator
07/08 19:31:14 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:31:14 - INFO - Best CV Score: 0.9236974789915966

07/08 19:31:14 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:31:14 - INFO - This estimator executed 0.0032 minutes
07/08 19:31:14 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:14 - INFO - Current Running:xgb estimator
07/08 19:31:14 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:31:14 - INFO - Best CV Score: 0.917983193277311

07/08 19:31:14 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:31:14 - INFO - This estimator executed 0.0019 minutes
07/08 19:31:14 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:31:14 - INFO - svm -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:31:14 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 4.0s
07/08 19:31:14 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:31:14 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:31:14 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 4.0s
07/08 19:31:14 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:31:30 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:30 - INFO - Current Running:lgr estimator
07/08 19:31:31 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:31:31 - INFO - Best CV Score: 0.9299159663865545

07/08 19:31:31 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:31:31 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:31:31 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:31:31 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:31:31 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:31:31 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:31:31 - INFO - 0.93 (+/-0.079) for {'C': 1000, 'random_state': 13}
07/08 19:31:31 - INFO - This estimator executed 0.0134 minutes
07/08 19:31:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:31 - INFO - Current Running:svm estimator
07/08 19:31:31 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:31:31 - INFO - Best CV Score: 0.9005042016806722

07/08 19:31:31 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:31:31 - INFO - This estimator executed 0.0039 minutes
07/08 19:31:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:31 - INFO - Current Running:mlp estimator
07/08 19:31:31 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:31:31 - INFO - Best CV Score: 0.5205042016806722

07/08 19:31:31 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:31:31 - INFO - This estimator executed 0.0014 minutes
07/08 19:31:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:31 - INFO - Current Running:rf estimator
07/08 19:31:31 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:31:31 - INFO - Best CV Score: 0.9065546218487395

07/08 19:31:31 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:31:31 - INFO - This estimator executed 0.0074 minutes
07/08 19:31:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:31 - INFO - Current Running:ada estimator
07/08 19:31:32 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:31:32 - INFO - Best CV Score: 0.9063865546218487

07/08 19:31:32 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:31:32 - INFO - This estimator executed 0.008 minutes
07/08 19:31:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:32 - INFO - Current Running:gb estimator
07/08 19:31:32 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:31:32 - INFO - Best CV Score: 0.924033613445378

07/08 19:31:32 - INFO - 0.924 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:31:32 - INFO - This estimator executed 0.0033 minutes
07/08 19:31:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:32 - INFO - Current Running:xgb estimator
07/08 19:31:32 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:31:32 - INFO - Best CV Score: 0.9415126050420168

07/08 19:31:32 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:31:32 - INFO - This estimator executed 0.002 minutes
07/08 19:31:32 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:31:32 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:31:32 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:31:32 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:31:32 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:31:32 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:31:32 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:31:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:35 - INFO - Current Running:lgr estimator
07/08 19:31:35 - INFO - Best Paramaters: {'C': 10, 'random_state': 13}

07/08 19:31:35 - INFO - Best CV Score: 0.9591596638655462

07/08 19:31:35 - INFO - 0.924 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:31:35 - INFO - 0.924 (+/-0.077) for {'C': 0.01, 'random_state': 13}
07/08 19:31:35 - INFO - 0.953 (+/-0.028) for {'C': 0.1, 'random_state': 13}
07/08 19:31:35 - INFO - 0.942 (+/-0.037) for {'C': 1, 'random_state': 13}
07/08 19:31:35 - INFO - 0.959 (+/-0.028) for {'C': 10, 'random_state': 13}
07/08 19:31:35 - INFO - 0.953 (+/-0.028) for {'C': 100, 'random_state': 13}
07/08 19:31:35 - INFO - 0.947 (+/-0.023) for {'C': 1000, 'random_state': 13}
07/08 19:31:35 - INFO - This estimator executed 0.0066 minutes
07/08 19:31:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:35 - INFO - Current Running:svm estimator
07/08 19:31:35 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:31:35 - INFO - Best CV Score: 0.9591596638655462

07/08 19:31:35 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:31:35 - INFO - This estimator executed 0.0004 minutes
07/08 19:31:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:35 - INFO - Current Running:mlp estimator
07/08 19:31:36 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:31:36 - INFO - Best CV Score: 0.8778151260504201

07/08 19:31:36 - INFO - 0.878 (+/-0.121) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:31:36 - INFO - This estimator executed 0.0091 minutes
07/08 19:31:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:36 - INFO - Current Running:rf estimator
07/08 19:31:36 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:31:36 - INFO - Best CV Score: 0.9122689075630254

07/08 19:31:36 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:31:36 - INFO - This estimator executed 0.007 minutes
07/08 19:31:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:36 - INFO - Current Running:ada estimator
07/08 19:31:37 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:31:37 - INFO - Best CV Score: 0.9415126050420166

07/08 19:31:37 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:31:37 - INFO - This estimator executed 0.0079 minutes
07/08 19:31:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:37 - INFO - Current Running:gb estimator
07/08 19:31:37 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:31:37 - INFO - Best CV Score: 0.9238655462184873

07/08 19:31:37 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:31:37 - INFO - This estimator executed 0.0033 minutes
07/08 19:31:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:37 - INFO - Current Running:xgb estimator
07/08 19:31:37 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:31:37 - INFO - Best CV Score: 0.917983193277311

07/08 19:31:37 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:31:37 - INFO - This estimator executed 0.002 minutes
07/08 19:31:37 - INFO - lgr -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 2.0s
07/08 19:31:37 - INFO - svm -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 3.0s
07/08 19:31:37 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:31:37 - INFO - rf -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 12.0s
07/08 19:31:37 - INFO - ada -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 16.0s
07/08 19:31:37 - INFO - gb -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:31:37 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:31:50 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:50 - INFO - Current Running:lgr estimator
07/08 19:31:51 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:31:51 - INFO - Best CV Score: 0.9415126050420168

07/08 19:31:51 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:31:51 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:31:51 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:31:51 - INFO - 0.894 (+/-0.089) for {'C': 1, 'random_state': 13}
07/08 19:31:51 - INFO - 0.912 (+/-0.099) for {'C': 10, 'random_state': 13}
07/08 19:31:51 - INFO - 0.936 (+/-0.087) for {'C': 100, 'random_state': 13}
07/08 19:31:51 - INFO - 0.942 (+/-0.064) for {'C': 1000, 'random_state': 13}
07/08 19:31:51 - INFO - This estimator executed 0.014 minutes
07/08 19:31:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:51 - INFO - Current Running:svm estimator
07/08 19:31:51 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:31:51 - INFO - Best CV Score: 0.9063865546218487

07/08 19:31:51 - INFO - 0.906 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:31:51 - INFO - This estimator executed 0.0035 minutes
07/08 19:31:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:51 - INFO - Current Running:mlp estimator
07/08 19:31:52 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:31:52 - INFO - Best CV Score: 0.5205042016806722

07/08 19:31:52 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:31:52 - INFO - This estimator executed 0.0015 minutes
07/08 19:31:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:52 - INFO - Current Running:rf estimator
07/08 19:31:52 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:31:52 - INFO - Best CV Score: 0.9008403361344538

07/08 19:31:52 - INFO - 0.901 (+/-0.108) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:31:52 - INFO - This estimator executed 0.0071 minutes
07/08 19:31:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:52 - INFO - Current Running:ada estimator
07/08 19:31:52 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:31:52 - INFO - Best CV Score: 0.8949579831932774

07/08 19:31:52 - INFO - 0.895 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:31:52 - INFO - This estimator executed 0.0079 minutes
07/08 19:31:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:52 - INFO - Current Running:gb estimator
07/08 19:31:53 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:31:53 - INFO - Best CV Score: 0.9356302521008404

07/08 19:31:53 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:31:53 - INFO - This estimator executed 0.0032 minutes
07/08 19:31:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:53 - INFO - Current Running:xgb estimator
07/08 19:31:53 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:31:53 - INFO - Best CV Score: 0.9295798319327732

07/08 19:31:53 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:31:53 - INFO - This estimator executed 0.002 minutes
07/08 19:31:53 - INFO - lgr -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:31:53 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:31:53 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:31:53 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:31:53 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 17.0s
07/08 19:31:53 - INFO - gb -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:31:53 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:31:55 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:55 - INFO - Current Running:lgr estimator
07/08 19:31:56 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:31:56 - INFO - Best CV Score: 0.9589915966386554

07/08 19:31:56 - INFO - 0.924 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:31:56 - INFO - 0.924 (+/-0.069) for {'C': 0.01, 'random_state': 13}
07/08 19:31:56 - INFO - 0.941 (+/-0.075) for {'C': 0.1, 'random_state': 13}
07/08 19:31:56 - INFO - 0.942 (+/-0.053) for {'C': 1, 'random_state': 13}
07/08 19:31:56 - INFO - 0.947 (+/-0.044) for {'C': 10, 'random_state': 13}
07/08 19:31:56 - INFO - 0.942 (+/-0.053) for {'C': 100, 'random_state': 13}
07/08 19:31:56 - INFO - 0.959 (+/-0.029) for {'C': 1000, 'random_state': 13}
07/08 19:31:56 - INFO - This estimator executed 0.0071 minutes
07/08 19:31:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:56 - INFO - Current Running:svm estimator
07/08 19:31:56 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:31:56 - INFO - Best CV Score: 0.9472268907563025

07/08 19:31:56 - INFO - 0.947 (+/-0.044) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:31:56 - INFO - This estimator executed 0.0005 minutes
07/08 19:31:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:56 - INFO - Current Running:mlp estimator
07/08 19:31:56 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:31:56 - INFO - Best CV Score: 0.900672268907563

07/08 19:31:56 - INFO - 0.901 (+/-0.07) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:31:56 - INFO - This estimator executed 0.009 minutes
07/08 19:31:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:56 - INFO - Current Running:rf estimator
07/08 19:31:57 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:31:57 - INFO - Best CV Score: 0.9065546218487395

07/08 19:31:57 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:31:57 - INFO - This estimator executed 0.0072 minutes
07/08 19:31:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:57 - INFO - Current Running:ada estimator
07/08 19:31:57 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:31:57 - INFO - Best CV Score: 0.9008403361344538

07/08 19:31:57 - INFO - 0.901 (+/-0.078) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:31:57 - INFO - This estimator executed 0.0078 minutes
07/08 19:31:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:57 - INFO - Current Running:gb estimator
07/08 19:31:57 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:31:57 - INFO - Best CV Score: 0.9413445378151261

07/08 19:31:57 - INFO - 0.941 (+/-0.065) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:31:57 - INFO - This estimator executed 0.0032 minutes
07/08 19:31:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:31:57 - INFO - Current Running:xgb estimator
07/08 19:31:58 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:31:58 - INFO - Best CV Score: 0.9295798319327732

07/08 19:31:58 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:31:58 - INFO - This estimator executed 0.002 minutes
07/08 19:31:58 - INFO - lgr -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:31:58 - INFO - svm -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 4.0s
07/08 19:31:58 - INFO - mlp -- Accuracy: 0.895 / Precision: 1.0 / Recall: 0.76 / Latency: 3.0s
07/08 19:31:58 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:31:58 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 16.0s
07/08 19:31:58 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:31:58 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:32:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:32:09 - INFO - Current Running:lgr estimator
07/08 19:32:10 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:32:10 - INFO - Best CV Score: 0.9356302521008402

07/08 19:32:10 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:32:10 - INFO - 0.866 (+/-0.095) for {'C': 0.01, 'random_state': 13}
07/08 19:32:10 - INFO - 0.865 (+/-0.103) for {'C': 0.1, 'random_state': 13}
07/08 19:32:10 - INFO - 0.877 (+/-0.102) for {'C': 1, 'random_state': 13}
07/08 19:32:10 - INFO - 0.895 (+/-0.061) for {'C': 10, 'random_state': 13}
07/08 19:32:10 - INFO - 0.936 (+/-0.058) for {'C': 100, 'random_state': 13}
07/08 19:32:10 - INFO - 0.936 (+/-0.078) for {'C': 1000, 'random_state': 13}
07/08 19:32:10 - INFO - This estimator executed 0.0135 minutes
07/08 19:32:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:32:10 - INFO - Current Running:svm estimator
07/08 19:32:10 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:32:10 - INFO - Best CV Score: 0.8594957983193277

07/08 19:32:10 - INFO - 0.859 (+/-0.087) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:32:10 - INFO - This estimator executed 0.0016 minutes
07/08 19:32:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:32:10 - INFO - Current Running:mlp estimator
07/08 19:32:10 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:32:10 - INFO - Best CV Score: 0.5205042016806722

07/08 19:32:10 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:32:10 - INFO - This estimator executed 0.0013 minutes
07/08 19:32:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:32:10 - INFO - Current Running:rf estimator
07/08 19:32:11 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:32:11 - INFO - Best CV Score: 0.9126050420168067

07/08 19:32:11 - INFO - 0.913 (+/-0.081) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:32:11 - INFO - This estimator executed 0.0073 minutes
07/08 19:32:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:32:11 - INFO - Current Running:ada estimator
07/08 19:32:11 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:32:11 - INFO - Best CV Score: 0.9124369747899159

07/08 19:32:11 - INFO - 0.912 (+/-0.082) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:32:11 - INFO - This estimator executed 0.0078 minutes
07/08 19:32:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:32:11 - INFO - Current Running:gb estimator
07/08 19:32:11 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:32:11 - INFO - Best CV Score: 0.9238655462184873

07/08 19:32:11 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:32:11 - INFO - This estimator executed 0.0032 minutes
07/08 19:32:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:32:11 - INFO - Current Running:xgb estimator
07/08 19:32:12 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:32:12 - INFO - Best CV Score: 0.9356302521008404

07/08 19:32:12 - INFO - 0.936 (+/-0.044) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:32:12 - INFO - This estimator executed 0.0026 minutes
07/08 19:32:12 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:32:12 - INFO - svm -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:32:12 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 4.0s
07/08 19:32:12 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 17.0s
07/08 19:32:12 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 19.9s
07/08 19:32:12 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 4.0s
07/08 19:32:12 - INFO - xgb -- Accuracy: 0.93 / Precision: 0.957 / Recall: 0.88 / Latency: 3.0s
07/08 19:32:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:32:15 - INFO - Current Running:lgr estimator
07/08 19:32:15 - INFO - Best Paramaters: {'C': 0.1, 'random_state': 13}

07/08 19:32:15 - INFO - Best CV Score: 0.9473949579831933

07/08 19:32:15 - INFO - 0.924 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:32:15 - INFO - 0.936 (+/-0.055) for {'C': 0.01, 'random_state': 13}
07/08 19:32:15 - INFO - 0.947 (+/-0.068) for {'C': 0.1, 'random_state': 13}
07/08 19:32:15 - INFO - 0.936 (+/-0.087) for {'C': 1, 'random_state': 13}
07/08 19:32:15 - INFO - 0.936 (+/-0.12) for {'C': 10, 'random_state': 13}
07/08 19:32:15 - INFO - 0.936 (+/-0.12) for {'C': 100, 'random_state': 13}
07/08 19:32:15 - INFO - 0.941 (+/-0.124) for {'C': 1000, 'random_state': 13}
07/08 19:32:15 - INFO - This estimator executed 0.0065 minutes
07/08 19:32:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:32:15 - INFO - Current Running:svm estimator
07/08 19:32:15 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:32:15 - INFO - Best CV Score: 0.9356302521008404

07/08 19:32:15 - INFO - 0.936 (+/-0.087) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:32:15 - INFO - This estimator executed 0.0005 minutes
07/08 19:32:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:32:15 - INFO - Current Running:mlp estimator
07/08 19:32:16 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:32:16 - INFO - Best CV Score: 0.8949579831932774

07/08 19:32:16 - INFO - 0.895 (+/-0.108) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:32:16 - INFO - This estimator executed 0.0091 minutes
07/08 19:32:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:32:16 - INFO - Current Running:rf estimator
07/08 19:32:16 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:32:16 - INFO - Best CV Score: 0.9181512605042018

07/08 19:32:16 - INFO - 0.918 (+/-0.078) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:32:16 - INFO - This estimator executed 0.0073 minutes
07/08 19:32:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:32:16 - INFO - Current Running:ada estimator
07/08 19:32:17 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:32:17 - INFO - Best CV Score: 0.9126050420168067

07/08 19:32:17 - INFO - 0.913 (+/-0.072) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:32:17 - INFO - This estimator executed 0.0079 minutes
07/08 19:32:17 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:32:17 - INFO - Current Running:gb estimator
07/08 19:32:17 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:32:17 - INFO - Best CV Score: 0.9181512605042016

07/08 19:32:17 - INFO - 0.918 (+/-0.044) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:32:17 - INFO - This estimator executed 0.0033 minutes
07/08 19:32:17 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:32:17 - INFO - Current Running:xgb estimator
07/08 19:32:17 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:32:17 - INFO - Best CV Score: 0.9354621848739496

07/08 19:32:17 - INFO - 0.935 (+/-0.087) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:32:17 - INFO - This estimator executed 0.0021 minutes
07/08 19:32:17 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 2.0s
07/08 19:32:17 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:32:17 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.905 / Recall: 0.76 / Latency: 3.0s
07/08 19:32:17 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:32:17 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:32:17 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:32:17 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:32:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:32:32 - INFO - Current Running:lgr estimator
07/08 19:32:33 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:32:33 - INFO - Best CV Score: 0.9354621848739496

07/08 19:32:33 - INFO - 0.865 (+/-0.103) for {'C': 0.001, 'random_state': 13}
07/08 19:32:33 - INFO - 0.866 (+/-0.095) for {'C': 0.01, 'random_state': 13}
07/08 19:32:33 - INFO - 0.889 (+/-0.078) for {'C': 0.1, 'random_state': 13}
07/08 19:32:33 - INFO - 0.889 (+/-0.078) for {'C': 1, 'random_state': 13}
07/08 19:32:33 - INFO - 0.924 (+/-0.088) for {'C': 10, 'random_state': 13}
07/08 19:32:33 - INFO - 0.93 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:32:33 - INFO - 0.935 (+/-0.069) for {'C': 1000, 'random_state': 13}
07/08 19:32:33 - INFO - This estimator executed 0.0121 minutes
07/08 19:32:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:32:33 - INFO - Current Running:svm estimator
07/08 19:32:33 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:32:33 - INFO - Best CV Score: 0.8889075630252101

07/08 19:32:33 - INFO - 0.889 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:32:33 - INFO - This estimator executed 0.0005 minutes
07/08 19:32:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:32:33 - INFO - Current Running:mlp estimator
07/08 19:32:33 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:32:33 - INFO - Best CV Score: 0.6321008403361345

07/08 19:32:33 - INFO - 0.632 (+/-0.145) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:32:33 - INFO - This estimator executed 0.0069 minutes
07/08 19:32:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:32:33 - INFO - Current Running:rf estimator
07/08 19:32:34 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:32:34 - INFO - Best CV Score: 0.9063865546218487

07/08 19:32:34 - INFO - 0.906 (+/-0.094) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:32:34 - INFO - This estimator executed 0.0073 minutes
07/08 19:32:34 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:32:34 - INFO - Current Running:ada estimator
07/08 19:32:34 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:32:34 - INFO - Best CV Score: 0.9295798319327732

07/08 19:32:34 - INFO - 0.93 (+/-0.109) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:32:34 - INFO - This estimator executed 0.0077 minutes
07/08 19:32:34 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:32:34 - INFO - Current Running:gb estimator
07/08 19:32:34 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:32:34 - INFO - Best CV Score: 0.9413445378151261

07/08 19:32:34 - INFO - 0.941 (+/-0.065) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:32:34 - INFO - This estimator executed 0.0032 minutes
07/08 19:32:34 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:32:34 - INFO - Current Running:xgb estimator
07/08 19:32:34 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:32:34 - INFO - Best CV Score: 0.9354621848739495

07/08 19:32:34 - INFO - 0.935 (+/-0.045) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:32:34 - INFO - This estimator executed 0.002 minutes
07/08 19:32:34 - INFO - lgr -- Accuracy: 0.842 / Precision: 0.833 / Recall: 0.8 / Latency: 3.0s
07/08 19:32:34 - INFO - svm -- Accuracy: 0.93 / Precision: 0.889 / Recall: 0.96 / Latency: 3.0s
07/08 19:32:34 - INFO - mlp -- Accuracy: 0.667 / Precision: 0.607 / Recall: 0.68 / Latency: 3.0s
07/08 19:32:34 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:32:35 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 17.0s
07/08 19:32:35 - INFO - gb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:32:35 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:32:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:32:37 - INFO - Current Running:lgr estimator
07/08 19:32:38 - INFO - Best Paramaters: {'C': 10, 'random_state': 13}

07/08 19:32:38 - INFO - Best CV Score: 0.9591596638655462

07/08 19:32:38 - INFO - 0.924 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:32:38 - INFO - 0.924 (+/-0.077) for {'C': 0.01, 'random_state': 13}
07/08 19:32:38 - INFO - 0.953 (+/-0.028) for {'C': 0.1, 'random_state': 13}
07/08 19:32:38 - INFO - 0.942 (+/-0.037) for {'C': 1, 'random_state': 13}
07/08 19:32:38 - INFO - 0.959 (+/-0.028) for {'C': 10, 'random_state': 13}
07/08 19:32:38 - INFO - 0.953 (+/-0.028) for {'C': 100, 'random_state': 13}
07/08 19:32:38 - INFO - 0.947 (+/-0.023) for {'C': 1000, 'random_state': 13}
07/08 19:32:38 - INFO - This estimator executed 0.0066 minutes
07/08 19:32:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:32:38 - INFO - Current Running:svm estimator
07/08 19:32:38 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:32:38 - INFO - Best CV Score: 0.9591596638655462

07/08 19:32:38 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:32:38 - INFO - This estimator executed 0.0005 minutes
07/08 19:32:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:32:38 - INFO - Current Running:mlp estimator
07/08 19:32:38 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:32:38 - INFO - Best CV Score: 0.8894117647058823

07/08 19:32:38 - INFO - 0.889 (+/-0.11) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:32:38 - INFO - This estimator executed 0.009 minutes
07/08 19:32:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:32:38 - INFO - Current Running:rf estimator
07/08 19:32:39 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:32:39 - INFO - Best CV Score: 0.9238655462184875

07/08 19:32:39 - INFO - 0.924 (+/-0.08) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:32:39 - INFO - This estimator executed 0.0075 minutes
07/08 19:32:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:32:39 - INFO - Current Running:ada estimator
07/08 19:32:39 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:32:39 - INFO - Best CV Score: 0.9415126050420166

07/08 19:32:39 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:32:39 - INFO - This estimator executed 0.0078 minutes
07/08 19:32:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:32:39 - INFO - Current Running:gb estimator
07/08 19:32:39 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:32:39 - INFO - Best CV Score: 0.9238655462184873

07/08 19:32:39 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:32:39 - INFO - This estimator executed 0.0033 minutes
07/08 19:32:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:32:39 - INFO - Current Running:xgb estimator
07/08 19:32:40 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:32:40 - INFO - Best CV Score: 0.917983193277311

07/08 19:32:40 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:32:40 - INFO - This estimator executed 0.0019 minutes
07/08 19:32:40 - INFO - lgr -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 3.0s
07/08 19:32:40 - INFO - svm -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 3.0s
07/08 19:32:40 - INFO - mlp -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:32:40 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:32:40 - INFO - ada -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 17.0s
07/08 19:32:40 - INFO - gb -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 4.0s
07/08 19:32:40 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:32:55 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:32:55 - INFO - Current Running:lgr estimator
07/08 19:32:56 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:32:56 - INFO - Best CV Score: 0.9357983193277312

07/08 19:32:56 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:32:56 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:32:56 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:32:56 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:32:56 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:32:56 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:32:56 - INFO - 0.936 (+/-0.086) for {'C': 1000, 'random_state': 13}
07/08 19:32:56 - INFO - This estimator executed 0.0134 minutes
07/08 19:32:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:32:56 - INFO - Current Running:svm estimator
07/08 19:32:56 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:32:56 - INFO - Best CV Score: 0.9005042016806722

07/08 19:32:56 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:32:56 - INFO - This estimator executed 0.0045 minutes
07/08 19:32:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:32:56 - INFO - Current Running:mlp estimator
07/08 19:32:57 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:32:57 - INFO - Best CV Score: 0.5205042016806722

07/08 19:32:57 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:32:57 - INFO - This estimator executed 0.0014 minutes
07/08 19:32:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:32:57 - INFO - Current Running:rf estimator
07/08 19:32:57 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:32:57 - INFO - Best CV Score: 0.9065546218487395

07/08 19:32:57 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:32:57 - INFO - This estimator executed 0.0072 minutes
07/08 19:32:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:32:57 - INFO - Current Running:ada estimator
07/08 19:32:57 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:32:57 - INFO - Best CV Score: 0.9063865546218487

07/08 19:32:57 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:32:57 - INFO - This estimator executed 0.0079 minutes
07/08 19:32:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:32:57 - INFO - Current Running:gb estimator
07/08 19:32:58 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:32:58 - INFO - Best CV Score: 0.924033613445378

07/08 19:32:58 - INFO - 0.924 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:32:58 - INFO - This estimator executed 0.0032 minutes
07/08 19:32:58 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:32:58 - INFO - Current Running:xgb estimator
07/08 19:32:58 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:32:58 - INFO - Best CV Score: 0.9415126050420168

07/08 19:32:58 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:32:58 - INFO - This estimator executed 0.0021 minutes
07/08 19:32:58 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:32:58 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 4.0s
07/08 19:32:58 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:32:58 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 19:32:58 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:32:58 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:32:58 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:33:01 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:01 - INFO - Current Running:lgr estimator
07/08 19:33:01 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:33:01 - INFO - Best CV Score: 0.9532773109243697

07/08 19:33:01 - INFO - 0.924 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:33:01 - INFO - 0.918 (+/-0.084) for {'C': 0.01, 'random_state': 13}
07/08 19:33:01 - INFO - 0.942 (+/-0.074) for {'C': 0.1, 'random_state': 13}
07/08 19:33:01 - INFO - 0.953 (+/-0.08) for {'C': 1, 'random_state': 13}
07/08 19:33:01 - INFO - 0.953 (+/-0.08) for {'C': 10, 'random_state': 13}
07/08 19:33:01 - INFO - 0.947 (+/-0.101) for {'C': 100, 'random_state': 13}
07/08 19:33:01 - INFO - 0.942 (+/-0.098) for {'C': 1000, 'random_state': 13}
07/08 19:33:01 - INFO - This estimator executed 0.0065 minutes
07/08 19:33:01 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:01 - INFO - Current Running:svm estimator
07/08 19:33:01 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:33:01 - INFO - Best CV Score: 0.9589915966386554

07/08 19:33:01 - INFO - 0.959 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:33:01 - INFO - This estimator executed 0.0004 minutes
07/08 19:33:01 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:01 - INFO - Current Running:mlp estimator
07/08 19:33:02 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:33:02 - INFO - Best CV Score: 0.8368067226890756

07/08 19:33:02 - INFO - 0.837 (+/-0.097) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:33:02 - INFO - This estimator executed 0.0091 minutes
07/08 19:33:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:02 - INFO - Current Running:rf estimator
07/08 19:33:02 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:33:02 - INFO - Best CV Score: 0.9122689075630254

07/08 19:33:02 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:33:02 - INFO - This estimator executed 0.0072 minutes
07/08 19:33:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:02 - INFO - Current Running:ada estimator
07/08 19:33:03 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:33:03 - INFO - Best CV Score: 0.9181512605042016

07/08 19:33:03 - INFO - 0.918 (+/-0.068) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:33:03 - INFO - This estimator executed 0.008 minutes
07/08 19:33:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:03 - INFO - Current Running:gb estimator
07/08 19:33:03 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:33:03 - INFO - Best CV Score: 0.9356302521008404

07/08 19:33:03 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:33:03 - INFO - This estimator executed 0.0032 minutes
07/08 19:33:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:03 - INFO - Current Running:xgb estimator
07/08 19:33:03 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:33:03 - INFO - Best CV Score: 0.9297478991596639

07/08 19:33:03 - INFO - 0.93 (+/-0.06) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:33:03 - INFO - This estimator executed 0.002 minutes
07/08 19:33:03 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 19:33:03 - INFO - svm -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:33:03 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.905 / Recall: 0.76 / Latency: 3.0s
07/08 19:33:03 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:33:03 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:33:03 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:33:03 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:33:17 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:17 - INFO - Current Running:lgr estimator
07/08 19:33:18 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:33:18 - INFO - Best CV Score: 0.9591596638655462

07/08 19:33:18 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:33:18 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:33:18 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:33:18 - INFO - 0.883 (+/-0.074) for {'C': 1, 'random_state': 13}
07/08 19:33:18 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:33:18 - INFO - 0.942 (+/-0.098) for {'C': 100, 'random_state': 13}
07/08 19:33:18 - INFO - 0.959 (+/-0.047) for {'C': 1000, 'random_state': 13}
07/08 19:33:18 - INFO - This estimator executed 0.0143 minutes
07/08 19:33:18 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:18 - INFO - Current Running:svm estimator
07/08 19:33:18 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:33:18 - INFO - Best CV Score: 0.9063865546218487

07/08 19:33:18 - INFO - 0.906 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:33:18 - INFO - This estimator executed 0.0041 minutes
07/08 19:33:18 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:18 - INFO - Current Running:mlp estimator
07/08 19:33:18 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:33:18 - INFO - Best CV Score: 0.5205042016806722

07/08 19:33:18 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:33:18 - INFO - This estimator executed 0.0014 minutes
07/08 19:33:18 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:18 - INFO - Current Running:rf estimator
07/08 19:33:19 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:33:19 - INFO - Best CV Score: 0.9122689075630254

07/08 19:33:19 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:33:19 - INFO - This estimator executed 0.0076 minutes
07/08 19:33:19 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:19 - INFO - Current Running:ada estimator
07/08 19:33:19 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:33:19 - INFO - Best CV Score: 0.9122689075630251

07/08 19:33:19 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:33:19 - INFO - This estimator executed 0.0079 minutes
07/08 19:33:19 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:19 - INFO - Current Running:gb estimator
07/08 19:33:20 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:33:20 - INFO - Best CV Score: 0.9297478991596637

07/08 19:33:20 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:33:20 - INFO - This estimator executed 0.0032 minutes
07/08 19:33:20 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:20 - INFO - Current Running:xgb estimator
07/08 19:33:20 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:33:20 - INFO - Best CV Score: 0.9415126050420168

07/08 19:33:20 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:33:20 - INFO - This estimator executed 0.0021 minutes
07/08 19:33:20 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:33:20 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:33:20 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 4.0s
07/08 19:33:20 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:33:20 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:33:20 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:33:20 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:33:22 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:22 - INFO - Current Running:lgr estimator
07/08 19:33:23 - INFO - Best Paramaters: {'C': 0.1, 'random_state': 13}

07/08 19:33:23 - INFO - Best CV Score: 0.9475630252100841

07/08 19:33:23 - INFO - 0.913 (+/-0.081) for {'C': 0.001, 'random_state': 13}
07/08 19:33:23 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 19:33:23 - INFO - 0.948 (+/-0.042) for {'C': 0.1, 'random_state': 13}
07/08 19:33:23 - INFO - 0.947 (+/-0.023) for {'C': 1, 'random_state': 13}
07/08 19:33:23 - INFO - 0.947 (+/-0.044) for {'C': 10, 'random_state': 13}
07/08 19:33:23 - INFO - 0.947 (+/-0.044) for {'C': 100, 'random_state': 13}
07/08 19:33:23 - INFO - 0.947 (+/-0.058) for {'C': 1000, 'random_state': 13}
07/08 19:33:23 - INFO - This estimator executed 0.0066 minutes
07/08 19:33:23 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:23 - INFO - Current Running:svm estimator
07/08 19:33:23 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:33:23 - INFO - Best CV Score: 0.9589915966386554

07/08 19:33:23 - INFO - 0.959 (+/-0.029) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:33:23 - INFO - This estimator executed 0.0005 minutes
07/08 19:33:23 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:23 - INFO - Current Running:mlp estimator
07/08 19:33:23 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:33:23 - INFO - Best CV Score: 0.8833613445378152

07/08 19:33:23 - INFO - 0.883 (+/-0.08) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:33:23 - INFO - This estimator executed 0.0091 minutes
07/08 19:33:23 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:23 - INFO - Current Running:rf estimator
07/08 19:33:24 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:33:24 - INFO - Best CV Score: 0.9122689075630254

07/08 19:33:24 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:33:24 - INFO - This estimator executed 0.0073 minutes
07/08 19:33:24 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:24 - INFO - Current Running:ada estimator
07/08 19:33:24 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:33:24 - INFO - Best CV Score: 0.924033613445378

07/08 19:33:24 - INFO - 0.924 (+/-0.028) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:33:24 - INFO - This estimator executed 0.0078 minutes
07/08 19:33:24 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:24 - INFO - Current Running:gb estimator
07/08 19:33:24 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:33:24 - INFO - Best CV Score: 0.9236974789915966

07/08 19:33:24 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:33:24 - INFO - This estimator executed 0.0034 minutes
07/08 19:33:24 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:24 - INFO - Current Running:xgb estimator
07/08 19:33:25 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:33:25 - INFO - Best CV Score: 0.917983193277311

07/08 19:33:25 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:33:25 - INFO - This estimator executed 0.002 minutes
07/08 19:33:25 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:33:25 - INFO - svm -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:33:25 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.95 / Recall: 0.76 / Latency: 3.0s
07/08 19:33:25 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:33:25 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:33:25 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:33:25 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:33:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:38 - INFO - Current Running:lgr estimator
07/08 19:33:39 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:33:39 - INFO - Best CV Score: 0.9415126050420168

07/08 19:33:39 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:33:39 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:33:39 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:33:39 - INFO - 0.894 (+/-0.089) for {'C': 1, 'random_state': 13}
07/08 19:33:39 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:33:39 - INFO - 0.936 (+/-0.087) for {'C': 100, 'random_state': 13}
07/08 19:33:39 - INFO - 0.942 (+/-0.064) for {'C': 1000, 'random_state': 13}
07/08 19:33:39 - INFO - This estimator executed 0.0137 minutes
07/08 19:33:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:39 - INFO - Current Running:svm estimator
07/08 19:33:39 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:33:39 - INFO - Best CV Score: 0.9063865546218487

07/08 19:33:39 - INFO - 0.906 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:33:39 - INFO - This estimator executed 0.0035 minutes
07/08 19:33:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:39 - INFO - Current Running:mlp estimator
07/08 19:33:39 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:33:39 - INFO - Best CV Score: 0.5205042016806722

07/08 19:33:39 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:33:39 - INFO - This estimator executed 0.0016 minutes
07/08 19:33:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:39 - INFO - Current Running:rf estimator
07/08 19:33:40 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:33:40 - INFO - Best CV Score: 0.9122689075630254

07/08 19:33:40 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:33:40 - INFO - This estimator executed 0.0074 minutes
07/08 19:33:40 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:40 - INFO - Current Running:ada estimator
07/08 19:33:40 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:33:40 - INFO - Best CV Score: 0.8949579831932774

07/08 19:33:40 - INFO - 0.895 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:33:40 - INFO - This estimator executed 0.0078 minutes
07/08 19:33:40 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:40 - INFO - Current Running:gb estimator
07/08 19:33:41 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:33:41 - INFO - Best CV Score: 0.9356302521008404

07/08 19:33:41 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:33:41 - INFO - This estimator executed 0.0033 minutes
07/08 19:33:41 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:41 - INFO - Current Running:xgb estimator
07/08 19:33:41 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:33:41 - INFO - Best CV Score: 0.9295798319327732

07/08 19:33:41 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:33:41 - INFO - This estimator executed 0.002 minutes
07/08 19:33:41 - INFO - lgr -- Accuracy: 0.842 / Precision: 0.833 / Recall: 0.8 / Latency: 3.0s
07/08 19:33:41 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 2.0s
07/08 19:33:41 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:33:41 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:33:41 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 17.0s
07/08 19:33:41 - INFO - gb -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 4.0s
07/08 19:33:41 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:33:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:43 - INFO - Current Running:lgr estimator
07/08 19:33:44 - INFO - Best Paramaters: {'C': 0.1, 'random_state': 13}

07/08 19:33:44 - INFO - Best CV Score: 0.9534453781512605

07/08 19:33:44 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:33:44 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 19:33:44 - INFO - 0.953 (+/-0.045) for {'C': 0.1, 'random_state': 13}
07/08 19:33:44 - INFO - 0.942 (+/-0.036) for {'C': 1, 'random_state': 13}
07/08 19:33:44 - INFO - 0.947 (+/-0.044) for {'C': 10, 'random_state': 13}
07/08 19:33:44 - INFO - 0.953 (+/-0.047) for {'C': 100, 'random_state': 13}
07/08 19:33:44 - INFO - 0.947 (+/-0.044) for {'C': 1000, 'random_state': 13}
07/08 19:33:44 - INFO - This estimator executed 0.0066 minutes
07/08 19:33:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:44 - INFO - Current Running:svm estimator
07/08 19:33:44 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:33:44 - INFO - Best CV Score: 0.9591596638655462

07/08 19:33:44 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:33:44 - INFO - This estimator executed 0.0005 minutes
07/08 19:33:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:44 - INFO - Current Running:mlp estimator
07/08 19:33:44 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:33:44 - INFO - Best CV Score: 0.8949579831932774

07/08 19:33:44 - INFO - 0.895 (+/-0.087) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:33:44 - INFO - This estimator executed 0.0092 minutes
07/08 19:33:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:44 - INFO - Current Running:rf estimator
07/08 19:33:45 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:33:45 - INFO - Best CV Score: 0.9063865546218487

07/08 19:33:45 - INFO - 0.906 (+/-0.12) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:33:45 - INFO - This estimator executed 0.0071 minutes
07/08 19:33:45 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:45 - INFO - Current Running:ada estimator
07/08 19:33:45 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:33:45 - INFO - Best CV Score: 0.9122689075630251

07/08 19:33:45 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:33:45 - INFO - This estimator executed 0.0078 minutes
07/08 19:33:45 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:45 - INFO - Current Running:gb estimator
07/08 19:33:45 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:33:45 - INFO - Best CV Score: 0.924033613445378

07/08 19:33:45 - INFO - 0.924 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:33:45 - INFO - This estimator executed 0.0033 minutes
07/08 19:33:45 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:45 - INFO - Current Running:xgb estimator
07/08 19:33:45 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:33:45 - INFO - Best CV Score: 0.9415126050420168

07/08 19:33:45 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:33:45 - INFO - This estimator executed 0.002 minutes
07/08 19:33:45 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 2.5s
07/08 19:33:45 - INFO - svm -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 3.0s
07/08 19:33:45 - INFO - mlp -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 4.0s
07/08 19:33:46 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 19:33:46 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:33:46 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 2.0s
07/08 19:33:46 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:33:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:57 - INFO - Current Running:lgr estimator
07/08 19:33:58 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:33:58 - INFO - Best CV Score: 0.9357983193277312

07/08 19:33:58 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:33:58 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:33:58 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:33:58 - INFO - 0.889 (+/-0.078) for {'C': 1, 'random_state': 13}
07/08 19:33:58 - INFO - 0.924 (+/-0.094) for {'C': 10, 'random_state': 13}
07/08 19:33:58 - INFO - 0.924 (+/-0.094) for {'C': 100, 'random_state': 13}
07/08 19:33:58 - INFO - 0.936 (+/-0.068) for {'C': 1000, 'random_state': 13}
07/08 19:33:58 - INFO - This estimator executed 0.0139 minutes
07/08 19:33:58 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:58 - INFO - Current Running:svm estimator
07/08 19:33:58 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:33:58 - INFO - Best CV Score: 0.9005042016806722

07/08 19:33:58 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:33:58 - INFO - This estimator executed 0.0033 minutes
07/08 19:33:58 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:58 - INFO - Current Running:mlp estimator
07/08 19:33:59 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:33:59 - INFO - Best CV Score: 0.5205042016806722

07/08 19:33:59 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:33:59 - INFO - This estimator executed 0.0015 minutes
07/08 19:33:59 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:59 - INFO - Current Running:rf estimator
07/08 19:33:59 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:33:59 - INFO - Best CV Score: 0.9122689075630254

07/08 19:33:59 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:33:59 - INFO - This estimator executed 0.0071 minutes
07/08 19:33:59 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:59 - INFO - Current Running:ada estimator
07/08 19:33:59 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:33:59 - INFO - Best CV Score: 0.9121008403361344

07/08 19:33:59 - INFO - 0.912 (+/-0.065) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:33:59 - INFO - This estimator executed 0.0079 minutes
07/08 19:33:59 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:33:59 - INFO - Current Running:gb estimator
07/08 19:34:00 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:34:00 - INFO - Best CV Score: 0.9299159663865547

07/08 19:34:00 - INFO - 0.93 (+/-0.059) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:34:00 - INFO - This estimator executed 0.004 minutes
07/08 19:34:00 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:00 - INFO - Current Running:xgb estimator
07/08 19:34:00 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:34:00 - INFO - Best CV Score: 0.9295798319327732

07/08 19:34:00 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:34:00 - INFO - This estimator executed 0.002 minutes
07/08 19:34:00 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 3.0s
07/08 19:34:00 - INFO - svm -- Accuracy: 0.93 / Precision: 0.889 / Recall: 0.96 / Latency: 3.0s
07/08 19:34:00 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:34:00 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:34:00 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 15.0s
07/08 19:34:00 - INFO - gb -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:34:00 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:34:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:03 - INFO - Current Running:lgr estimator
07/08 19:34:03 - INFO - Best Paramaters: {'C': 10, 'random_state': 13}

07/08 19:34:03 - INFO - Best CV Score: 0.9591596638655462

07/08 19:34:03 - INFO - 0.924 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:34:03 - INFO - 0.918 (+/-0.084) for {'C': 0.01, 'random_state': 13}
07/08 19:34:03 - INFO - 0.948 (+/-0.042) for {'C': 0.1, 'random_state': 13}
07/08 19:34:03 - INFO - 0.947 (+/-0.023) for {'C': 1, 'random_state': 13}
07/08 19:34:03 - INFO - 0.959 (+/-0.028) for {'C': 10, 'random_state': 13}
07/08 19:34:03 - INFO - 0.959 (+/-0.028) for {'C': 100, 'random_state': 13}
07/08 19:34:03 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:34:03 - INFO - This estimator executed 0.0062 minutes
07/08 19:34:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:03 - INFO - Current Running:svm estimator
07/08 19:34:03 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:34:03 - INFO - Best CV Score: 0.9591596638655462

07/08 19:34:03 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:34:03 - INFO - This estimator executed 0.0005 minutes
07/08 19:34:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:03 - INFO - Current Running:mlp estimator
07/08 19:34:04 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:34:04 - INFO - Best CV Score: 0.8480672268907563

07/08 19:34:04 - INFO - 0.848 (+/-0.042) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:34:04 - INFO - This estimator executed 0.0091 minutes
07/08 19:34:04 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:04 - INFO - Current Running:rf estimator
07/08 19:34:04 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:34:04 - INFO - Best CV Score: 0.9122689075630254

07/08 19:34:04 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:34:04 - INFO - This estimator executed 0.0071 minutes
07/08 19:34:04 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:04 - INFO - Current Running:ada estimator
07/08 19:34:04 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:34:04 - INFO - Best CV Score: 0.9415126050420166

07/08 19:34:04 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:34:04 - INFO - This estimator executed 0.0078 minutes
07/08 19:34:04 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:04 - INFO - Current Running:gb estimator
07/08 19:34:05 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:34:05 - INFO - Best CV Score: 0.9238655462184873

07/08 19:34:05 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:34:05 - INFO - This estimator executed 0.0032 minutes
07/08 19:34:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:05 - INFO - Current Running:xgb estimator
07/08 19:34:05 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:34:05 - INFO - Best CV Score: 0.917983193277311

07/08 19:34:05 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:34:05 - INFO - This estimator executed 0.002 minutes
07/08 19:34:05 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:34:05 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:34:05 - INFO - mlp -- Accuracy: 0.842 / Precision: 0.864 / Recall: 0.76 / Latency: 3.0s
07/08 19:34:05 - INFO - rf -- Accuracy: 0.86 / Precision: 0.793 / Recall: 0.92 / Latency: 11.0s
07/08 19:34:05 - INFO - ada -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 17.0s
07/08 19:34:05 - INFO - gb -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:34:05 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:34:18 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:18 - INFO - Current Running:lgr estimator
07/08 19:34:19 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:34:19 - INFO - Best CV Score: 0.9415126050420168

07/08 19:34:19 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:34:19 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:34:19 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:34:19 - INFO - 0.894 (+/-0.089) for {'C': 1, 'random_state': 13}
07/08 19:34:19 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:34:19 - INFO - 0.936 (+/-0.087) for {'C': 100, 'random_state': 13}
07/08 19:34:19 - INFO - 0.942 (+/-0.064) for {'C': 1000, 'random_state': 13}
07/08 19:34:19 - INFO - This estimator executed 0.0141 minutes
07/08 19:34:19 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:19 - INFO - Current Running:svm estimator
07/08 19:34:19 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:34:19 - INFO - Best CV Score: 0.9063865546218487

07/08 19:34:19 - INFO - 0.906 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:34:19 - INFO - This estimator executed 0.0035 minutes
07/08 19:34:19 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:19 - INFO - Current Running:mlp estimator
07/08 19:34:19 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:34:19 - INFO - Best CV Score: 0.5205042016806722

07/08 19:34:19 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:34:19 - INFO - This estimator executed 0.0015 minutes
07/08 19:34:19 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:19 - INFO - Current Running:rf estimator
07/08 19:34:20 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:34:20 - INFO - Best CV Score: 0.9122689075630254

07/08 19:34:20 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:34:20 - INFO - This estimator executed 0.0071 minutes
07/08 19:34:20 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:20 - INFO - Current Running:ada estimator
07/08 19:34:20 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:34:20 - INFO - Best CV Score: 0.8949579831932774

07/08 19:34:20 - INFO - 0.895 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:34:20 - INFO - This estimator executed 0.0078 minutes
07/08 19:34:20 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:20 - INFO - Current Running:gb estimator
07/08 19:34:21 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:34:21 - INFO - Best CV Score: 0.9356302521008404

07/08 19:34:21 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:34:21 - INFO - This estimator executed 0.0032 minutes
07/08 19:34:21 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:21 - INFO - Current Running:xgb estimator
07/08 19:34:21 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:34:21 - INFO - Best CV Score: 0.9295798319327732

07/08 19:34:21 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:34:21 - INFO - This estimator executed 0.0021 minutes
07/08 19:34:21 - INFO - lgr -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 4.0s
07/08 19:34:21 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:34:21 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:34:21 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:34:21 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 16.0s
07/08 19:34:21 - INFO - gb -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:34:21 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:34:23 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:23 - INFO - Current Running:lgr estimator
07/08 19:34:24 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:34:24 - INFO - Best CV Score: 0.9532773109243697

07/08 19:34:24 - INFO - 0.924 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:34:24 - INFO - 0.918 (+/-0.084) for {'C': 0.01, 'random_state': 13}
07/08 19:34:24 - INFO - 0.942 (+/-0.074) for {'C': 0.1, 'random_state': 13}
07/08 19:34:24 - INFO - 0.953 (+/-0.08) for {'C': 1, 'random_state': 13}
07/08 19:34:24 - INFO - 0.953 (+/-0.08) for {'C': 10, 'random_state': 13}
07/08 19:34:24 - INFO - 0.947 (+/-0.101) for {'C': 100, 'random_state': 13}
07/08 19:34:24 - INFO - 0.942 (+/-0.098) for {'C': 1000, 'random_state': 13}
07/08 19:34:24 - INFO - This estimator executed 0.0065 minutes
07/08 19:34:24 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:24 - INFO - Current Running:svm estimator
07/08 19:34:24 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:34:24 - INFO - Best CV Score: 0.9589915966386554

07/08 19:34:24 - INFO - 0.959 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:34:24 - INFO - This estimator executed 0.0004 minutes
07/08 19:34:24 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:24 - INFO - Current Running:mlp estimator
07/08 19:34:24 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:34:24 - INFO - Best CV Score: 0.8601680672268908

07/08 19:34:24 - INFO - 0.86 (+/-0.096) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:34:24 - INFO - This estimator executed 0.009 minutes
07/08 19:34:24 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:24 - INFO - Current Running:rf estimator
07/08 19:34:25 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:34:25 - INFO - Best CV Score: 0.9181512605042018

07/08 19:34:25 - INFO - 0.918 (+/-0.078) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:34:25 - INFO - This estimator executed 0.0071 minutes
07/08 19:34:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:25 - INFO - Current Running:ada estimator
07/08 19:34:25 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:34:25 - INFO - Best CV Score: 0.9181512605042016

07/08 19:34:25 - INFO - 0.918 (+/-0.068) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:34:25 - INFO - This estimator executed 0.0078 minutes
07/08 19:34:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:25 - INFO - Current Running:gb estimator
07/08 19:34:25 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:34:25 - INFO - Best CV Score: 0.9356302521008404

07/08 19:34:25 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:34:25 - INFO - This estimator executed 0.0033 minutes
07/08 19:34:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:25 - INFO - Current Running:xgb estimator
07/08 19:34:26 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:34:26 - INFO - Best CV Score: 0.9297478991596639

07/08 19:34:26 - INFO - 0.93 (+/-0.06) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:34:26 - INFO - This estimator executed 0.002 minutes
07/08 19:34:26 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:34:26 - INFO - svm -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:34:26 - INFO - mlp -- Accuracy: 0.842 / Precision: 0.864 / Recall: 0.76 / Latency: 3.0s
07/08 19:34:26 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 19:34:26 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.9s
07/08 19:34:26 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 4.0s
07/08 19:34:26 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:34:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:38 - INFO - Current Running:lgr estimator
07/08 19:34:39 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:34:39 - INFO - Best CV Score: 0.9356302521008402

07/08 19:34:39 - INFO - 0.865 (+/-0.103) for {'C': 0.001, 'random_state': 13}
07/08 19:34:39 - INFO - 0.866 (+/-0.095) for {'C': 0.01, 'random_state': 13}
07/08 19:34:39 - INFO - 0.883 (+/-0.098) for {'C': 0.1, 'random_state': 13}
07/08 19:34:39 - INFO - 0.901 (+/-0.096) for {'C': 1, 'random_state': 13}
07/08 19:34:39 - INFO - 0.93 (+/-0.121) for {'C': 10, 'random_state': 13}
07/08 19:34:39 - INFO - 0.924 (+/-0.115) for {'C': 100, 'random_state': 13}
07/08 19:34:39 - INFO - 0.936 (+/-0.101) for {'C': 1000, 'random_state': 13}
07/08 19:34:39 - INFO - This estimator executed 0.0123 minutes
07/08 19:34:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:39 - INFO - Current Running:svm estimator
07/08 19:34:39 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:34:39 - INFO - Best CV Score: 0.8946218487394958

07/08 19:34:39 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:34:39 - INFO - This estimator executed 0.0005 minutes
07/08 19:34:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:39 - INFO - Current Running:mlp estimator
07/08 19:34:39 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:34:39 - INFO - Best CV Score: 0.5205042016806722

07/08 19:34:39 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:34:39 - INFO - This estimator executed 0.0019 minutes
07/08 19:34:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:39 - INFO - Current Running:rf estimator
07/08 19:34:39 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:34:39 - INFO - Best CV Score: 0.9067226890756303

07/08 19:34:39 - INFO - 0.907 (+/-0.092) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:34:39 - INFO - This estimator executed 0.0072 minutes
07/08 19:34:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:39 - INFO - Current Running:ada estimator
07/08 19:34:40 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:34:40 - INFO - Best CV Score: 0.9183193277310924

07/08 19:34:40 - INFO - 0.918 (+/-0.067) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:34:40 - INFO - This estimator executed 0.0078 minutes
07/08 19:34:40 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:40 - INFO - Current Running:gb estimator
07/08 19:34:40 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:34:40 - INFO - Best CV Score: 0.9413445378151261

07/08 19:34:40 - INFO - 0.941 (+/-0.075) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:34:40 - INFO - This estimator executed 0.0032 minutes
07/08 19:34:40 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:40 - INFO - Current Running:xgb estimator
07/08 19:34:40 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:34:40 - INFO - Best CV Score: 0.9295798319327732

07/08 19:34:40 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:34:40 - INFO - This estimator executed 0.002 minutes
07/08 19:34:40 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:34:40 - INFO - svm -- Accuracy: 0.93 / Precision: 0.889 / Recall: 0.96 / Latency: 3.0s
07/08 19:34:40 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:34:40 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:34:40 - INFO - ada -- Accuracy: 0.877 / Precision: 0.95 / Recall: 0.76 / Latency: 17.0s
07/08 19:34:40 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 4.0s
07/08 19:34:40 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:34:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:43 - INFO - Current Running:lgr estimator
07/08 19:34:43 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:34:43 - INFO - Best CV Score: 0.9591596638655462

07/08 19:34:43 - INFO - 0.93 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:34:43 - INFO - 0.93 (+/-0.058) for {'C': 0.01, 'random_state': 13}
07/08 19:34:43 - INFO - 0.959 (+/-0.047) for {'C': 0.1, 'random_state': 13}
07/08 19:34:43 - INFO - 0.947 (+/-0.044) for {'C': 1, 'random_state': 13}
07/08 19:34:43 - INFO - 0.942 (+/-0.053) for {'C': 10, 'random_state': 13}
07/08 19:34:43 - INFO - 0.947 (+/-0.044) for {'C': 100, 'random_state': 13}
07/08 19:34:43 - INFO - 0.959 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:34:43 - INFO - This estimator executed 0.0068 minutes
07/08 19:34:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:43 - INFO - Current Running:svm estimator
07/08 19:34:43 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:34:43 - INFO - Best CV Score: 0.9532773109243697

07/08 19:34:43 - INFO - 0.953 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:34:43 - INFO - This estimator executed 0.0005 minutes
07/08 19:34:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:43 - INFO - Current Running:mlp estimator
07/08 19:34:43 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:34:43 - INFO - Best CV Score: 0.8776470588235294

07/08 19:34:43 - INFO - 0.878 (+/-0.097) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:34:43 - INFO - This estimator executed 0.0089 minutes
07/08 19:34:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:43 - INFO - Current Running:rf estimator
07/08 19:34:44 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:34:44 - INFO - Best CV Score: 0.9122689075630254

07/08 19:34:44 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:34:44 - INFO - This estimator executed 0.0072 minutes
07/08 19:34:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:44 - INFO - Current Running:ada estimator
07/08 19:34:44 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:34:44 - INFO - Best CV Score: 0.9236974789915966

07/08 19:34:44 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:34:44 - INFO - This estimator executed 0.0079 minutes
07/08 19:34:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:44 - INFO - Current Running:gb estimator
07/08 19:34:45 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:34:45 - INFO - Best CV Score: 0.9297478991596637

07/08 19:34:45 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:34:45 - INFO - This estimator executed 0.0032 minutes
07/08 19:34:45 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:45 - INFO - Current Running:xgb estimator
07/08 19:34:45 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:34:45 - INFO - Best CV Score: 0.9354621848739496

07/08 19:34:45 - INFO - 0.935 (+/-0.087) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:34:45 - INFO - This estimator executed 0.0021 minutes
07/08 19:34:45 - INFO - lgr -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 2.0s
07/08 19:34:45 - INFO - svm -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 2.0s
07/08 19:34:45 - INFO - mlp -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:34:45 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 19:34:45 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:34:45 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:34:45 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:34:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:56 - INFO - Current Running:lgr estimator
07/08 19:34:57 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:34:57 - INFO - Best CV Score: 0.9415126050420168

07/08 19:34:57 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:34:57 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:34:57 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:34:57 - INFO - 0.894 (+/-0.089) for {'C': 1, 'random_state': 13}
07/08 19:34:57 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:34:57 - INFO - 0.936 (+/-0.087) for {'C': 100, 'random_state': 13}
07/08 19:34:57 - INFO - 0.942 (+/-0.064) for {'C': 1000, 'random_state': 13}
07/08 19:34:57 - INFO - This estimator executed 0.0138 minutes
07/08 19:34:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:57 - INFO - Current Running:svm estimator
07/08 19:34:57 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:34:57 - INFO - Best CV Score: 0.9063865546218487

07/08 19:34:57 - INFO - 0.906 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:34:57 - INFO - This estimator executed 0.0035 minutes
07/08 19:34:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:57 - INFO - Current Running:mlp estimator
07/08 19:34:57 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:34:57 - INFO - Best CV Score: 0.5205042016806722

07/08 19:34:57 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:34:57 - INFO - This estimator executed 0.0015 minutes
07/08 19:34:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:57 - INFO - Current Running:rf estimator
07/08 19:34:57 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:34:57 - INFO - Best CV Score: 0.9065546218487395

07/08 19:34:57 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:34:57 - INFO - This estimator executed 0.0072 minutes
07/08 19:34:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:57 - INFO - Current Running:ada estimator
07/08 19:34:58 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:34:58 - INFO - Best CV Score: 0.8949579831932774

07/08 19:34:58 - INFO - 0.895 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:34:58 - INFO - This estimator executed 0.0079 minutes
07/08 19:34:58 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:58 - INFO - Current Running:gb estimator
07/08 19:34:58 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:34:58 - INFO - Best CV Score: 0.9356302521008404

07/08 19:34:58 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:34:58 - INFO - This estimator executed 0.0032 minutes
07/08 19:34:58 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:34:58 - INFO - Current Running:xgb estimator
07/08 19:34:58 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:34:58 - INFO - Best CV Score: 0.9295798319327732

07/08 19:34:58 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:34:58 - INFO - This estimator executed 0.0021 minutes
07/08 19:34:58 - INFO - lgr -- Accuracy: 0.842 / Precision: 0.833 / Recall: 0.8 / Latency: 3.0s
07/08 19:34:58 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 2.0s
07/08 19:34:58 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:34:58 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:34:58 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 17.0s
07/08 19:34:58 - INFO - gb -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 4.0s
07/08 19:34:58 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:35:01 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:35:01 - INFO - Current Running:lgr estimator
07/08 19:35:01 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:35:01 - INFO - Best CV Score: 0.9650420168067226

07/08 19:35:01 - INFO - 0.924 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:35:01 - INFO - 0.936 (+/-0.055) for {'C': 0.01, 'random_state': 13}
07/08 19:35:01 - INFO - 0.942 (+/-0.052) for {'C': 0.1, 'random_state': 13}
07/08 19:35:01 - INFO - 0.959 (+/-0.047) for {'C': 1, 'random_state': 13}
07/08 19:35:01 - INFO - 0.953 (+/-0.059) for {'C': 10, 'random_state': 13}
07/08 19:35:01 - INFO - 0.959 (+/-0.047) for {'C': 100, 'random_state': 13}
07/08 19:35:01 - INFO - 0.965 (+/-0.043) for {'C': 1000, 'random_state': 13}
07/08 19:35:01 - INFO - This estimator executed 0.0065 minutes
07/08 19:35:01 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:35:01 - INFO - Current Running:svm estimator
07/08 19:35:01 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:35:01 - INFO - Best CV Score: 0.953109243697479

07/08 19:35:01 - INFO - 0.953 (+/-0.047) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:35:01 - INFO - This estimator executed 0.0005 minutes
07/08 19:35:01 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:35:01 - INFO - Current Running:mlp estimator
07/08 19:35:02 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:35:02 - INFO - Best CV Score: 0.9067226890756303

07/08 19:35:02 - INFO - 0.907 (+/-0.066) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:35:02 - INFO - This estimator executed 0.0091 minutes
07/08 19:35:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:35:02 - INFO - Current Running:rf estimator
07/08 19:35:02 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:35:02 - INFO - Best CV Score: 0.9065546218487395

07/08 19:35:02 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:35:02 - INFO - This estimator executed 0.0074 minutes
07/08 19:35:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:35:02 - INFO - Current Running:ada estimator
07/08 19:35:03 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:35:03 - INFO - Best CV Score: 0.9121008403361344

07/08 19:35:03 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:35:03 - INFO - This estimator executed 0.0078 minutes
07/08 19:35:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:35:03 - INFO - Current Running:gb estimator
07/08 19:35:03 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:35:03 - INFO - Best CV Score: 0.9413445378151261

07/08 19:35:03 - INFO - 0.941 (+/-0.065) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:35:03 - INFO - This estimator executed 0.0031 minutes
07/08 19:35:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:35:03 - INFO - Current Running:xgb estimator
07/08 19:35:03 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:35:03 - INFO - Best CV Score: 0.9472268907563025

07/08 19:35:03 - INFO - 0.947 (+/-0.044) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:35:03 - INFO - This estimator executed 0.002 minutes
07/08 19:35:03 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 2.0s
07/08 19:35:03 - INFO - svm -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:35:03 - INFO - mlp -- Accuracy: 0.93 / Precision: 1.0 / Recall: 0.84 / Latency: 3.0s
07/08 19:35:03 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:35:03 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 17.0s
07/08 19:35:03 - INFO - gb -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:35:03 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:35:20 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:35:20 - INFO - Current Running:lgr estimator
07/08 19:35:21 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:35:21 - INFO - Best CV Score: 0.9297478991596639

07/08 19:35:21 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:35:21 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:35:21 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:35:21 - INFO - 0.895 (+/-0.046) for {'C': 1, 'random_state': 13}
07/08 19:35:21 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:35:21 - INFO - 0.93 (+/-0.109) for {'C': 100, 'random_state': 13}
07/08 19:35:21 - INFO - 0.93 (+/-0.08) for {'C': 1000, 'random_state': 13}
07/08 19:35:21 - INFO - This estimator executed 0.0138 minutes
07/08 19:35:21 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:35:21 - INFO - Current Running:svm estimator
07/08 19:35:21 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:35:21 - INFO - Best CV Score: 0.9005042016806722

07/08 19:35:21 - INFO - 0.901 (+/-0.096) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:35:21 - INFO - This estimator executed 0.0031 minutes
07/08 19:35:21 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:35:21 - INFO - Current Running:mlp estimator
07/08 19:35:22 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:35:22 - INFO - Best CV Score: 0.5205042016806722

07/08 19:35:22 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:35:22 - INFO - This estimator executed 0.0017 minutes
07/08 19:35:22 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:35:22 - INFO - Current Running:rf estimator
07/08 19:35:22 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:35:22 - INFO - Best CV Score: 0.917983193277311

07/08 19:35:22 - INFO - 0.918 (+/-0.102) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:35:22 - INFO - This estimator executed 0.0072 minutes
07/08 19:35:22 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:35:22 - INFO - Current Running:ada estimator
07/08 19:35:22 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:35:22 - INFO - Best CV Score: 0.8949579831932774

07/08 19:35:22 - INFO - 0.895 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:35:22 - INFO - This estimator executed 0.008 minutes
07/08 19:35:22 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:35:22 - INFO - Current Running:gb estimator
07/08 19:35:23 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:35:23 - INFO - Best CV Score: 0.9357983193277312

07/08 19:35:23 - INFO - 0.936 (+/-0.068) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:35:23 - INFO - This estimator executed 0.0032 minutes
07/08 19:35:23 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:35:23 - INFO - Current Running:xgb estimator
07/08 19:35:23 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:35:23 - INFO - Best CV Score: 0.9295798319327732

07/08 19:35:23 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:35:23 - INFO - This estimator executed 0.002 minutes
07/08 19:35:23 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:35:23 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:35:23 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:35:23 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:35:23 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 17.0s
07/08 19:35:23 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:35:23 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:35:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:35:25 - INFO - Current Running:lgr estimator
07/08 19:35:26 - INFO - Best Paramaters: {'C': 0.1, 'random_state': 13}

07/08 19:35:26 - INFO - Best CV Score: 0.9475630252100841

07/08 19:35:26 - INFO - 0.913 (+/-0.081) for {'C': 0.001, 'random_state': 13}
07/08 19:35:26 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 19:35:26 - INFO - 0.948 (+/-0.042) for {'C': 0.1, 'random_state': 13}
07/08 19:35:26 - INFO - 0.947 (+/-0.023) for {'C': 1, 'random_state': 13}
07/08 19:35:26 - INFO - 0.947 (+/-0.044) for {'C': 10, 'random_state': 13}
07/08 19:35:26 - INFO - 0.947 (+/-0.044) for {'C': 100, 'random_state': 13}
07/08 19:35:26 - INFO - 0.947 (+/-0.058) for {'C': 1000, 'random_state': 13}
07/08 19:35:26 - INFO - This estimator executed 0.011 minutes
07/08 19:35:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:35:26 - INFO - Current Running:svm estimator
07/08 19:35:26 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:35:26 - INFO - Best CV Score: 0.9589915966386554

07/08 19:35:26 - INFO - 0.959 (+/-0.029) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:35:26 - INFO - This estimator executed 0.0007 minutes
07/08 19:35:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:35:26 - INFO - Current Running:mlp estimator
07/08 19:35:27 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:35:27 - INFO - Best CV Score: 0.9184873949579831

07/08 19:35:27 - INFO - 0.918 (+/-0.075) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:35:27 - INFO - This estimator executed 0.0152 minutes
07/08 19:35:27 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:35:27 - INFO - Current Running:rf estimator
07/08 19:35:28 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:35:28 - INFO - Best CV Score: 0.9063865546218487

07/08 19:35:28 - INFO - 0.906 (+/-0.12) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:35:28 - INFO - This estimator executed 0.0112 minutes
07/08 19:35:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:35:28 - INFO - Current Running:ada estimator
07/08 19:35:28 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:35:28 - INFO - Best CV Score: 0.924033613445378

07/08 19:35:28 - INFO - 0.924 (+/-0.028) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:35:28 - INFO - This estimator executed 0.0121 minutes
07/08 19:35:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:35:28 - INFO - Current Running:gb estimator
07/08 19:35:29 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:35:29 - INFO - Best CV Score: 0.9236974789915966

07/08 19:35:29 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:35:29 - INFO - This estimator executed 0.0048 minutes
07/08 19:35:29 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:35:29 - INFO - Current Running:xgb estimator
07/08 19:35:29 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:35:29 - INFO - Best CV Score: 0.917983193277311

07/08 19:35:29 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:35:29 - INFO - This estimator executed 0.0021 minutes
07/08 19:35:29 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:35:29 - INFO - svm -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:35:29 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 3.0s
07/08 19:35:29 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:35:29 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 18.0s
07/08 19:35:29 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:35:29 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:35:46 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:35:46 - INFO - Current Running:lgr estimator
07/08 19:35:47 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:35:47 - INFO - Best CV Score: 0.9415126050420168

07/08 19:35:47 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:35:47 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:35:47 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:35:47 - INFO - 0.889 (+/-0.079) for {'C': 1, 'random_state': 13}
07/08 19:35:47 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:35:47 - INFO - 0.936 (+/-0.087) for {'C': 100, 'random_state': 13}
07/08 19:35:47 - INFO - 0.942 (+/-0.064) for {'C': 1000, 'random_state': 13}
07/08 19:35:47 - INFO - This estimator executed 0.0138 minutes
07/08 19:35:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:35:47 - INFO - Current Running:svm estimator
07/08 19:35:47 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:35:47 - INFO - Best CV Score: 0.9063865546218487

07/08 19:35:47 - INFO - 0.906 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:35:47 - INFO - This estimator executed 0.0045 minutes
07/08 19:35:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:35:47 - INFO - Current Running:mlp estimator
07/08 19:35:47 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:35:47 - INFO - Best CV Score: 0.5205042016806722

07/08 19:35:47 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:35:47 - INFO - This estimator executed 0.0012 minutes
07/08 19:35:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:35:47 - INFO - Current Running:rf estimator
07/08 19:35:48 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:35:48 - INFO - Best CV Score: 0.9122689075630254

07/08 19:35:48 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:35:48 - INFO - This estimator executed 0.0073 minutes
07/08 19:35:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:35:48 - INFO - Current Running:ada estimator
07/08 19:35:48 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:35:48 - INFO - Best CV Score: 0.9236974789915966

07/08 19:35:48 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:35:48 - INFO - This estimator executed 0.0079 minutes
07/08 19:35:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:35:48 - INFO - Current Running:gb estimator
07/08 19:35:48 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:35:48 - INFO - Best CV Score: 0.9356302521008404

07/08 19:35:48 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:35:48 - INFO - This estimator executed 0.0033 minutes
07/08 19:35:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:35:48 - INFO - Current Running:xgb estimator
07/08 19:35:49 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:35:49 - INFO - Best CV Score: 0.9354621848739496

07/08 19:35:49 - INFO - 0.935 (+/-0.087) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:35:49 - INFO - This estimator executed 0.0021 minutes
07/08 19:35:49 - INFO - lgr -- Accuracy: 0.842 / Precision: 0.833 / Recall: 0.8 / Latency: 3.0s
07/08 19:35:49 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 4.0s
07/08 19:35:49 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:35:49 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:35:49 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:35:49 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:35:49 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:35:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:35:51 - INFO - Current Running:lgr estimator
07/08 19:35:51 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:35:51 - INFO - Best CV Score: 0.9591596638655462

07/08 19:35:51 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:35:51 - INFO - 0.924 (+/-0.093) for {'C': 0.01, 'random_state': 13}
07/08 19:35:51 - INFO - 0.936 (+/-0.085) for {'C': 0.1, 'random_state': 13}
07/08 19:35:51 - INFO - 0.959 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:35:51 - INFO - 0.947 (+/-0.101) for {'C': 10, 'random_state': 13}
07/08 19:35:51 - INFO - 0.953 (+/-0.103) for {'C': 100, 'random_state': 13}
07/08 19:35:51 - INFO - 0.947 (+/-0.101) for {'C': 1000, 'random_state': 13}
07/08 19:35:51 - INFO - This estimator executed 0.0066 minutes
07/08 19:35:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:35:51 - INFO - Current Running:svm estimator
07/08 19:35:51 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:35:51 - INFO - Best CV Score: 0.9589915966386554

07/08 19:35:51 - INFO - 0.959 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:35:51 - INFO - This estimator executed 0.0005 minutes
07/08 19:35:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:35:51 - INFO - Current Running:mlp estimator
07/08 19:35:52 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:35:52 - INFO - Best CV Score: 0.9243697478991596

07/08 19:35:52 - INFO - 0.924 (+/-0.093) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:35:52 - INFO - This estimator executed 0.009 minutes
07/08 19:35:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:35:52 - INFO - Current Running:rf estimator
07/08 19:35:52 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:35:52 - INFO - Best CV Score: 0.9065546218487395

07/08 19:35:52 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:35:52 - INFO - This estimator executed 0.0072 minutes
07/08 19:35:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:35:52 - INFO - Current Running:ada estimator
07/08 19:35:53 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:35:53 - INFO - Best CV Score: 0.9179831932773108

07/08 19:35:53 - INFO - 0.918 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:35:53 - INFO - This estimator executed 0.0081 minutes
07/08 19:35:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:35:53 - INFO - Current Running:gb estimator
07/08 19:35:53 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:35:53 - INFO - Best CV Score: 0.929579831932773

07/08 19:35:53 - INFO - 0.93 (+/-0.06) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:35:53 - INFO - This estimator executed 0.0032 minutes
07/08 19:35:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:35:53 - INFO - Current Running:xgb estimator
07/08 19:35:53 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:35:53 - INFO - Best CV Score: 0.9413445378151261

07/08 19:35:53 - INFO - 0.941 (+/-0.065) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:35:53 - INFO - This estimator executed 0.002 minutes
07/08 19:35:53 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:35:53 - INFO - svm -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:35:53 - INFO - mlp -- Accuracy: 0.825 / Precision: 0.826 / Recall: 0.76 / Latency: 3.0s
07/08 19:35:53 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:35:53 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 13.0s
07/08 19:35:53 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:35:53 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:36:06 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:06 - INFO - Current Running:lgr estimator
07/08 19:36:07 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:36:07 - INFO - Best CV Score: 0.9473949579831933

07/08 19:36:07 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:36:07 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:36:07 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:36:07 - INFO - 0.889 (+/-0.079) for {'C': 1, 'random_state': 13}
07/08 19:36:07 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:36:07 - INFO - 0.947 (+/-0.078) for {'C': 100, 'random_state': 13}
07/08 19:36:07 - INFO - 0.942 (+/-0.064) for {'C': 1000, 'random_state': 13}
07/08 19:36:07 - INFO - This estimator executed 0.0143 minutes
07/08 19:36:07 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:07 - INFO - Current Running:svm estimator
07/08 19:36:07 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:36:07 - INFO - Best CV Score: 0.9063865546218487

07/08 19:36:07 - INFO - 0.906 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:36:07 - INFO - This estimator executed 0.004 minutes
07/08 19:36:07 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:07 - INFO - Current Running:mlp estimator
07/08 19:36:07 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:36:07 - INFO - Best CV Score: 0.5205042016806722

07/08 19:36:07 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:36:07 - INFO - This estimator executed 0.0015 minutes
07/08 19:36:07 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:07 - INFO - Current Running:rf estimator
07/08 19:36:08 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:36:08 - INFO - Best CV Score: 0.9008403361344538

07/08 19:36:08 - INFO - 0.901 (+/-0.108) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:36:08 - INFO - This estimator executed 0.0075 minutes
07/08 19:36:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:08 - INFO - Current Running:ada estimator
07/08 19:36:08 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:36:08 - INFO - Best CV Score: 0.9122689075630251

07/08 19:36:08 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:36:08 - INFO - This estimator executed 0.0079 minutes
07/08 19:36:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:08 - INFO - Current Running:gb estimator
07/08 19:36:08 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:36:08 - INFO - Best CV Score: 0.9297478991596637

07/08 19:36:08 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:36:08 - INFO - This estimator executed 0.0034 minutes
07/08 19:36:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:08 - INFO - Current Running:xgb estimator
07/08 19:36:08 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:36:08 - INFO - Best CV Score: 0.9415126050420168

07/08 19:36:08 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:36:08 - INFO - This estimator executed 0.002 minutes
07/08 19:36:08 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:36:08 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:36:08 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:36:08 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:36:08 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:36:08 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:36:08 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:36:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:11 - INFO - Current Running:lgr estimator
07/08 19:36:11 - INFO - Best Paramaters: {'C': 0.1, 'random_state': 13}

07/08 19:36:11 - INFO - Best CV Score: 0.9534453781512605

07/08 19:36:11 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:36:11 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 19:36:11 - INFO - 0.953 (+/-0.045) for {'C': 0.1, 'random_state': 13}
07/08 19:36:11 - INFO - 0.942 (+/-0.036) for {'C': 1, 'random_state': 13}
07/08 19:36:11 - INFO - 0.947 (+/-0.044) for {'C': 10, 'random_state': 13}
07/08 19:36:11 - INFO - 0.953 (+/-0.047) for {'C': 100, 'random_state': 13}
07/08 19:36:11 - INFO - 0.947 (+/-0.044) for {'C': 1000, 'random_state': 13}
07/08 19:36:11 - INFO - This estimator executed 0.0066 minutes
07/08 19:36:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:11 - INFO - Current Running:svm estimator
07/08 19:36:11 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:36:11 - INFO - Best CV Score: 0.9591596638655462

07/08 19:36:11 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:36:11 - INFO - This estimator executed 0.0004 minutes
07/08 19:36:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:11 - INFO - Current Running:mlp estimator
07/08 19:36:12 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:36:12 - INFO - Best CV Score: 0.9127731092436976

07/08 19:36:12 - INFO - 0.913 (+/-0.095) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:36:12 - INFO - This estimator executed 0.0114 minutes
07/08 19:36:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:12 - INFO - Current Running:rf estimator
07/08 19:36:12 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:36:12 - INFO - Best CV Score: 0.9065546218487395

07/08 19:36:12 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:36:12 - INFO - This estimator executed 0.0107 minutes
07/08 19:36:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:12 - INFO - Current Running:ada estimator
07/08 19:36:13 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:36:13 - INFO - Best CV Score: 0.9122689075630251

07/08 19:36:13 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:36:13 - INFO - This estimator executed 0.0109 minutes
07/08 19:36:13 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:13 - INFO - Current Running:gb estimator
07/08 19:36:13 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:36:13 - INFO - Best CV Score: 0.924033613445378

07/08 19:36:13 - INFO - 0.924 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:36:13 - INFO - This estimator executed 0.0032 minutes
07/08 19:36:13 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:13 - INFO - Current Running:xgb estimator
07/08 19:36:13 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:36:13 - INFO - Best CV Score: 0.9415126050420168

07/08 19:36:13 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:36:13 - INFO - This estimator executed 0.0021 minutes
07/08 19:36:13 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 2.0s
07/08 19:36:13 - INFO - svm -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 2.0s
07/08 19:36:13 - INFO - mlp -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.5s
07/08 19:36:13 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:36:13 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:36:14 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:36:14 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 38.9s
07/08 19:36:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:28 - INFO - Current Running:lgr estimator
07/08 19:36:29 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:36:29 - INFO - Best CV Score: 0.9416806722689076

07/08 19:36:29 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:36:29 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:36:29 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:36:29 - INFO - 0.883 (+/-0.074) for {'C': 1, 'random_state': 13}
07/08 19:36:29 - INFO - 0.924 (+/-0.08) for {'C': 10, 'random_state': 13}
07/08 19:36:29 - INFO - 0.942 (+/-0.098) for {'C': 100, 'random_state': 13}
07/08 19:36:29 - INFO - 0.942 (+/-0.082) for {'C': 1000, 'random_state': 13}
07/08 19:36:29 - INFO - This estimator executed 0.0142 minutes
07/08 19:36:29 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:29 - INFO - Current Running:svm estimator
07/08 19:36:29 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:36:29 - INFO - Best CV Score: 0.9063865546218487

07/08 19:36:29 - INFO - 0.906 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:36:29 - INFO - This estimator executed 0.0041 minutes
07/08 19:36:29 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:29 - INFO - Current Running:mlp estimator
07/08 19:36:29 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:36:29 - INFO - Best CV Score: 0.5205042016806722

07/08 19:36:29 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:36:29 - INFO - This estimator executed 0.0013 minutes
07/08 19:36:29 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:29 - INFO - Current Running:rf estimator
07/08 19:36:30 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:36:30 - INFO - Best CV Score: 0.9008403361344538

07/08 19:36:30 - INFO - 0.901 (+/-0.108) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:36:30 - INFO - This estimator executed 0.0074 minutes
07/08 19:36:30 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:30 - INFO - Current Running:ada estimator
07/08 19:36:30 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:36:30 - INFO - Best CV Score: 0.9122689075630251

07/08 19:36:30 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:36:30 - INFO - This estimator executed 0.0081 minutes
07/08 19:36:30 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:30 - INFO - Current Running:gb estimator
07/08 19:36:30 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:36:30 - INFO - Best CV Score: 0.9297478991596637

07/08 19:36:30 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:36:30 - INFO - This estimator executed 0.0033 minutes
07/08 19:36:30 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:30 - INFO - Current Running:xgb estimator
07/08 19:36:30 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:36:30 - INFO - Best CV Score: 0.9415126050420168

07/08 19:36:30 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:36:30 - INFO - This estimator executed 0.0021 minutes
07/08 19:36:30 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:36:30 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:36:30 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:36:30 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:36:31 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:36:31 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:36:31 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:36:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:33 - INFO - Current Running:lgr estimator
07/08 19:36:33 - INFO - Best Paramaters: {'C': 0.1, 'random_state': 13}

07/08 19:36:33 - INFO - Best CV Score: 0.9534453781512605

07/08 19:36:33 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:36:33 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 19:36:33 - INFO - 0.953 (+/-0.045) for {'C': 0.1, 'random_state': 13}
07/08 19:36:33 - INFO - 0.942 (+/-0.036) for {'C': 1, 'random_state': 13}
07/08 19:36:33 - INFO - 0.947 (+/-0.044) for {'C': 10, 'random_state': 13}
07/08 19:36:33 - INFO - 0.953 (+/-0.047) for {'C': 100, 'random_state': 13}
07/08 19:36:33 - INFO - 0.947 (+/-0.044) for {'C': 1000, 'random_state': 13}
07/08 19:36:33 - INFO - This estimator executed 0.0068 minutes
07/08 19:36:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:33 - INFO - Current Running:svm estimator
07/08 19:36:33 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:36:33 - INFO - Best CV Score: 0.9591596638655462

07/08 19:36:33 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:36:33 - INFO - This estimator executed 0.0005 minutes
07/08 19:36:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:33 - INFO - Current Running:mlp estimator
07/08 19:36:34 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:36:34 - INFO - Best CV Score: 0.8833613445378152

07/08 19:36:34 - INFO - 0.883 (+/-0.08) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:36:34 - INFO - This estimator executed 0.009 minutes
07/08 19:36:34 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:34 - INFO - Current Running:rf estimator
07/08 19:36:34 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:36:34 - INFO - Best CV Score: 0.9122689075630254

07/08 19:36:34 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:36:34 - INFO - This estimator executed 0.0073 minutes
07/08 19:36:34 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:34 - INFO - Current Running:ada estimator
07/08 19:36:35 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:36:35 - INFO - Best CV Score: 0.9122689075630251

07/08 19:36:35 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:36:35 - INFO - This estimator executed 0.0079 minutes
07/08 19:36:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:35 - INFO - Current Running:gb estimator
07/08 19:36:35 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:36:35 - INFO - Best CV Score: 0.924033613445378

07/08 19:36:35 - INFO - 0.924 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:36:35 - INFO - This estimator executed 0.0034 minutes
07/08 19:36:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:35 - INFO - Current Running:xgb estimator
07/08 19:36:35 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:36:35 - INFO - Best CV Score: 0.9415126050420168

07/08 19:36:35 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:36:35 - INFO - This estimator executed 0.0019 minutes
07/08 19:36:35 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:36:35 - INFO - svm -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 2.0s
07/08 19:36:35 - INFO - mlp -- Accuracy: 0.825 / Precision: 0.857 / Recall: 0.72 / Latency: 2.0s
07/08 19:36:35 - INFO - rf -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 12.0s
07/08 19:36:35 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:36:35 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:36:35 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:36:46 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:46 - INFO - Current Running:lgr estimator
07/08 19:36:47 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:36:47 - INFO - Best CV Score: 0.9473949579831933

07/08 19:36:47 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:36:47 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:36:47 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:36:47 - INFO - 0.883 (+/-0.074) for {'C': 1, 'random_state': 13}
07/08 19:36:47 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:36:47 - INFO - 0.942 (+/-0.098) for {'C': 100, 'random_state': 13}
07/08 19:36:47 - INFO - 0.947 (+/-0.078) for {'C': 1000, 'random_state': 13}
07/08 19:36:47 - INFO - This estimator executed 0.0141 minutes
07/08 19:36:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:47 - INFO - Current Running:svm estimator
07/08 19:36:47 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:36:47 - INFO - Best CV Score: 0.9063865546218487

07/08 19:36:47 - INFO - 0.906 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:36:47 - INFO - This estimator executed 0.004 minutes
07/08 19:36:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:47 - INFO - Current Running:mlp estimator
07/08 19:36:47 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:36:47 - INFO - Best CV Score: 0.5205042016806722

07/08 19:36:47 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:36:47 - INFO - This estimator executed 0.0014 minutes
07/08 19:36:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:47 - INFO - Current Running:rf estimator
07/08 19:36:48 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:36:48 - INFO - Best CV Score: 0.9122689075630254

07/08 19:36:48 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:36:48 - INFO - This estimator executed 0.0073 minutes
07/08 19:36:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:48 - INFO - Current Running:ada estimator
07/08 19:36:48 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:36:48 - INFO - Best CV Score: 0.9122689075630251

07/08 19:36:48 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:36:48 - INFO - This estimator executed 0.008 minutes
07/08 19:36:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:48 - INFO - Current Running:gb estimator
07/08 19:36:48 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:36:49 - INFO - Best CV Score: 0.924033613445378

07/08 19:36:49 - INFO - 0.924 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:36:49 - INFO - This estimator executed 0.0033 minutes
07/08 19:36:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:49 - INFO - Current Running:xgb estimator
07/08 19:36:49 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:36:49 - INFO - Best CV Score: 0.9415126050420168

07/08 19:36:49 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:36:49 - INFO - This estimator executed 0.002 minutes
07/08 19:36:49 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:36:49 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:36:49 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 4.0s
07/08 19:36:49 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 19:36:49 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:36:49 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:36:49 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:36:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:51 - INFO - Current Running:lgr estimator
07/08 19:36:51 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:36:51 - INFO - Best CV Score: 0.9532773109243697

07/08 19:36:51 - INFO - 0.924 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:36:51 - INFO - 0.93 (+/-0.058) for {'C': 0.01, 'random_state': 13}
07/08 19:36:51 - INFO - 0.941 (+/-0.075) for {'C': 0.1, 'random_state': 13}
07/08 19:36:51 - INFO - 0.953 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:36:51 - INFO - 0.942 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:36:51 - INFO - 0.953 (+/-0.08) for {'C': 100, 'random_state': 13}
07/08 19:36:51 - INFO - 0.953 (+/-0.08) for {'C': 1000, 'random_state': 13}
07/08 19:36:51 - INFO - This estimator executed 0.0066 minutes
07/08 19:36:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:51 - INFO - Current Running:svm estimator
07/08 19:36:51 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:36:51 - INFO - Best CV Score: 0.9589915966386554

07/08 19:36:51 - INFO - 0.959 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:36:51 - INFO - This estimator executed 0.0005 minutes
07/08 19:36:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:51 - INFO - Current Running:mlp estimator
07/08 19:36:52 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:36:52 - INFO - Best CV Score: 0.8482352941176471

07/08 19:36:52 - INFO - 0.848 (+/-0.112) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:36:52 - INFO - This estimator executed 0.009 minutes
07/08 19:36:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:52 - INFO - Current Running:rf estimator
07/08 19:36:52 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:36:52 - INFO - Best CV Score: 0.9065546218487395

07/08 19:36:52 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:36:52 - INFO - This estimator executed 0.0073 minutes
07/08 19:36:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:52 - INFO - Current Running:ada estimator
07/08 19:36:53 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:36:53 - INFO - Best CV Score: 0.9415126050420166

07/08 19:36:53 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:36:53 - INFO - This estimator executed 0.0077 minutes
07/08 19:36:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:53 - INFO - Current Running:gb estimator
07/08 19:36:53 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:36:53 - INFO - Best CV Score: 0.9413445378151261

07/08 19:36:53 - INFO - 0.941 (+/-0.065) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:36:53 - INFO - This estimator executed 0.0031 minutes
07/08 19:36:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:36:53 - INFO - Current Running:xgb estimator
07/08 19:36:53 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:36:53 - INFO - Best CV Score: 0.9472268907563025

07/08 19:36:53 - INFO - 0.947 (+/-0.069) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:36:53 - INFO - This estimator executed 0.002 minutes
07/08 19:36:53 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:36:53 - INFO - svm -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:36:53 - INFO - mlp -- Accuracy: 0.912 / Precision: 1.0 / Recall: 0.8 / Latency: 3.0s
07/08 19:36:53 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:36:53 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:36:53 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:36:53 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:37:04 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:04 - INFO - Current Running:lgr estimator
07/08 19:37:05 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:37:05 - INFO - Best CV Score: 0.9473949579831933

07/08 19:37:05 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:37:05 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:37:05 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:37:05 - INFO - 0.883 (+/-0.074) for {'C': 1, 'random_state': 13}
07/08 19:37:05 - INFO - 0.924 (+/-0.08) for {'C': 10, 'random_state': 13}
07/08 19:37:05 - INFO - 0.942 (+/-0.098) for {'C': 100, 'random_state': 13}
07/08 19:37:05 - INFO - 0.947 (+/-0.078) for {'C': 1000, 'random_state': 13}
07/08 19:37:05 - INFO - This estimator executed 0.0141 minutes
07/08 19:37:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:05 - INFO - Current Running:svm estimator
07/08 19:37:05 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:37:05 - INFO - Best CV Score: 0.9063865546218487

07/08 19:37:05 - INFO - 0.906 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:37:05 - INFO - This estimator executed 0.0039 minutes
07/08 19:37:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:05 - INFO - Current Running:mlp estimator
07/08 19:37:05 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:37:05 - INFO - Best CV Score: 0.5205042016806722

07/08 19:37:05 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:37:05 - INFO - This estimator executed 0.0014 minutes
07/08 19:37:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:05 - INFO - Current Running:rf estimator
07/08 19:37:05 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:37:05 - INFO - Best CV Score: 0.9065546218487395

07/08 19:37:05 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:37:05 - INFO - This estimator executed 0.0073 minutes
07/08 19:37:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:05 - INFO - Current Running:ada estimator
07/08 19:37:06 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:37:06 - INFO - Best CV Score: 0.9122689075630251

07/08 19:37:06 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:37:06 - INFO - This estimator executed 0.0078 minutes
07/08 19:37:06 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:06 - INFO - Current Running:gb estimator
07/08 19:37:06 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:37:06 - INFO - Best CV Score: 0.924033613445378

07/08 19:37:06 - INFO - 0.924 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:37:06 - INFO - This estimator executed 0.0033 minutes
07/08 19:37:06 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:06 - INFO - Current Running:xgb estimator
07/08 19:37:06 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:37:06 - INFO - Best CV Score: 0.9415126050420168

07/08 19:37:06 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:37:06 - INFO - This estimator executed 0.0021 minutes
07/08 19:37:06 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:37:06 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:37:06 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:37:06 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:37:06 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:37:06 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:37:06 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:37:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:08 - INFO - Current Running:lgr estimator
07/08 19:37:09 - INFO - Best Paramaters: {'C': 0.1, 'random_state': 13}

07/08 19:37:09 - INFO - Best CV Score: 0.9534453781512605

07/08 19:37:09 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:37:09 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 19:37:09 - INFO - 0.953 (+/-0.045) for {'C': 0.1, 'random_state': 13}
07/08 19:37:09 - INFO - 0.942 (+/-0.036) for {'C': 1, 'random_state': 13}
07/08 19:37:09 - INFO - 0.947 (+/-0.044) for {'C': 10, 'random_state': 13}
07/08 19:37:09 - INFO - 0.953 (+/-0.047) for {'C': 100, 'random_state': 13}
07/08 19:37:09 - INFO - 0.947 (+/-0.044) for {'C': 1000, 'random_state': 13}
07/08 19:37:09 - INFO - This estimator executed 0.0067 minutes
07/08 19:37:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:09 - INFO - Current Running:svm estimator
07/08 19:37:09 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:37:09 - INFO - Best CV Score: 0.9591596638655462

07/08 19:37:09 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:37:09 - INFO - This estimator executed 0.0005 minutes
07/08 19:37:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:09 - INFO - Current Running:mlp estimator
07/08 19:37:09 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:37:09 - INFO - Best CV Score: 0.9067226890756303

07/08 19:37:09 - INFO - 0.907 (+/-0.092) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:37:09 - INFO - This estimator executed 0.0091 minutes
07/08 19:37:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:09 - INFO - Current Running:rf estimator
07/08 19:37:10 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:37:10 - INFO - Best CV Score: 0.9063865546218487

07/08 19:37:10 - INFO - 0.906 (+/-0.12) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:37:10 - INFO - This estimator executed 0.0073 minutes
07/08 19:37:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:10 - INFO - Current Running:ada estimator
07/08 19:37:10 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:37:10 - INFO - Best CV Score: 0.9122689075630251

07/08 19:37:10 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:37:10 - INFO - This estimator executed 0.0079 minutes
07/08 19:37:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:10 - INFO - Current Running:gb estimator
07/08 19:37:10 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:37:10 - INFO - Best CV Score: 0.924033613445378

07/08 19:37:10 - INFO - 0.924 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:37:10 - INFO - This estimator executed 0.0032 minutes
07/08 19:37:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:10 - INFO - Current Running:xgb estimator
07/08 19:37:11 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:37:11 - INFO - Best CV Score: 0.9415126050420168

07/08 19:37:11 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:37:11 - INFO - This estimator executed 0.002 minutes
07/08 19:37:11 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:37:11 - INFO - svm -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 3.0s
07/08 19:37:11 - INFO - mlp -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:37:11 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:37:11 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:37:11 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:37:11 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:37:24 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:24 - INFO - Current Running:lgr estimator
07/08 19:37:25 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:37:25 - INFO - Best CV Score: 0.924033613445378

07/08 19:37:25 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:37:25 - INFO - 0.86 (+/-0.101) for {'C': 0.01, 'random_state': 13}
07/08 19:37:25 - INFO - 0.889 (+/-0.087) for {'C': 0.1, 'random_state': 13}
07/08 19:37:25 - INFO - 0.894 (+/-0.11) for {'C': 1, 'random_state': 13}
07/08 19:37:25 - INFO - 0.918 (+/-0.094) for {'C': 10, 'random_state': 13}
07/08 19:37:25 - INFO - 0.924 (+/-0.109) for {'C': 100, 'random_state': 13}
07/08 19:37:25 - INFO - 0.918 (+/-0.126) for {'C': 1000, 'random_state': 13}
07/08 19:37:25 - INFO - This estimator executed 0.0143 minutes
07/08 19:37:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:25 - INFO - Current Running:svm estimator
07/08 19:37:25 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:37:25 - INFO - Best CV Score: 0.8946218487394958

07/08 19:37:25 - INFO - 0.895 (+/-0.071) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:37:25 - INFO - This estimator executed 0.0019 minutes
07/08 19:37:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:25 - INFO - Current Running:mlp estimator
07/08 19:37:25 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:37:25 - INFO - Best CV Score: 0.5205042016806722

07/08 19:37:25 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:37:25 - INFO - This estimator executed 0.0013 minutes
07/08 19:37:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:25 - INFO - Current Running:rf estimator
07/08 19:37:25 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:37:25 - INFO - Best CV Score: 0.9122689075630254

07/08 19:37:25 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:37:25 - INFO - This estimator executed 0.0075 minutes
07/08 19:37:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:25 - INFO - Current Running:ada estimator
07/08 19:37:26 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:37:26 - INFO - Best CV Score: 0.9415126050420166

07/08 19:37:26 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:37:26 - INFO - This estimator executed 0.0079 minutes
07/08 19:37:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:26 - INFO - Current Running:gb estimator
07/08 19:37:26 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:37:26 - INFO - Best CV Score: 0.9413445378151261

07/08 19:37:26 - INFO - 0.941 (+/-0.065) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:37:26 - INFO - This estimator executed 0.0033 minutes
07/08 19:37:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:26 - INFO - Current Running:xgb estimator
07/08 19:37:26 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:37:26 - INFO - Best CV Score: 0.9472268907563025

07/08 19:37:26 - INFO - 0.947 (+/-0.069) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:37:26 - INFO - This estimator executed 0.002 minutes
07/08 19:37:26 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:37:26 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:37:26 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:37:26 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:37:26 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:37:26 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:37:26 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:37:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:28 - INFO - Current Running:lgr estimator
07/08 19:37:29 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:37:29 - INFO - Best CV Score: 0.9532773109243697

07/08 19:37:29 - INFO - 0.924 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:37:29 - INFO - 0.93 (+/-0.058) for {'C': 0.01, 'random_state': 13}
07/08 19:37:29 - INFO - 0.941 (+/-0.075) for {'C': 0.1, 'random_state': 13}
07/08 19:37:29 - INFO - 0.953 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:37:29 - INFO - 0.942 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:37:29 - INFO - 0.953 (+/-0.08) for {'C': 100, 'random_state': 13}
07/08 19:37:29 - INFO - 0.953 (+/-0.08) for {'C': 1000, 'random_state': 13}
07/08 19:37:29 - INFO - This estimator executed 0.0066 minutes
07/08 19:37:29 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:29 - INFO - Current Running:svm estimator
07/08 19:37:29 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:37:29 - INFO - Best CV Score: 0.9589915966386554

07/08 19:37:29 - INFO - 0.959 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:37:29 - INFO - This estimator executed 0.0005 minutes
07/08 19:37:29 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:29 - INFO - Current Running:mlp estimator
07/08 19:37:29 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:37:29 - INFO - Best CV Score: 0.9065546218487395

07/08 19:37:29 - INFO - 0.907 (+/-0.086) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:37:29 - INFO - This estimator executed 0.0091 minutes
07/08 19:37:29 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:29 - INFO - Current Running:rf estimator
07/08 19:37:30 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:37:30 - INFO - Best CV Score: 0.9122689075630254

07/08 19:37:30 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:37:30 - INFO - This estimator executed 0.0072 minutes
07/08 19:37:30 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:30 - INFO - Current Running:ada estimator
07/08 19:37:30 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:37:30 - INFO - Best CV Score: 0.9415126050420166

07/08 19:37:30 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:37:30 - INFO - This estimator executed 0.0084 minutes
07/08 19:37:30 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:30 - INFO - Current Running:gb estimator
07/08 19:37:30 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:37:30 - INFO - Best CV Score: 0.9413445378151261

07/08 19:37:30 - INFO - 0.941 (+/-0.065) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:37:30 - INFO - This estimator executed 0.0032 minutes
07/08 19:37:30 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:30 - INFO - Current Running:xgb estimator
07/08 19:37:30 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:37:30 - INFO - Best CV Score: 0.9472268907563025

07/08 19:37:30 - INFO - 0.947 (+/-0.069) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:37:30 - INFO - This estimator executed 0.002 minutes
07/08 19:37:30 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:37:30 - INFO - svm -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:37:31 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.905 / Recall: 0.76 / Latency: 3.0s
07/08 19:37:31 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:37:31 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:37:31 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:37:31 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:37:45 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:45 - INFO - Current Running:lgr estimator
07/08 19:37:46 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:37:46 - INFO - Best CV Score: 0.9357983193277312

07/08 19:37:46 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:37:46 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:37:46 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:37:46 - INFO - 0.889 (+/-0.078) for {'C': 1, 'random_state': 13}
07/08 19:37:46 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:37:46 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:37:46 - INFO - 0.936 (+/-0.086) for {'C': 1000, 'random_state': 13}
07/08 19:37:46 - INFO - This estimator executed 0.0135 minutes
07/08 19:37:46 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:46 - INFO - Current Running:svm estimator
07/08 19:37:46 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:37:46 - INFO - Best CV Score: 0.9005042016806722

07/08 19:37:46 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:37:46 - INFO - This estimator executed 0.0039 minutes
07/08 19:37:46 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:46 - INFO - Current Running:mlp estimator
07/08 19:37:46 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:37:46 - INFO - Best CV Score: 0.5205042016806722

07/08 19:37:46 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:37:46 - INFO - This estimator executed 0.0015 minutes
07/08 19:37:46 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:46 - INFO - Current Running:rf estimator
07/08 19:37:47 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:37:47 - INFO - Best CV Score: 0.9122689075630254

07/08 19:37:47 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:37:47 - INFO - This estimator executed 0.0073 minutes
07/08 19:37:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:47 - INFO - Current Running:ada estimator
07/08 19:37:47 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:37:47 - INFO - Best CV Score: 0.9063865546218487

07/08 19:37:47 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:37:47 - INFO - This estimator executed 0.0081 minutes
07/08 19:37:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:47 - INFO - Current Running:gb estimator
07/08 19:37:48 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:37:48 - INFO - Best CV Score: 0.924033613445378

07/08 19:37:48 - INFO - 0.924 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:37:48 - INFO - This estimator executed 0.0033 minutes
07/08 19:37:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:48 - INFO - Current Running:xgb estimator
07/08 19:37:48 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:37:48 - INFO - Best CV Score: 0.9415126050420168

07/08 19:37:48 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:37:48 - INFO - This estimator executed 0.0021 minutes
07/08 19:37:48 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 2.0s
07/08 19:37:48 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:37:48 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:37:48 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:37:48 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:37:48 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:37:48 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:37:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:51 - INFO - Current Running:lgr estimator
07/08 19:37:51 - INFO - Best Paramaters: {'C': 0.1, 'random_state': 13}

07/08 19:37:51 - INFO - Best CV Score: 0.9473949579831933

07/08 19:37:51 - INFO - 0.93 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:37:51 - INFO - 0.93 (+/-0.077) for {'C': 0.01, 'random_state': 13}
07/08 19:37:51 - INFO - 0.947 (+/-0.044) for {'C': 0.1, 'random_state': 13}
07/08 19:37:51 - INFO - 0.942 (+/-0.037) for {'C': 1, 'random_state': 13}
07/08 19:37:51 - INFO - 0.947 (+/-0.044) for {'C': 10, 'random_state': 13}
07/08 19:37:51 - INFO - 0.942 (+/-0.064) for {'C': 100, 'random_state': 13}
07/08 19:37:51 - INFO - 0.93 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:37:51 - INFO - This estimator executed 0.0064 minutes
07/08 19:37:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:51 - INFO - Current Running:svm estimator
07/08 19:37:51 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:37:51 - INFO - Best CV Score: 0.9475630252100841

07/08 19:37:51 - INFO - 0.948 (+/-0.042) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:37:51 - INFO - This estimator executed 0.0005 minutes
07/08 19:37:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:51 - INFO - Current Running:mlp estimator
07/08 19:37:52 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:37:52 - INFO - Best CV Score: 0.8830252100840337

07/08 19:37:52 - INFO - 0.883 (+/-0.074) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:37:52 - INFO - This estimator executed 0.0091 minutes
07/08 19:37:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:52 - INFO - Current Running:rf estimator
07/08 19:37:52 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:37:52 - INFO - Best CV Score: 0.9122689075630254

07/08 19:37:52 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:37:52 - INFO - This estimator executed 0.0074 minutes
07/08 19:37:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:52 - INFO - Current Running:ada estimator
07/08 19:37:53 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:37:53 - INFO - Best CV Score: 0.941344537815126

07/08 19:37:53 - INFO - 0.941 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:37:53 - INFO - This estimator executed 0.008 minutes
07/08 19:37:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:53 - INFO - Current Running:gb estimator
07/08 19:37:53 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:37:53 - INFO - Best CV Score: 0.9238655462184873

07/08 19:37:53 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:37:53 - INFO - This estimator executed 0.0032 minutes
07/08 19:37:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:37:53 - INFO - Current Running:xgb estimator
07/08 19:37:53 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:37:53 - INFO - Best CV Score: 0.9238655462184873

07/08 19:37:53 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:37:53 - INFO - This estimator executed 0.002 minutes
07/08 19:37:53 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:37:53 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 19:37:53 - INFO - mlp -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:37:53 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:37:53 - INFO - ada -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 16.0s
07/08 19:37:53 - INFO - gb -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:37:53 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:38:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:38:09 - INFO - Current Running:lgr estimator
07/08 19:38:10 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:38:10 - INFO - Best CV Score: 0.9415126050420168

07/08 19:38:10 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:38:10 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:38:10 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:38:10 - INFO - 0.889 (+/-0.078) for {'C': 1, 'random_state': 13}
07/08 19:38:10 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:38:10 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:38:10 - INFO - 0.942 (+/-0.083) for {'C': 1000, 'random_state': 13}
07/08 19:38:10 - INFO - This estimator executed 0.014 minutes
07/08 19:38:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:38:10 - INFO - Current Running:svm estimator
07/08 19:38:10 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:38:10 - INFO - Best CV Score: 0.9005042016806722

07/08 19:38:10 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:38:10 - INFO - This estimator executed 0.0031 minutes
07/08 19:38:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:38:10 - INFO - Current Running:mlp estimator
07/08 19:38:10 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:38:10 - INFO - Best CV Score: 0.5205042016806722

07/08 19:38:10 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:38:10 - INFO - This estimator executed 0.0016 minutes
07/08 19:38:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:38:10 - INFO - Current Running:rf estimator
07/08 19:38:10 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:38:10 - INFO - Best CV Score: 0.9122689075630254

07/08 19:38:10 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:38:10 - INFO - This estimator executed 0.0075 minutes
07/08 19:38:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:38:10 - INFO - Current Running:ada estimator
07/08 19:38:11 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:38:11 - INFO - Best CV Score: 0.9236974789915966

07/08 19:38:11 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:38:11 - INFO - This estimator executed 0.008 minutes
07/08 19:38:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:38:11 - INFO - Current Running:gb estimator
07/08 19:38:11 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:38:11 - INFO - Best CV Score: 0.9297478991596637

07/08 19:38:11 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:38:11 - INFO - This estimator executed 0.0034 minutes
07/08 19:38:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:38:11 - INFO - Current Running:xgb estimator
07/08 19:38:11 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:38:11 - INFO - Best CV Score: 0.9354621848739496

07/08 19:38:11 - INFO - 0.935 (+/-0.087) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:38:11 - INFO - This estimator executed 0.002 minutes
07/08 19:38:11 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:38:11 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:38:11 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:38:11 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:38:11 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.5s
07/08 19:38:11 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:38:11 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:38:14 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:38:14 - INFO - Current Running:lgr estimator
07/08 19:38:14 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:38:14 - INFO - Best CV Score: 0.9532773109243697

07/08 19:38:14 - INFO - 0.924 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:38:14 - INFO - 0.918 (+/-0.084) for {'C': 0.01, 'random_state': 13}
07/08 19:38:14 - INFO - 0.942 (+/-0.074) for {'C': 0.1, 'random_state': 13}
07/08 19:38:14 - INFO - 0.953 (+/-0.08) for {'C': 1, 'random_state': 13}
07/08 19:38:14 - INFO - 0.953 (+/-0.08) for {'C': 10, 'random_state': 13}
07/08 19:38:14 - INFO - 0.947 (+/-0.101) for {'C': 100, 'random_state': 13}
07/08 19:38:14 - INFO - 0.942 (+/-0.098) for {'C': 1000, 'random_state': 13}
07/08 19:38:14 - INFO - This estimator executed 0.0067 minutes
07/08 19:38:14 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:38:14 - INFO - Current Running:svm estimator
07/08 19:38:14 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:38:14 - INFO - Best CV Score: 0.9589915966386554

07/08 19:38:14 - INFO - 0.959 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:38:14 - INFO - This estimator executed 0.0005 minutes
07/08 19:38:14 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:38:14 - INFO - Current Running:mlp estimator
07/08 19:38:15 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:38:15 - INFO - Best CV Score: 0.8539495798319328

07/08 19:38:15 - INFO - 0.854 (+/-0.063) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:38:15 - INFO - This estimator executed 0.009 minutes
07/08 19:38:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:38:15 - INFO - Current Running:rf estimator
07/08 19:38:15 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:38:15 - INFO - Best CV Score: 0.9122689075630254

07/08 19:38:15 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:38:15 - INFO - This estimator executed 0.0073 minutes
07/08 19:38:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:38:15 - INFO - Current Running:ada estimator
07/08 19:38:16 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:38:16 - INFO - Best CV Score: 0.9181512605042016

07/08 19:38:16 - INFO - 0.918 (+/-0.068) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:38:16 - INFO - This estimator executed 0.0079 minutes
07/08 19:38:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:38:16 - INFO - Current Running:gb estimator
07/08 19:38:16 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:38:16 - INFO - Best CV Score: 0.9356302521008404

07/08 19:38:16 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:38:16 - INFO - This estimator executed 0.0033 minutes
07/08 19:38:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:38:16 - INFO - Current Running:xgb estimator
07/08 19:38:16 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:38:16 - INFO - Best CV Score: 0.9297478991596639

07/08 19:38:16 - INFO - 0.93 (+/-0.06) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:38:16 - INFO - This estimator executed 0.002 minutes
07/08 19:38:16 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:38:16 - INFO - svm -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:38:16 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.95 / Recall: 0.76 / Latency: 4.0s
07/08 19:38:16 - INFO - rf -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 11.0s
07/08 19:38:16 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:38:16 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 4.0s
07/08 19:38:16 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:38:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:38:31 - INFO - Current Running:lgr estimator
07/08 19:38:32 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:38:32 - INFO - Best CV Score: 0.9357983193277309

07/08 19:38:32 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:38:32 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:38:32 - INFO - 0.889 (+/-0.078) for {'C': 0.1, 'random_state': 13}
07/08 19:38:32 - INFO - 0.889 (+/-0.108) for {'C': 1, 'random_state': 13}
07/08 19:38:32 - INFO - 0.93 (+/-0.121) for {'C': 10, 'random_state': 13}
07/08 19:38:32 - INFO - 0.936 (+/-0.131) for {'C': 100, 'random_state': 13}
07/08 19:38:32 - INFO - 0.93 (+/-0.121) for {'C': 1000, 'random_state': 13}
07/08 19:38:32 - INFO - This estimator executed 0.0141 minutes
07/08 19:38:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:38:32 - INFO - Current Running:svm estimator
07/08 19:38:32 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:38:32 - INFO - Best CV Score: 0.9005042016806722

07/08 19:38:32 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:38:32 - INFO - This estimator executed 0.0019 minutes
07/08 19:38:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:38:32 - INFO - Current Running:mlp estimator
07/08 19:38:32 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:38:32 - INFO - Best CV Score: 0.5205042016806722

07/08 19:38:32 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:38:32 - INFO - This estimator executed 0.0013 minutes
07/08 19:38:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:38:32 - INFO - Current Running:rf estimator
07/08 19:38:32 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:38:32 - INFO - Best CV Score: 0.9065546218487395

07/08 19:38:32 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:38:32 - INFO - This estimator executed 0.0074 minutes
07/08 19:38:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:38:32 - INFO - Current Running:ada estimator
07/08 19:38:33 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:38:33 - INFO - Best CV Score: 0.9415126050420166

07/08 19:38:33 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:38:33 - INFO - This estimator executed 0.0079 minutes
07/08 19:38:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:38:33 - INFO - Current Running:gb estimator
07/08 19:38:33 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:38:33 - INFO - Best CV Score: 0.9240336134453783

07/08 19:38:33 - INFO - 0.924 (+/-0.06) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:38:33 - INFO - This estimator executed 0.0032 minutes
07/08 19:38:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:38:33 - INFO - Current Running:xgb estimator
07/08 19:38:33 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:38:33 - INFO - Best CV Score: 0.9472268907563025

07/08 19:38:33 - INFO - 0.947 (+/-0.069) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:38:33 - INFO - This estimator executed 0.0021 minutes
07/08 19:38:33 - INFO - lgr -- Accuracy: 0.93 / Precision: 0.92 / Recall: 0.92 / Latency: 2.0s
07/08 19:38:33 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 2.0s
07/08 19:38:33 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:38:33 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:38:33 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:38:33 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:38:33 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:38:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:38:36 - INFO - Current Running:lgr estimator
07/08 19:38:36 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:38:36 - INFO - Best CV Score: 0.9591596638655462

07/08 19:38:36 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:38:36 - INFO - 0.924 (+/-0.077) for {'C': 0.01, 'random_state': 13}
07/08 19:38:36 - INFO - 0.936 (+/-0.067) for {'C': 0.1, 'random_state': 13}
07/08 19:38:36 - INFO - 0.959 (+/-0.047) for {'C': 1, 'random_state': 13}
07/08 19:38:36 - INFO - 0.948 (+/-0.068) for {'C': 10, 'random_state': 13}
07/08 19:38:36 - INFO - 0.948 (+/-0.068) for {'C': 100, 'random_state': 13}
07/08 19:38:36 - INFO - 0.942 (+/-0.081) for {'C': 1000, 'random_state': 13}
07/08 19:38:36 - INFO - This estimator executed 0.0065 minutes
07/08 19:38:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:38:36 - INFO - Current Running:svm estimator
07/08 19:38:36 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:38:36 - INFO - Best CV Score: 0.953109243697479

07/08 19:38:36 - INFO - 0.953 (+/-0.047) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:38:36 - INFO - This estimator executed 0.0005 minutes
07/08 19:38:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:38:36 - INFO - Current Running:mlp estimator
07/08 19:38:37 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:38:37 - INFO - Best CV Score: 0.9008403361344538

07/08 19:38:37 - INFO - 0.901 (+/-0.057) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:38:37 - INFO - This estimator executed 0.009 minutes
07/08 19:38:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:38:37 - INFO - Current Running:rf estimator
07/08 19:38:37 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:38:37 - INFO - Best CV Score: 0.9122689075630254

07/08 19:38:37 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:38:37 - INFO - This estimator executed 0.0074 minutes
07/08 19:38:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:38:37 - INFO - Current Running:ada estimator
07/08 19:38:38 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:38:38 - INFO - Best CV Score: 0.9122689075630251

07/08 19:38:38 - INFO - 0.912 (+/-0.037) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:38:38 - INFO - This estimator executed 0.0078 minutes
07/08 19:38:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:38:38 - INFO - Current Running:gb estimator
07/08 19:38:38 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:38:38 - INFO - Best CV Score: 0.9354621848739495

07/08 19:38:38 - INFO - 0.935 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:38:38 - INFO - This estimator executed 0.0032 minutes
07/08 19:38:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:38:38 - INFO - Current Running:xgb estimator
07/08 19:38:38 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:38:38 - INFO - Best CV Score: 0.9295798319327732

07/08 19:38:38 - INFO - 0.93 (+/-0.08) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:38:38 - INFO - This estimator executed 0.002 minutes
07/08 19:38:38 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:38:38 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:38:38 - INFO - mlp -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:38:38 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:38:38 - INFO - ada -- Accuracy: 0.93 / Precision: 0.957 / Recall: 0.88 / Latency: 16.0s
07/08 19:38:38 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:38:38 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:38:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:38:53 - INFO - Current Running:lgr estimator
07/08 19:38:53 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:38:53 - INFO - Best CV Score: 0.9415126050420168

07/08 19:38:53 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:38:53 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:38:53 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:38:53 - INFO - 0.883 (+/-0.098) for {'C': 1, 'random_state': 13}
07/08 19:38:53 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:38:53 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:38:53 - INFO - 0.942 (+/-0.083) for {'C': 1000, 'random_state': 13}
07/08 19:38:53 - INFO - This estimator executed 0.0136 minutes
07/08 19:38:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:38:53 - INFO - Current Running:svm estimator
07/08 19:38:54 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:38:54 - INFO - Best CV Score: 0.9005042016806722

07/08 19:38:54 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:38:54 - INFO - This estimator executed 0.0035 minutes
07/08 19:38:54 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:38:54 - INFO - Current Running:mlp estimator
07/08 19:38:54 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:38:54 - INFO - Best CV Score: 0.5205042016806722

07/08 19:38:54 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:38:54 - INFO - This estimator executed 0.0016 minutes
07/08 19:38:54 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:38:54 - INFO - Current Running:rf estimator
07/08 19:38:54 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:38:54 - INFO - Best CV Score: 0.9065546218487395

07/08 19:38:54 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:38:54 - INFO - This estimator executed 0.0075 minutes
07/08 19:38:54 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:38:54 - INFO - Current Running:ada estimator
07/08 19:38:55 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:38:55 - INFO - Best CV Score: 0.9236974789915966

07/08 19:38:55 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:38:55 - INFO - This estimator executed 0.0078 minutes
07/08 19:38:55 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:38:55 - INFO - Current Running:gb estimator
07/08 19:38:55 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:38:55 - INFO - Best CV Score: 0.9297478991596637

07/08 19:38:55 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:38:55 - INFO - This estimator executed 0.0032 minutes
07/08 19:38:55 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:38:55 - INFO - Current Running:xgb estimator
07/08 19:38:55 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:38:55 - INFO - Best CV Score: 0.9354621848739496

07/08 19:38:55 - INFO - 0.935 (+/-0.087) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:38:55 - INFO - This estimator executed 0.0021 minutes
07/08 19:38:55 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:38:55 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:38:55 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:38:55 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:38:55 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:38:55 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:38:55 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:38:58 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:38:58 - INFO - Current Running:lgr estimator
07/08 19:38:58 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:38:58 - INFO - Best CV Score: 0.9591596638655462

07/08 19:38:58 - INFO - 0.93 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:38:58 - INFO - 0.936 (+/-0.067) for {'C': 0.01, 'random_state': 13}
07/08 19:38:58 - INFO - 0.947 (+/-0.044) for {'C': 0.1, 'random_state': 13}
07/08 19:38:58 - INFO - 0.959 (+/-0.028) for {'C': 1, 'random_state': 13}
07/08 19:38:58 - INFO - 0.953 (+/-0.059) for {'C': 10, 'random_state': 13}
07/08 19:38:58 - INFO - 0.959 (+/-0.047) for {'C': 100, 'random_state': 13}
07/08 19:38:58 - INFO - 0.959 (+/-0.047) for {'C': 1000, 'random_state': 13}
07/08 19:38:58 - INFO - This estimator executed 0.0066 minutes
07/08 19:38:58 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:38:58 - INFO - Current Running:svm estimator
07/08 19:38:58 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:38:58 - INFO - Best CV Score: 0.9589915966386554

07/08 19:38:58 - INFO - 0.959 (+/-0.029) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:38:58 - INFO - This estimator executed 0.0005 minutes
07/08 19:38:58 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:38:58 - INFO - Current Running:mlp estimator
07/08 19:38:59 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:38:59 - INFO - Best CV Score: 0.9124369747899159

07/08 19:38:59 - INFO - 0.912 (+/-0.082) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:38:59 - INFO - This estimator executed 0.0091 minutes
07/08 19:38:59 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:38:59 - INFO - Current Running:rf estimator
07/08 19:38:59 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:38:59 - INFO - Best CV Score: 0.9065546218487395

07/08 19:38:59 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:38:59 - INFO - This estimator executed 0.0073 minutes
07/08 19:38:59 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:38:59 - INFO - Current Running:ada estimator
07/08 19:39:00 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:39:00 - INFO - Best CV Score: 0.9121008403361344

07/08 19:39:00 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:39:00 - INFO - This estimator executed 0.0101 minutes
07/08 19:39:00 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:39:00 - INFO - Current Running:gb estimator
07/08 19:39:00 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:39:00 - INFO - Best CV Score: 0.9413445378151261

07/08 19:39:00 - INFO - 0.941 (+/-0.065) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:39:00 - INFO - This estimator executed 0.0056 minutes
07/08 19:39:00 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:39:00 - INFO - Current Running:xgb estimator
07/08 19:39:00 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:39:00 - INFO - Best CV Score: 0.9472268907563025

07/08 19:39:00 - INFO - 0.947 (+/-0.044) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:39:00 - INFO - This estimator executed 0.0024 minutes
07/08 19:39:00 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:39:00 - INFO - svm -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:39:00 - INFO - mlp -- Accuracy: 0.93 / Precision: 0.957 / Recall: 0.88 / Latency: 4.0s
07/08 19:39:00 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:39:00 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 22.9s
07/08 19:39:00 - INFO - gb -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:39:00 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:39:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:39:15 - INFO - Current Running:lgr estimator
07/08 19:39:16 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:39:16 - INFO - Best CV Score: 0.9240336134453783

07/08 19:39:16 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:39:16 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:39:16 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:39:16 - INFO - 0.883 (+/-0.074) for {'C': 1, 'random_state': 13}
07/08 19:39:16 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:39:16 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:39:16 - INFO - 0.924 (+/-0.088) for {'C': 1000, 'random_state': 13}
07/08 19:39:16 - INFO - This estimator executed 0.0138 minutes
07/08 19:39:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:39:16 - INFO - Current Running:svm estimator
07/08 19:39:16 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:39:16 - INFO - Best CV Score: 0.8946218487394958

07/08 19:39:16 - INFO - 0.895 (+/-0.061) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:39:16 - INFO - This estimator executed 0.003 minutes
07/08 19:39:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:39:16 - INFO - Current Running:mlp estimator
07/08 19:39:16 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:39:16 - INFO - Best CV Score: 0.5205042016806722

07/08 19:39:16 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:39:16 - INFO - This estimator executed 0.0016 minutes
07/08 19:39:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:39:16 - INFO - Current Running:rf estimator
07/08 19:39:16 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:39:16 - INFO - Best CV Score: 0.9122689075630254

07/08 19:39:16 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:39:16 - INFO - This estimator executed 0.0074 minutes
07/08 19:39:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:39:16 - INFO - Current Running:ada estimator
07/08 19:39:17 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:39:17 - INFO - Best CV Score: 0.8949579831932774

07/08 19:39:17 - INFO - 0.895 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:39:17 - INFO - This estimator executed 0.008 minutes
07/08 19:39:17 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:39:17 - INFO - Current Running:gb estimator
07/08 19:39:17 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:39:17 - INFO - Best CV Score: 0.9357983193277312

07/08 19:39:17 - INFO - 0.936 (+/-0.068) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:39:17 - INFO - This estimator executed 0.0033 minutes
07/08 19:39:17 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:39:17 - INFO - Current Running:xgb estimator
07/08 19:39:17 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:39:17 - INFO - Best CV Score: 0.9295798319327732

07/08 19:39:17 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:39:17 - INFO - This estimator executed 0.002 minutes
07/08 19:39:17 - INFO - lgr -- Accuracy: 0.93 / Precision: 0.92 / Recall: 0.92 / Latency: 3.0s
07/08 19:39:17 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:39:17 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:39:17 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:39:17 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 17.0s
07/08 19:39:17 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:39:17 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:39:20 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:39:20 - INFO - Current Running:lgr estimator
07/08 19:39:20 - INFO - Best Paramaters: {'C': 0.1, 'random_state': 13}

07/08 19:39:20 - INFO - Best CV Score: 0.9532773109243697

07/08 19:39:20 - INFO - 0.93 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:39:20 - INFO - 0.93 (+/-0.077) for {'C': 0.01, 'random_state': 13}
07/08 19:39:20 - INFO - 0.953 (+/-0.028) for {'C': 0.1, 'random_state': 13}
07/08 19:39:20 - INFO - 0.942 (+/-0.037) for {'C': 1, 'random_state': 13}
07/08 19:39:20 - INFO - 0.947 (+/-0.044) for {'C': 10, 'random_state': 13}
07/08 19:39:20 - INFO - 0.942 (+/-0.064) for {'C': 100, 'random_state': 13}
07/08 19:39:20 - INFO - 0.93 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:39:20 - INFO - This estimator executed 0.0065 minutes
07/08 19:39:20 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:39:20 - INFO - Current Running:svm estimator
07/08 19:39:21 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:39:21 - INFO - Best CV Score: 0.9475630252100841

07/08 19:39:21 - INFO - 0.948 (+/-0.042) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:39:21 - INFO - This estimator executed 0.0005 minutes
07/08 19:39:21 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:39:21 - INFO - Current Running:mlp estimator
07/08 19:39:21 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:39:21 - INFO - Best CV Score: 0.900672268907563

07/08 19:39:21 - INFO - 0.901 (+/-0.102) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:39:21 - INFO - This estimator executed 0.0092 minutes
07/08 19:39:21 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:39:21 - INFO - Current Running:rf estimator
07/08 19:39:22 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:39:22 - INFO - Best CV Score: 0.9065546218487395

07/08 19:39:22 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:39:22 - INFO - This estimator executed 0.0074 minutes
07/08 19:39:22 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:39:22 - INFO - Current Running:ada estimator
07/08 19:39:22 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:39:22 - INFO - Best CV Score: 0.941344537815126

07/08 19:39:22 - INFO - 0.941 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:39:22 - INFO - This estimator executed 0.008 minutes
07/08 19:39:22 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:39:22 - INFO - Current Running:gb estimator
07/08 19:39:22 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:39:22 - INFO - Best CV Score: 0.9238655462184873

07/08 19:39:22 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:39:22 - INFO - This estimator executed 0.0033 minutes
07/08 19:39:22 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:39:22 - INFO - Current Running:xgb estimator
07/08 19:39:22 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:39:22 - INFO - Best CV Score: 0.9238655462184873

07/08 19:39:22 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:39:22 - INFO - This estimator executed 0.002 minutes
07/08 19:39:22 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:39:22 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:39:22 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.95 / Recall: 0.76 / Latency: 3.0s
07/08 19:39:22 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 19:39:22 - INFO - ada -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 18.5s
07/08 19:39:22 - INFO - gb -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 4.0s
07/08 19:39:22 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:39:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:39:36 - INFO - Current Running:lgr estimator
07/08 19:39:37 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:39:37 - INFO - Best CV Score: 0.9299159663865545

07/08 19:39:37 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:39:37 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:39:37 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:39:37 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:39:37 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:39:37 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:39:37 - INFO - 0.93 (+/-0.079) for {'C': 1000, 'random_state': 13}
07/08 19:39:37 - INFO - This estimator executed 0.0137 minutes
07/08 19:39:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:39:37 - INFO - Current Running:svm estimator
07/08 19:39:37 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:39:37 - INFO - Best CV Score: 0.9005042016806722

07/08 19:39:37 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:39:37 - INFO - This estimator executed 0.0039 minutes
07/08 19:39:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:39:37 - INFO - Current Running:mlp estimator
07/08 19:39:37 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:39:37 - INFO - Best CV Score: 0.5205042016806722

07/08 19:39:37 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:39:37 - INFO - This estimator executed 0.0014 minutes
07/08 19:39:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:39:37 - INFO - Current Running:rf estimator
07/08 19:39:37 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:39:37 - INFO - Best CV Score: 0.9122689075630254

07/08 19:39:37 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:39:37 - INFO - This estimator executed 0.0075 minutes
07/08 19:39:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:39:37 - INFO - Current Running:ada estimator
07/08 19:39:38 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:39:38 - INFO - Best CV Score: 0.9063865546218487

07/08 19:39:38 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:39:38 - INFO - This estimator executed 0.0079 minutes
07/08 19:39:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:39:38 - INFO - Current Running:gb estimator
07/08 19:39:38 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:39:38 - INFO - Best CV Score: 0.9297478991596637

07/08 19:39:38 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:39:38 - INFO - This estimator executed 0.0033 minutes
07/08 19:39:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:39:38 - INFO - Current Running:xgb estimator
07/08 19:39:38 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:39:38 - INFO - Best CV Score: 0.9415126050420168

07/08 19:39:38 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:39:38 - INFO - This estimator executed 0.002 minutes
07/08 19:39:38 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:39:38 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 4.0s
07/08 19:39:38 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:39:38 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:39:38 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:39:38 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:39:38 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:39:41 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:39:41 - INFO - Current Running:lgr estimator
07/08 19:39:41 - INFO - Best Paramaters: {'C': 10, 'random_state': 13}

07/08 19:39:41 - INFO - Best CV Score: 0.9591596638655462

07/08 19:39:41 - INFO - 0.93 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:39:41 - INFO - 0.918 (+/-0.075) for {'C': 0.01, 'random_state': 13}
07/08 19:39:41 - INFO - 0.936 (+/-0.055) for {'C': 0.1, 'random_state': 13}
07/08 19:39:41 - INFO - 0.947 (+/-0.023) for {'C': 1, 'random_state': 13}
07/08 19:39:41 - INFO - 0.959 (+/-0.028) for {'C': 10, 'random_state': 13}
07/08 19:39:41 - INFO - 0.953 (+/-0.045) for {'C': 100, 'random_state': 13}
07/08 19:39:41 - INFO - 0.947 (+/-0.044) for {'C': 1000, 'random_state': 13}
07/08 19:39:41 - INFO - This estimator executed 0.0065 minutes
07/08 19:39:41 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:39:41 - INFO - Current Running:svm estimator
07/08 19:39:41 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:39:41 - INFO - Best CV Score: 0.9473949579831933

07/08 19:39:41 - INFO - 0.947 (+/-0.044) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:39:41 - INFO - This estimator executed 0.0005 minutes
07/08 19:39:41 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:39:41 - INFO - Current Running:mlp estimator
07/08 19:39:42 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:39:42 - INFO - Best CV Score: 0.8188235294117646

07/08 19:39:42 - INFO - 0.819 (+/-0.067) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:39:42 - INFO - This estimator executed 0.009 minutes
07/08 19:39:42 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:39:42 - INFO - Current Running:rf estimator
07/08 19:39:42 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:39:42 - INFO - Best CV Score: 0.9181512605042018

07/08 19:39:42 - INFO - 0.918 (+/-0.078) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:39:42 - INFO - This estimator executed 0.0074 minutes
07/08 19:39:42 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:39:42 - INFO - Current Running:ada estimator
07/08 19:39:43 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:39:43 - INFO - Best CV Score: 0.9236974789915966

07/08 19:39:43 - INFO - 0.924 (+/-0.088) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:39:43 - INFO - This estimator executed 0.0078 minutes
07/08 19:39:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:39:43 - INFO - Current Running:gb estimator
07/08 19:39:43 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:39:43 - INFO - Best CV Score: 0.9179831932773108

07/08 19:39:43 - INFO - 0.918 (+/-0.069) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:39:43 - INFO - This estimator executed 0.0033 minutes
07/08 19:39:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:39:43 - INFO - Current Running:xgb estimator
07/08 19:39:43 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:39:43 - INFO - Best CV Score: 0.9354621848739496

07/08 19:39:43 - INFO - 0.935 (+/-0.069) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:39:43 - INFO - This estimator executed 0.002 minutes
07/08 19:39:43 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:39:43 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:39:43 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 4.0s
07/08 19:39:43 - INFO - rf -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 12.0s
07/08 19:39:43 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:39:43 - INFO - gb -- Accuracy: 0.93 / Precision: 0.957 / Recall: 0.88 / Latency: 3.0s
07/08 19:39:43 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:39:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:39:56 - INFO - Current Running:lgr estimator
07/08 19:39:57 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:39:57 - INFO - Best CV Score: 0.9356302521008404

07/08 19:39:57 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:39:57 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:39:57 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:39:57 - INFO - 0.889 (+/-0.078) for {'C': 1, 'random_state': 13}
07/08 19:39:57 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:39:57 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:39:57 - INFO - 0.936 (+/-0.069) for {'C': 1000, 'random_state': 13}
07/08 19:39:57 - INFO - This estimator executed 0.0135 minutes
07/08 19:39:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:39:57 - INFO - Current Running:svm estimator
07/08 19:39:57 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:39:57 - INFO - Best CV Score: 0.9005042016806722

07/08 19:39:57 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:39:57 - INFO - This estimator executed 0.0031 minutes
07/08 19:39:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:39:57 - INFO - Current Running:mlp estimator
07/08 19:39:57 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:39:57 - INFO - Best CV Score: 0.5205042016806722

07/08 19:39:57 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:39:57 - INFO - This estimator executed 0.0016 minutes
07/08 19:39:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:39:57 - INFO - Current Running:rf estimator
07/08 19:39:57 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:39:57 - INFO - Best CV Score: 0.9065546218487395

07/08 19:39:57 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:39:57 - INFO - This estimator executed 0.0076 minutes
07/08 19:39:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:39:57 - INFO - Current Running:ada estimator
07/08 19:39:58 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:39:58 - INFO - Best CV Score: 0.9236974789915966

07/08 19:39:58 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:39:58 - INFO - This estimator executed 0.0079 minutes
07/08 19:39:58 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:39:58 - INFO - Current Running:gb estimator
07/08 19:39:58 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:39:58 - INFO - Best CV Score: 0.9297478991596637

07/08 19:39:58 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:39:58 - INFO - This estimator executed 0.0033 minutes
07/08 19:39:58 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:39:58 - INFO - Current Running:xgb estimator
07/08 19:39:58 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:39:58 - INFO - Best CV Score: 0.9354621848739496

07/08 19:39:58 - INFO - 0.935 (+/-0.087) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:39:58 - INFO - This estimator executed 0.0021 minutes
07/08 19:39:58 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:39:58 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:39:58 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:39:58 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:39:58 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:39:58 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:39:58 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:40:01 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:40:01 - INFO - Current Running:lgr estimator
07/08 19:40:01 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:40:01 - INFO - Best CV Score: 0.9591596638655462

07/08 19:40:01 - INFO - 0.93 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:40:01 - INFO - 0.936 (+/-0.067) for {'C': 0.01, 'random_state': 13}
07/08 19:40:01 - INFO - 0.947 (+/-0.044) for {'C': 0.1, 'random_state': 13}
07/08 19:40:01 - INFO - 0.959 (+/-0.028) for {'C': 1, 'random_state': 13}
07/08 19:40:01 - INFO - 0.953 (+/-0.059) for {'C': 10, 'random_state': 13}
07/08 19:40:01 - INFO - 0.959 (+/-0.047) for {'C': 100, 'random_state': 13}
07/08 19:40:01 - INFO - 0.959 (+/-0.047) for {'C': 1000, 'random_state': 13}
07/08 19:40:01 - INFO - This estimator executed 0.0065 minutes
07/08 19:40:01 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:40:01 - INFO - Current Running:svm estimator
07/08 19:40:01 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:40:01 - INFO - Best CV Score: 0.9589915966386554

07/08 19:40:01 - INFO - 0.959 (+/-0.029) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:40:01 - INFO - This estimator executed 0.0005 minutes
07/08 19:40:01 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:40:01 - INFO - Current Running:mlp estimator
07/08 19:40:02 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:40:02 - INFO - Best CV Score: 0.9065546218487395

07/08 19:40:02 - INFO - 0.907 (+/-0.057) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:40:02 - INFO - This estimator executed 0.0091 minutes
07/08 19:40:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:40:02 - INFO - Current Running:rf estimator
07/08 19:40:02 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:40:02 - INFO - Best CV Score: 0.9063865546218487

07/08 19:40:02 - INFO - 0.906 (+/-0.12) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:40:02 - INFO - This estimator executed 0.0073 minutes
07/08 19:40:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:40:02 - INFO - Current Running:ada estimator
07/08 19:40:03 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:40:03 - INFO - Best CV Score: 0.9121008403361344

07/08 19:40:03 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:40:03 - INFO - This estimator executed 0.0078 minutes
07/08 19:40:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:40:03 - INFO - Current Running:gb estimator
07/08 19:40:03 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:40:03 - INFO - Best CV Score: 0.9413445378151261

07/08 19:40:03 - INFO - 0.941 (+/-0.065) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:40:03 - INFO - This estimator executed 0.0032 minutes
07/08 19:40:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:40:03 - INFO - Current Running:xgb estimator
07/08 19:40:03 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:40:03 - INFO - Best CV Score: 0.9472268907563025

07/08 19:40:03 - INFO - 0.947 (+/-0.044) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:40:03 - INFO - This estimator executed 0.002 minutes
07/08 19:40:03 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:40:03 - INFO - svm -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:40:03 - INFO - mlp -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:40:03 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:40:03 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 17.0s
07/08 19:40:03 - INFO - gb -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:40:03 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:40:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:40:15 - INFO - Current Running:lgr estimator
07/08 19:40:16 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:40:16 - INFO - Best CV Score: 0.9299159663865547

07/08 19:40:16 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:40:16 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:40:16 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:40:16 - INFO - 0.889 (+/-0.078) for {'C': 1, 'random_state': 13}
07/08 19:40:16 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:40:16 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:40:16 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 19:40:16 - INFO - This estimator executed 0.0136 minutes
07/08 19:40:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:40:16 - INFO - Current Running:svm estimator
07/08 19:40:16 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:40:16 - INFO - Best CV Score: 0.9005042016806722

07/08 19:40:16 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:40:16 - INFO - This estimator executed 0.0038 minutes
07/08 19:40:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:40:16 - INFO - Current Running:mlp estimator
07/08 19:40:16 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:40:16 - INFO - Best CV Score: 0.5205042016806722

07/08 19:40:16 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:40:16 - INFO - This estimator executed 0.0014 minutes
07/08 19:40:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:40:16 - INFO - Current Running:rf estimator
07/08 19:40:17 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:40:17 - INFO - Best CV Score: 0.9065546218487395

07/08 19:40:17 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:40:17 - INFO - This estimator executed 0.0078 minutes
07/08 19:40:17 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:40:17 - INFO - Current Running:ada estimator
07/08 19:40:17 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:40:17 - INFO - Best CV Score: 0.9063865546218487

07/08 19:40:17 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:40:17 - INFO - This estimator executed 0.0081 minutes
07/08 19:40:17 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:40:17 - INFO - Current Running:gb estimator
07/08 19:40:17 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:40:17 - INFO - Best CV Score: 0.924033613445378

07/08 19:40:17 - INFO - 0.924 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:40:17 - INFO - This estimator executed 0.0033 minutes
07/08 19:40:17 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:40:17 - INFO - Current Running:xgb estimator
07/08 19:40:17 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:40:17 - INFO - Best CV Score: 0.9415126050420168

07/08 19:40:17 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:40:17 - INFO - This estimator executed 0.0021 minutes
07/08 19:40:17 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 4.0s
07/08 19:40:17 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:40:17 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:40:17 - INFO - rf -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 12.0s
07/08 19:40:17 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:40:17 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:40:17 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:40:20 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:40:20 - INFO - Current Running:lgr estimator
07/08 19:40:20 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:40:20 - INFO - Best CV Score: 0.9591596638655462

07/08 19:40:20 - INFO - 0.93 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:40:20 - INFO - 0.93 (+/-0.058) for {'C': 0.01, 'random_state': 13}
07/08 19:40:20 - INFO - 0.959 (+/-0.047) for {'C': 0.1, 'random_state': 13}
07/08 19:40:20 - INFO - 0.947 (+/-0.044) for {'C': 1, 'random_state': 13}
07/08 19:40:20 - INFO - 0.942 (+/-0.053) for {'C': 10, 'random_state': 13}
07/08 19:40:20 - INFO - 0.947 (+/-0.044) for {'C': 100, 'random_state': 13}
07/08 19:40:20 - INFO - 0.959 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:40:20 - INFO - This estimator executed 0.0067 minutes
07/08 19:40:20 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:40:20 - INFO - Current Running:svm estimator
07/08 19:40:20 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:40:20 - INFO - Best CV Score: 0.9532773109243697

07/08 19:40:20 - INFO - 0.953 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:40:20 - INFO - This estimator executed 0.0005 minutes
07/08 19:40:20 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:40:20 - INFO - Current Running:mlp estimator
07/08 19:40:21 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:40:21 - INFO - Best CV Score: 0.8658823529411764

07/08 19:40:21 - INFO - 0.866 (+/-0.13) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:40:21 - INFO - This estimator executed 0.0091 minutes
07/08 19:40:21 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:40:21 - INFO - Current Running:rf estimator
07/08 19:40:21 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:40:21 - INFO - Best CV Score: 0.9122689075630254

07/08 19:40:21 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:40:21 - INFO - This estimator executed 0.0073 minutes
07/08 19:40:21 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:40:21 - INFO - Current Running:ada estimator
07/08 19:40:22 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:40:22 - INFO - Best CV Score: 0.9236974789915966

07/08 19:40:22 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:40:22 - INFO - This estimator executed 0.0079 minutes
07/08 19:40:22 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:40:22 - INFO - Current Running:gb estimator
07/08 19:40:22 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:40:22 - INFO - Best CV Score: 0.9356302521008404

07/08 19:40:22 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:40:22 - INFO - This estimator executed 0.0033 minutes
07/08 19:40:22 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:40:22 - INFO - Current Running:xgb estimator
07/08 19:40:22 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:40:22 - INFO - Best CV Score: 0.9354621848739496

07/08 19:40:22 - INFO - 0.935 (+/-0.087) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:40:22 - INFO - This estimator executed 0.002 minutes
07/08 19:40:22 - INFO - lgr -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:40:22 - INFO - svm -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:40:22 - INFO - mlp -- Accuracy: 0.93 / Precision: 1.0 / Recall: 0.84 / Latency: 3.0s
07/08 19:40:22 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:40:22 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:40:22 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 2.0s
07/08 19:40:22 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:40:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:40:37 - INFO - Current Running:lgr estimator
07/08 19:40:38 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:40:38 - INFO - Best CV Score: 0.9297478991596639

07/08 19:40:38 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:40:38 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:40:38 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:40:38 - INFO - 0.883 (+/-0.074) for {'C': 1, 'random_state': 13}
07/08 19:40:38 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:40:38 - INFO - 0.93 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:40:38 - INFO - 0.924 (+/-0.088) for {'C': 1000, 'random_state': 13}
07/08 19:40:38 - INFO - This estimator executed 0.0139 minutes
07/08 19:40:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:40:38 - INFO - Current Running:svm estimator
07/08 19:40:38 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:40:38 - INFO - Best CV Score: 0.8946218487394958

07/08 19:40:38 - INFO - 0.895 (+/-0.061) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:40:38 - INFO - This estimator executed 0.003 minutes
07/08 19:40:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:40:38 - INFO - Current Running:mlp estimator
07/08 19:40:38 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:40:38 - INFO - Best CV Score: 0.5205042016806722

07/08 19:40:38 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:40:38 - INFO - This estimator executed 0.0016 minutes
07/08 19:40:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:40:38 - INFO - Current Running:rf estimator
07/08 19:40:39 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:40:39 - INFO - Best CV Score: 0.9122689075630254

07/08 19:40:39 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:40:39 - INFO - This estimator executed 0.0074 minutes
07/08 19:40:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:40:39 - INFO - Current Running:ada estimator
07/08 19:40:39 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:40:39 - INFO - Best CV Score: 0.8949579831932774

07/08 19:40:39 - INFO - 0.895 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:40:39 - INFO - This estimator executed 0.0079 minutes
07/08 19:40:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:40:39 - INFO - Current Running:gb estimator
07/08 19:40:39 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:40:39 - INFO - Best CV Score: 0.9357983193277312

07/08 19:40:39 - INFO - 0.936 (+/-0.068) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:40:39 - INFO - This estimator executed 0.0032 minutes
07/08 19:40:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:40:39 - INFO - Current Running:xgb estimator
07/08 19:40:40 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:40:40 - INFO - Best CV Score: 0.9295798319327732

07/08 19:40:40 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:40:40 - INFO - This estimator executed 0.0021 minutes
07/08 19:40:40 - INFO - lgr -- Accuracy: 0.93 / Precision: 0.92 / Recall: 0.92 / Latency: 2.0s
07/08 19:40:40 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:40:40 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:40:40 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:40:40 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 18.0s
07/08 19:40:40 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:40:40 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:40:42 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:40:42 - INFO - Current Running:lgr estimator
07/08 19:40:43 - INFO - Best Paramaters: {'C': 0.1, 'random_state': 13}

07/08 19:40:43 - INFO - Best CV Score: 0.9473949579831933

07/08 19:40:43 - INFO - 0.93 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:40:43 - INFO - 0.93 (+/-0.077) for {'C': 0.01, 'random_state': 13}
07/08 19:40:43 - INFO - 0.947 (+/-0.044) for {'C': 0.1, 'random_state': 13}
07/08 19:40:43 - INFO - 0.942 (+/-0.037) for {'C': 1, 'random_state': 13}
07/08 19:40:43 - INFO - 0.947 (+/-0.044) for {'C': 10, 'random_state': 13}
07/08 19:40:43 - INFO - 0.942 (+/-0.064) for {'C': 100, 'random_state': 13}
07/08 19:40:43 - INFO - 0.93 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:40:43 - INFO - This estimator executed 0.0063 minutes
07/08 19:40:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:40:43 - INFO - Current Running:svm estimator
07/08 19:40:43 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:40:43 - INFO - Best CV Score: 0.9475630252100841

07/08 19:40:43 - INFO - 0.948 (+/-0.042) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:40:43 - INFO - This estimator executed 0.0005 minutes
07/08 19:40:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:40:43 - INFO - Current Running:mlp estimator
07/08 19:40:43 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:40:43 - INFO - Best CV Score: 0.9067226890756303

07/08 19:40:43 - INFO - 0.907 (+/-0.084) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:40:43 - INFO - This estimator executed 0.0091 minutes
07/08 19:40:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:40:43 - INFO - Current Running:rf estimator
07/08 19:40:44 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:40:44 - INFO - Best CV Score: 0.9122689075630254

07/08 19:40:44 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:40:44 - INFO - This estimator executed 0.0071 minutes
07/08 19:40:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:40:44 - INFO - Current Running:ada estimator
07/08 19:40:44 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:40:44 - INFO - Best CV Score: 0.941344537815126

07/08 19:40:44 - INFO - 0.941 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:40:44 - INFO - This estimator executed 0.0078 minutes
07/08 19:40:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:40:44 - INFO - Current Running:gb estimator
07/08 19:40:45 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:40:45 - INFO - Best CV Score: 0.9238655462184873

07/08 19:40:45 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:40:45 - INFO - This estimator executed 0.0032 minutes
07/08 19:40:45 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:40:45 - INFO - Current Running:xgb estimator
07/08 19:40:45 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:40:45 - INFO - Best CV Score: 0.9238655462184873

07/08 19:40:45 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:40:45 - INFO - This estimator executed 0.002 minutes
07/08 19:40:45 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:40:45 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:40:45 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:40:45 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 19:40:45 - INFO - ada -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 17.0s
07/08 19:40:45 - INFO - gb -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:40:45 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:41:00 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:00 - INFO - Current Running:lgr estimator
07/08 19:41:01 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:41:01 - INFO - Best CV Score: 0.9356302521008404

07/08 19:41:01 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:41:01 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:41:01 - INFO - 0.889 (+/-0.078) for {'C': 0.1, 'random_state': 13}
07/08 19:41:01 - INFO - 0.889 (+/-0.078) for {'C': 1, 'random_state': 13}
07/08 19:41:01 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:41:01 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:41:01 - INFO - 0.936 (+/-0.069) for {'C': 1000, 'random_state': 13}
07/08 19:41:01 - INFO - This estimator executed 0.0138 minutes
07/08 19:41:01 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:01 - INFO - Current Running:svm estimator
07/08 19:41:01 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:41:01 - INFO - Best CV Score: 0.9005042016806722

07/08 19:41:01 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:41:01 - INFO - This estimator executed 0.0032 minutes
07/08 19:41:01 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:01 - INFO - Current Running:mlp estimator
07/08 19:41:01 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:41:01 - INFO - Best CV Score: 0.5205042016806722

07/08 19:41:01 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:41:01 - INFO - This estimator executed 0.0016 minutes
07/08 19:41:01 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:01 - INFO - Current Running:rf estimator
07/08 19:41:02 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:41:02 - INFO - Best CV Score: 0.9065546218487395

07/08 19:41:02 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:41:02 - INFO - This estimator executed 0.0073 minutes
07/08 19:41:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:02 - INFO - Current Running:ada estimator
07/08 19:41:02 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:41:02 - INFO - Best CV Score: 0.9236974789915966

07/08 19:41:02 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:41:02 - INFO - This estimator executed 0.0079 minutes
07/08 19:41:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:02 - INFO - Current Running:gb estimator
07/08 19:41:02 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:41:02 - INFO - Best CV Score: 0.9297478991596637

07/08 19:41:02 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:41:02 - INFO - This estimator executed 0.0033 minutes
07/08 19:41:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:02 - INFO - Current Running:xgb estimator
07/08 19:41:02 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:41:02 - INFO - Best CV Score: 0.9354621848739496

07/08 19:41:02 - INFO - 0.935 (+/-0.087) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:41:02 - INFO - This estimator executed 0.0021 minutes
07/08 19:41:02 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:41:02 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:41:02 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:41:02 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:41:02 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 15.0s
07/08 19:41:02 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:41:03 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:41:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:05 - INFO - Current Running:lgr estimator
07/08 19:41:06 - INFO - Best Paramaters: {'C': 0.1, 'random_state': 13}

07/08 19:41:06 - INFO - Best CV Score: 0.9473949579831933

07/08 19:41:06 - INFO - 0.93 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:41:06 - INFO - 0.93 (+/-0.077) for {'C': 0.01, 'random_state': 13}
07/08 19:41:06 - INFO - 0.947 (+/-0.044) for {'C': 0.1, 'random_state': 13}
07/08 19:41:06 - INFO - 0.942 (+/-0.037) for {'C': 1, 'random_state': 13}
07/08 19:41:06 - INFO - 0.947 (+/-0.044) for {'C': 10, 'random_state': 13}
07/08 19:41:06 - INFO - 0.942 (+/-0.064) for {'C': 100, 'random_state': 13}
07/08 19:41:06 - INFO - 0.93 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:41:06 - INFO - This estimator executed 0.0064 minutes
07/08 19:41:06 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:06 - INFO - Current Running:svm estimator
07/08 19:41:06 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:41:06 - INFO - Best CV Score: 0.9475630252100841

07/08 19:41:06 - INFO - 0.948 (+/-0.042) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:41:06 - INFO - This estimator executed 0.0005 minutes
07/08 19:41:06 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:06 - INFO - Current Running:mlp estimator
07/08 19:41:06 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:41:06 - INFO - Best CV Score: 0.86

07/08 19:41:06 - INFO - 0.86 (+/-0.149) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:41:06 - INFO - This estimator executed 0.0094 minutes
07/08 19:41:06 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:06 - INFO - Current Running:rf estimator
07/08 19:41:07 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:41:07 - INFO - Best CV Score: 0.9122689075630254

07/08 19:41:07 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:41:07 - INFO - This estimator executed 0.0073 minutes
07/08 19:41:07 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:07 - INFO - Current Running:ada estimator
07/08 19:41:07 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:41:07 - INFO - Best CV Score: 0.941344537815126

07/08 19:41:07 - INFO - 0.941 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:41:07 - INFO - This estimator executed 0.0079 minutes
07/08 19:41:07 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:07 - INFO - Current Running:gb estimator
07/08 19:41:07 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:41:07 - INFO - Best CV Score: 0.9238655462184873

07/08 19:41:07 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:41:07 - INFO - This estimator executed 0.0034 minutes
07/08 19:41:07 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:07 - INFO - Current Running:xgb estimator
07/08 19:41:08 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:41:08 - INFO - Best CV Score: 0.9238655462184873

07/08 19:41:08 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:41:08 - INFO - This estimator executed 0.002 minutes
07/08 19:41:08 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:41:08 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:41:08 - INFO - mlp -- Accuracy: 0.842 / Precision: 0.864 / Recall: 0.76 / Latency: 4.0s
07/08 19:41:08 - INFO - rf -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 11.0s
07/08 19:41:08 - INFO - ada -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 16.0s
07/08 19:41:08 - INFO - gb -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 4.0s
07/08 19:41:08 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:41:24 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:24 - INFO - Current Running:lgr estimator
07/08 19:41:25 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:41:25 - INFO - Best CV Score: 0.9357983193277312

07/08 19:41:25 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:41:25 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:41:25 - INFO - 0.889 (+/-0.102) for {'C': 0.1, 'random_state': 13}
07/08 19:41:25 - INFO - 0.9 (+/-0.089) for {'C': 1, 'random_state': 13}
07/08 19:41:25 - INFO - 0.912 (+/-0.084) for {'C': 10, 'random_state': 13}
07/08 19:41:25 - INFO - 0.936 (+/-0.086) for {'C': 100, 'random_state': 13}
07/08 19:41:25 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 19:41:25 - INFO - This estimator executed 0.0137 minutes
07/08 19:41:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:25 - INFO - Current Running:svm estimator
07/08 19:41:25 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:41:25 - INFO - Best CV Score: 0.9005042016806722

07/08 19:41:25 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:41:25 - INFO - This estimator executed 0.0059 minutes
07/08 19:41:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:25 - INFO - Current Running:mlp estimator
07/08 19:41:25 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:41:25 - INFO - Best CV Score: 0.5205042016806722

07/08 19:41:25 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:41:25 - INFO - This estimator executed 0.0013 minutes
07/08 19:41:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:25 - INFO - Current Running:rf estimator
07/08 19:41:26 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:41:26 - INFO - Best CV Score: 0.9063865546218487

07/08 19:41:26 - INFO - 0.906 (+/-0.12) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:41:26 - INFO - This estimator executed 0.0074 minutes
07/08 19:41:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:26 - INFO - Current Running:ada estimator
07/08 19:41:26 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:41:26 - INFO - Best CV Score: 0.9063865546218487

07/08 19:41:26 - INFO - 0.906 (+/-0.058) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:41:26 - INFO - This estimator executed 0.0076 minutes
07/08 19:41:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:26 - INFO - Current Running:gb estimator
07/08 19:41:26 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:41:26 - INFO - Best CV Score: 0.9356302521008404

07/08 19:41:26 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:41:26 - INFO - This estimator executed 0.0031 minutes
07/08 19:41:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:26 - INFO - Current Running:xgb estimator
07/08 19:41:27 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:41:27 - INFO - Best CV Score: 0.9295798319327732

07/08 19:41:27 - INFO - 0.93 (+/-0.109) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:41:27 - INFO - This estimator executed 0.002 minutes
07/08 19:41:27 - INFO - lgr -- Accuracy: 0.93 / Precision: 0.92 / Recall: 0.92 / Latency: 3.0s
07/08 19:41:27 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:41:27 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:41:27 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:41:27 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 17.0s
07/08 19:41:27 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:41:27 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:41:29 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:29 - INFO - Current Running:lgr estimator
07/08 19:41:30 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:41:30 - INFO - Best CV Score: 0.9591596638655462

07/08 19:41:30 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:41:30 - INFO - 0.924 (+/-0.077) for {'C': 0.01, 'random_state': 13}
07/08 19:41:30 - INFO - 0.936 (+/-0.067) for {'C': 0.1, 'random_state': 13}
07/08 19:41:30 - INFO - 0.959 (+/-0.047) for {'C': 1, 'random_state': 13}
07/08 19:41:30 - INFO - 0.948 (+/-0.068) for {'C': 10, 'random_state': 13}
07/08 19:41:30 - INFO - 0.948 (+/-0.068) for {'C': 100, 'random_state': 13}
07/08 19:41:30 - INFO - 0.942 (+/-0.081) for {'C': 1000, 'random_state': 13}
07/08 19:41:30 - INFO - This estimator executed 0.0057 minutes
07/08 19:41:30 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:30 - INFO - Current Running:svm estimator
07/08 19:41:30 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:41:30 - INFO - Best CV Score: 0.953109243697479

07/08 19:41:30 - INFO - 0.953 (+/-0.047) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:41:30 - INFO - This estimator executed 0.0004 minutes
07/08 19:41:30 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:30 - INFO - Current Running:mlp estimator
07/08 19:41:31 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:41:31 - INFO - Best CV Score: 0.8714285714285713

07/08 19:41:31 - INFO - 0.871 (+/-0.079) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:41:31 - INFO - This estimator executed 0.0208 minutes
07/08 19:41:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:31 - INFO - Current Running:rf estimator
07/08 19:41:32 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:41:32 - INFO - Best CV Score: 0.9122689075630254

07/08 19:41:32 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:41:32 - INFO - This estimator executed 0.0152 minutes
07/08 19:41:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:32 - INFO - Current Running:ada estimator
07/08 19:41:33 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:41:33 - INFO - Best CV Score: 0.9122689075630251

07/08 19:41:33 - INFO - 0.912 (+/-0.037) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:41:33 - INFO - This estimator executed 0.0125 minutes
07/08 19:41:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:33 - INFO - Current Running:gb estimator
07/08 19:41:33 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:41:33 - INFO - Best CV Score: 0.9354621848739495

07/08 19:41:33 - INFO - 0.935 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:41:33 - INFO - This estimator executed 0.0041 minutes
07/08 19:41:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:33 - INFO - Current Running:xgb estimator
07/08 19:41:33 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:41:33 - INFO - Best CV Score: 0.9295798319327732

07/08 19:41:33 - INFO - 0.93 (+/-0.08) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:41:33 - INFO - This estimator executed 0.0019 minutes
07/08 19:41:33 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:41:33 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:41:33 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 3.0s
07/08 19:41:33 - INFO - rf -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 11.0s
07/08 19:41:33 - INFO - ada -- Accuracy: 0.93 / Precision: 0.957 / Recall: 0.88 / Latency: 17.0s
07/08 19:41:33 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:41:33 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:41:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:47 - INFO - Current Running:lgr estimator
07/08 19:41:47 - INFO - Best Paramaters: {'C': 10, 'random_state': 13}

07/08 19:41:47 - INFO - Best CV Score: 0.924033613445378

07/08 19:41:47 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:41:47 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:41:47 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:41:47 - INFO - 0.895 (+/-0.095) for {'C': 1, 'random_state': 13}
07/08 19:41:47 - INFO - 0.924 (+/-0.137) for {'C': 10, 'random_state': 13}
07/08 19:41:47 - INFO - 0.924 (+/-0.109) for {'C': 100, 'random_state': 13}
07/08 19:41:47 - INFO - 0.924 (+/-0.121) for {'C': 1000, 'random_state': 13}
07/08 19:41:47 - INFO - This estimator executed 0.0141 minutes
07/08 19:41:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:47 - INFO - Current Running:svm estimator
07/08 19:41:48 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:41:48 - INFO - Best CV Score: 0.9005042016806722

07/08 19:41:48 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:41:48 - INFO - This estimator executed 0.0047 minutes
07/08 19:41:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:48 - INFO - Current Running:mlp estimator
07/08 19:41:48 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:41:48 - INFO - Best CV Score: 0.5205042016806722

07/08 19:41:48 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:41:48 - INFO - This estimator executed 0.0013 minutes
07/08 19:41:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:48 - INFO - Current Running:rf estimator
07/08 19:41:48 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:41:48 - INFO - Best CV Score: 0.917983193277311

07/08 19:41:48 - INFO - 0.918 (+/-0.102) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:41:48 - INFO - This estimator executed 0.0074 minutes
07/08 19:41:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:48 - INFO - Current Running:ada estimator
07/08 19:41:49 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:41:49 - INFO - Best CV Score: 0.9181512605042016

07/08 19:41:49 - INFO - 0.918 (+/-0.044) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:41:49 - INFO - This estimator executed 0.0078 minutes
07/08 19:41:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:49 - INFO - Current Running:gb estimator
07/08 19:41:49 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:41:49 - INFO - Best CV Score: 0.9356302521008404

07/08 19:41:49 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:41:49 - INFO - This estimator executed 0.0032 minutes
07/08 19:41:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:49 - INFO - Current Running:xgb estimator
07/08 19:41:49 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:41:49 - INFO - Best CV Score: 0.9295798319327732

07/08 19:41:49 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:41:49 - INFO - This estimator executed 0.0021 minutes
07/08 19:41:49 - INFO - lgr -- Accuracy: 0.93 / Precision: 0.92 / Recall: 0.92 / Latency: 3.0s
07/08 19:41:49 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:41:49 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:41:49 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:41:49 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:41:49 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:41:49 - INFO - xgb -- Accuracy: 0.93 / Precision: 0.957 / Recall: 0.88 / Latency: 2.0s
07/08 19:41:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:52 - INFO - Current Running:lgr estimator
07/08 19:41:52 - INFO - Best Paramaters: {'C': 0.1, 'random_state': 13}

07/08 19:41:52 - INFO - Best CV Score: 0.9536134453781513

07/08 19:41:52 - INFO - 0.913 (+/-0.081) for {'C': 0.001, 'random_state': 13}
07/08 19:41:52 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 19:41:52 - INFO - 0.954 (+/-0.068) for {'C': 0.1, 'random_state': 13}
07/08 19:41:52 - INFO - 0.942 (+/-0.037) for {'C': 1, 'random_state': 13}
07/08 19:41:52 - INFO - 0.953 (+/-0.028) for {'C': 10, 'random_state': 13}
07/08 19:41:52 - INFO - 0.953 (+/-0.028) for {'C': 100, 'random_state': 13}
07/08 19:41:52 - INFO - 0.936 (+/-0.043) for {'C': 1000, 'random_state': 13}
07/08 19:41:52 - INFO - This estimator executed 0.0065 minutes
07/08 19:41:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:52 - INFO - Current Running:svm estimator
07/08 19:41:52 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:41:52 - INFO - Best CV Score: 0.9591596638655462

07/08 19:41:52 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:41:52 - INFO - This estimator executed 0.0005 minutes
07/08 19:41:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:52 - INFO - Current Running:mlp estimator
07/08 19:41:53 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:41:53 - INFO - Best CV Score: 0.9127731092436975

07/08 19:41:53 - INFO - 0.913 (+/-0.102) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:41:53 - INFO - This estimator executed 0.009 minutes
07/08 19:41:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:53 - INFO - Current Running:rf estimator
07/08 19:41:53 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:41:53 - INFO - Best CV Score: 0.9063865546218487

07/08 19:41:53 - INFO - 0.906 (+/-0.12) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:41:53 - INFO - This estimator executed 0.0078 minutes
07/08 19:41:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:53 - INFO - Current Running:ada estimator
07/08 19:41:53 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:41:53 - INFO - Best CV Score: 0.9121008403361344

07/08 19:41:53 - INFO - 0.912 (+/-0.075) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:41:53 - INFO - This estimator executed 0.0079 minutes
07/08 19:41:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:53 - INFO - Current Running:gb estimator
07/08 19:41:54 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:41:54 - INFO - Best CV Score: 0.9354621848739495

07/08 19:41:54 - INFO - 0.935 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:41:54 - INFO - This estimator executed 0.0032 minutes
07/08 19:41:54 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:41:54 - INFO - Current Running:xgb estimator
07/08 19:41:54 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:41:54 - INFO - Best CV Score: 0.9238655462184875

07/08 19:41:54 - INFO - 0.924 (+/-0.08) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:41:54 - INFO - This estimator executed 0.002 minutes
07/08 19:41:54 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:41:54 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:41:54 - INFO - mlp -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 4.0s
07/08 19:41:54 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:41:54 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 17.0s
07/08 19:41:54 - INFO - gb -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:41:54 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:42:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:08 - INFO - Current Running:lgr estimator
07/08 19:42:09 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:42:09 - INFO - Best CV Score: 0.9356302521008404

07/08 19:42:09 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:42:09 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:42:09 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:42:09 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:42:09 - INFO - 0.918 (+/-0.087) for {'C': 10, 'random_state': 13}
07/08 19:42:09 - INFO - 0.93 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:42:09 - INFO - 0.936 (+/-0.058) for {'C': 1000, 'random_state': 13}
07/08 19:42:09 - INFO - This estimator executed 0.014 minutes
07/08 19:42:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:09 - INFO - Current Running:svm estimator
07/08 19:42:09 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:42:09 - INFO - Best CV Score: 0.9005042016806722

07/08 19:42:09 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:42:09 - INFO - This estimator executed 0.0029 minutes
07/08 19:42:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:09 - INFO - Current Running:mlp estimator
07/08 19:42:09 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:42:09 - INFO - Best CV Score: 0.5205042016806722

07/08 19:42:09 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:42:09 - INFO - This estimator executed 0.0015 minutes
07/08 19:42:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:09 - INFO - Current Running:rf estimator
07/08 19:42:10 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:42:10 - INFO - Best CV Score: 0.9240336134453783

07/08 19:42:10 - INFO - 0.924 (+/-0.06) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:42:10 - INFO - This estimator executed 0.0075 minutes
07/08 19:42:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:10 - INFO - Current Running:ada estimator
07/08 19:42:10 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:42:10 - INFO - Best CV Score: 0.8890756302521009

07/08 19:42:10 - INFO - 0.889 (+/-0.085) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:42:10 - INFO - This estimator executed 0.0079 minutes
07/08 19:42:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:10 - INFO - Current Running:gb estimator
07/08 19:42:10 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:42:10 - INFO - Best CV Score: 0.9297478991596637

07/08 19:42:10 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:42:10 - INFO - This estimator executed 0.0032 minutes
07/08 19:42:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:10 - INFO - Current Running:xgb estimator
07/08 19:42:10 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:42:10 - INFO - Best CV Score: 0.9295798319327732

07/08 19:42:10 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:42:10 - INFO - This estimator executed 0.002 minutes
07/08 19:42:10 - INFO - lgr -- Accuracy: 0.93 / Precision: 0.889 / Recall: 0.96 / Latency: 3.0s
07/08 19:42:10 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:42:10 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:42:10 - INFO - rf -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 11.0s
07/08 19:42:10 - INFO - ada -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 17.0s
07/08 19:42:10 - INFO - gb -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:42:10 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:42:14 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:14 - INFO - Current Running:lgr estimator
07/08 19:42:14 - INFO - Best Paramaters: {'C': 0.1, 'random_state': 13}

07/08 19:42:14 - INFO - Best CV Score: 0.9532773109243697

07/08 19:42:14 - INFO - 0.93 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:42:14 - INFO - 0.93 (+/-0.077) for {'C': 0.01, 'random_state': 13}
07/08 19:42:14 - INFO - 0.953 (+/-0.028) for {'C': 0.1, 'random_state': 13}
07/08 19:42:14 - INFO - 0.942 (+/-0.037) for {'C': 1, 'random_state': 13}
07/08 19:42:14 - INFO - 0.947 (+/-0.044) for {'C': 10, 'random_state': 13}
07/08 19:42:14 - INFO - 0.942 (+/-0.064) for {'C': 100, 'random_state': 13}
07/08 19:42:14 - INFO - 0.93 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:42:14 - INFO - This estimator executed 0.0064 minutes
07/08 19:42:14 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:14 - INFO - Current Running:svm estimator
07/08 19:42:14 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:42:14 - INFO - Best CV Score: 0.9475630252100841

07/08 19:42:14 - INFO - 0.948 (+/-0.042) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:42:14 - INFO - This estimator executed 0.0005 minutes
07/08 19:42:14 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:14 - INFO - Current Running:mlp estimator
07/08 19:42:15 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:42:15 - INFO - Best CV Score: 0.8949579831932774

07/08 19:42:15 - INFO - 0.895 (+/-0.108) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:42:15 - INFO - This estimator executed 0.009 minutes
07/08 19:42:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:15 - INFO - Current Running:rf estimator
07/08 19:42:15 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:42:15 - INFO - Best CV Score: 0.9122689075630254

07/08 19:42:15 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:42:15 - INFO - This estimator executed 0.007 minutes
07/08 19:42:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:15 - INFO - Current Running:ada estimator
07/08 19:42:16 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:42:16 - INFO - Best CV Score: 0.941344537815126

07/08 19:42:16 - INFO - 0.941 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:42:16 - INFO - This estimator executed 0.008 minutes
07/08 19:42:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:16 - INFO - Current Running:gb estimator
07/08 19:42:16 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:42:16 - INFO - Best CV Score: 0.9238655462184873

07/08 19:42:16 - INFO - 0.924 (+/-0.048) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:42:16 - INFO - This estimator executed 0.0032 minutes
07/08 19:42:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:16 - INFO - Current Running:xgb estimator
07/08 19:42:16 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:42:16 - INFO - Best CV Score: 0.9238655462184873

07/08 19:42:16 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:42:16 - INFO - This estimator executed 0.002 minutes
07/08 19:42:16 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:42:16 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:42:16 - INFO - mlp -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:42:16 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:42:16 - INFO - ada -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 16.0s
07/08 19:42:16 - INFO - gb -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:42:16 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:42:30 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:30 - INFO - Current Running:lgr estimator
07/08 19:42:30 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:42:30 - INFO - Best CV Score: 0.9354621848739496

07/08 19:42:30 - INFO - 0.865 (+/-0.103) for {'C': 0.001, 'random_state': 13}
07/08 19:42:30 - INFO - 0.866 (+/-0.095) for {'C': 0.01, 'random_state': 13}
07/08 19:42:30 - INFO - 0.883 (+/-0.098) for {'C': 0.1, 'random_state': 13}
07/08 19:42:30 - INFO - 0.889 (+/-0.078) for {'C': 1, 'random_state': 13}
07/08 19:42:30 - INFO - 0.924 (+/-0.08) for {'C': 10, 'random_state': 13}
07/08 19:42:30 - INFO - 0.935 (+/-0.058) for {'C': 100, 'random_state': 13}
07/08 19:42:30 - INFO - 0.93 (+/-0.047) for {'C': 1000, 'random_state': 13}
07/08 19:42:30 - INFO - This estimator executed 0.0119 minutes
07/08 19:42:30 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:30 - INFO - Current Running:svm estimator
07/08 19:42:30 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:42:30 - INFO - Best CV Score: 0.8889075630252101

07/08 19:42:30 - INFO - 0.889 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:42:30 - INFO - This estimator executed 0.0005 minutes
07/08 19:42:30 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:30 - INFO - Current Running:mlp estimator
07/08 19:42:31 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:42:31 - INFO - Best CV Score: 0.5025210084033613

07/08 19:42:31 - INFO - 0.503 (+/-0.328) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:42:31 - INFO - This estimator executed 0.0078 minutes
07/08 19:42:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:31 - INFO - Current Running:rf estimator
07/08 19:42:31 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:42:31 - INFO - Best CV Score: 0.9124369747899159

07/08 19:42:31 - INFO - 0.912 (+/-0.063) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:42:31 - INFO - This estimator executed 0.0072 minutes
07/08 19:42:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:31 - INFO - Current Running:ada estimator
07/08 19:42:32 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:42:32 - INFO - Best CV Score: 0.9178151260504203

07/08 19:42:32 - INFO - 0.918 (+/-0.114) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:42:32 - INFO - This estimator executed 0.008 minutes
07/08 19:42:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:32 - INFO - Current Running:gb estimator
07/08 19:42:32 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:42:32 - INFO - Best CV Score: 0.929579831932773

07/08 19:42:32 - INFO - 0.93 (+/-0.06) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:42:32 - INFO - This estimator executed 0.0034 minutes
07/08 19:42:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:32 - INFO - Current Running:xgb estimator
07/08 19:42:32 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:42:32 - INFO - Best CV Score: 0.9295798319327732

07/08 19:42:32 - INFO - 0.93 (+/-0.109) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:42:32 - INFO - This estimator executed 0.002 minutes
07/08 19:42:32 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:42:32 - INFO - svm -- Accuracy: 0.93 / Precision: 0.889 / Recall: 0.96 / Latency: 3.0s
07/08 19:42:32 - INFO - mlp -- Accuracy: 0.596 / Precision: 0.533 / Recall: 0.64 / Latency: 3.0s
07/08 19:42:32 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:42:32 - INFO - ada -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 17.0s
07/08 19:42:32 - INFO - gb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 5.0s
07/08 19:42:32 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:42:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:35 - INFO - Current Running:lgr estimator
07/08 19:42:35 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:42:35 - INFO - Best CV Score: 0.9532773109243697

07/08 19:42:35 - INFO - 0.924 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:42:35 - INFO - 0.918 (+/-0.084) for {'C': 0.01, 'random_state': 13}
07/08 19:42:35 - INFO - 0.942 (+/-0.074) for {'C': 0.1, 'random_state': 13}
07/08 19:42:35 - INFO - 0.953 (+/-0.08) for {'C': 1, 'random_state': 13}
07/08 19:42:35 - INFO - 0.953 (+/-0.08) for {'C': 10, 'random_state': 13}
07/08 19:42:35 - INFO - 0.947 (+/-0.101) for {'C': 100, 'random_state': 13}
07/08 19:42:35 - INFO - 0.942 (+/-0.098) for {'C': 1000, 'random_state': 13}
07/08 19:42:35 - INFO - This estimator executed 0.0066 minutes
07/08 19:42:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:35 - INFO - Current Running:svm estimator
07/08 19:42:35 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:42:35 - INFO - Best CV Score: 0.9589915966386554

07/08 19:42:35 - INFO - 0.959 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:42:35 - INFO - This estimator executed 0.0005 minutes
07/08 19:42:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:35 - INFO - Current Running:mlp estimator
07/08 19:42:36 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:42:36 - INFO - Best CV Score: 0.9240336134453783

07/08 19:42:36 - INFO - 0.924 (+/-0.028) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:42:36 - INFO - This estimator executed 0.009 minutes
07/08 19:42:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:36 - INFO - Current Running:rf estimator
07/08 19:42:36 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:42:36 - INFO - Best CV Score: 0.9122689075630254

07/08 19:42:36 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:42:36 - INFO - This estimator executed 0.0072 minutes
07/08 19:42:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:36 - INFO - Current Running:ada estimator
07/08 19:42:37 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:42:37 - INFO - Best CV Score: 0.9181512605042016

07/08 19:42:37 - INFO - 0.918 (+/-0.068) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:42:37 - INFO - This estimator executed 0.008 minutes
07/08 19:42:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:37 - INFO - Current Running:gb estimator
07/08 19:42:37 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:42:37 - INFO - Best CV Score: 0.9356302521008404

07/08 19:42:37 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:42:37 - INFO - This estimator executed 0.0032 minutes
07/08 19:42:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:37 - INFO - Current Running:xgb estimator
07/08 19:42:37 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:42:37 - INFO - Best CV Score: 0.9297478991596639

07/08 19:42:37 - INFO - 0.93 (+/-0.06) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:42:37 - INFO - This estimator executed 0.002 minutes
07/08 19:42:37 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 19:42:37 - INFO - svm -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:42:37 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.95 / Recall: 0.76 / Latency: 2.0s
07/08 19:42:37 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:42:37 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:42:37 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:42:37 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:42:50 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:50 - INFO - Current Running:lgr estimator
07/08 19:42:51 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:42:51 - INFO - Best CV Score: 0.9356302521008404

07/08 19:42:51 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:42:51 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:42:51 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:42:51 - INFO - 0.901 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:42:51 - INFO - 0.93 (+/-0.08) for {'C': 10, 'random_state': 13}
07/08 19:42:51 - INFO - 0.936 (+/-0.058) for {'C': 100, 'random_state': 13}
07/08 19:42:51 - INFO - 0.936 (+/-0.087) for {'C': 1000, 'random_state': 13}
07/08 19:42:51 - INFO - This estimator executed 0.0141 minutes
07/08 19:42:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:51 - INFO - Current Running:svm estimator
07/08 19:42:51 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:42:51 - INFO - Best CV Score: 0.9003361344537815

07/08 19:42:51 - INFO - 0.9 (+/-0.11) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:42:51 - INFO - This estimator executed 0.0019 minutes
07/08 19:42:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:51 - INFO - Current Running:mlp estimator
07/08 19:42:51 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:42:51 - INFO - Best CV Score: 0.5205042016806722

07/08 19:42:51 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:42:51 - INFO - This estimator executed 0.0013 minutes
07/08 19:42:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:51 - INFO - Current Running:rf estimator
07/08 19:42:52 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:42:52 - INFO - Best CV Score: 0.9065546218487395

07/08 19:42:52 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:42:52 - INFO - This estimator executed 0.0072 minutes
07/08 19:42:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:52 - INFO - Current Running:ada estimator
07/08 19:42:52 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:42:52 - INFO - Best CV Score: 0.9121008403361344

07/08 19:42:52 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:42:52 - INFO - This estimator executed 0.0078 minutes
07/08 19:42:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:52 - INFO - Current Running:gb estimator
07/08 19:42:52 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:42:52 - INFO - Best CV Score: 0.9413445378151261

07/08 19:42:52 - INFO - 0.941 (+/-0.065) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:42:52 - INFO - This estimator executed 0.0032 minutes
07/08 19:42:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:52 - INFO - Current Running:xgb estimator
07/08 19:42:53 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:42:53 - INFO - Best CV Score: 0.9472268907563025

07/08 19:42:53 - INFO - 0.947 (+/-0.044) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:42:53 - INFO - This estimator executed 0.0021 minutes
07/08 19:42:53 - INFO - lgr -- Accuracy: 0.93 / Precision: 0.92 / Recall: 0.92 / Latency: 3.0s
07/08 19:42:53 - INFO - svm -- Accuracy: 0.93 / Precision: 0.889 / Recall: 0.96 / Latency: 3.0s
07/08 19:42:53 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:42:53 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:42:53 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 16.0s
07/08 19:42:53 - INFO - gb -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 4.0s
07/08 19:42:53 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:42:55 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:55 - INFO - Current Running:lgr estimator
07/08 19:42:55 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:42:55 - INFO - Best CV Score: 0.9591596638655462

07/08 19:42:55 - INFO - 0.924 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:42:55 - INFO - 0.93 (+/-0.058) for {'C': 0.01, 'random_state': 13}
07/08 19:42:55 - INFO - 0.953 (+/-0.047) for {'C': 0.1, 'random_state': 13}
07/08 19:42:55 - INFO - 0.947 (+/-0.044) for {'C': 1, 'random_state': 13}
07/08 19:42:55 - INFO - 0.942 (+/-0.053) for {'C': 10, 'random_state': 13}
07/08 19:42:55 - INFO - 0.953 (+/-0.06) for {'C': 100, 'random_state': 13}
07/08 19:42:55 - INFO - 0.959 (+/-0.047) for {'C': 1000, 'random_state': 13}
07/08 19:42:55 - INFO - This estimator executed 0.0068 minutes
07/08 19:42:55 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:55 - INFO - Current Running:svm estimator
07/08 19:42:56 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:42:56 - INFO - Best CV Score: 0.9532773109243697

07/08 19:42:56 - INFO - 0.953 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:42:56 - INFO - This estimator executed 0.0005 minutes
07/08 19:42:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:56 - INFO - Current Running:mlp estimator
07/08 19:42:56 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:42:56 - INFO - Best CV Score: 0.8658823529411764

07/08 19:42:56 - INFO - 0.866 (+/-0.099) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:42:56 - INFO - This estimator executed 0.0091 minutes
07/08 19:42:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:56 - INFO - Current Running:rf estimator
07/08 19:42:56 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:42:56 - INFO - Best CV Score: 0.9122689075630254

07/08 19:42:56 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:42:56 - INFO - This estimator executed 0.0073 minutes
07/08 19:42:56 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:56 - INFO - Current Running:ada estimator
07/08 19:42:57 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:42:57 - INFO - Best CV Score: 0.9236974789915966

07/08 19:42:57 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:42:57 - INFO - This estimator executed 0.0078 minutes
07/08 19:42:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:57 - INFO - Current Running:gb estimator
07/08 19:42:57 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:42:57 - INFO - Best CV Score: 0.9297478991596637

07/08 19:42:57 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:42:57 - INFO - This estimator executed 0.0032 minutes
07/08 19:42:57 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:42:57 - INFO - Current Running:xgb estimator
07/08 19:42:57 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:42:57 - INFO - Best CV Score: 0.9354621848739496

07/08 19:42:57 - INFO - 0.935 (+/-0.087) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:42:57 - INFO - This estimator executed 0.002 minutes
07/08 19:42:57 - INFO - lgr -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 2.0s
07/08 19:42:57 - INFO - svm -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:42:57 - INFO - mlp -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 4.0s
07/08 19:42:57 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:42:57 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:42:57 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:42:57 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:43:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:09 - INFO - Current Running:lgr estimator
07/08 19:43:10 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:43:10 - INFO - Best CV Score: 0.9415126050420168

07/08 19:43:10 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:43:10 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:43:10 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:43:10 - INFO - 0.895 (+/-0.061) for {'C': 1, 'random_state': 13}
07/08 19:43:10 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:43:10 - INFO - 0.93 (+/-0.08) for {'C': 100, 'random_state': 13}
07/08 19:43:10 - INFO - 0.942 (+/-0.098) for {'C': 1000, 'random_state': 13}
07/08 19:43:10 - INFO - This estimator executed 0.0142 minutes
07/08 19:43:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:10 - INFO - Current Running:svm estimator
07/08 19:43:10 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:43:10 - INFO - Best CV Score: 0.9063865546218487

07/08 19:43:10 - INFO - 0.906 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:43:10 - INFO - This estimator executed 0.0031 minutes
07/08 19:43:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:10 - INFO - Current Running:mlp estimator
07/08 19:43:10 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:43:10 - INFO - Best CV Score: 0.5205042016806722

07/08 19:43:10 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:43:10 - INFO - This estimator executed 0.0016 minutes
07/08 19:43:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:10 - INFO - Current Running:rf estimator
07/08 19:43:11 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:43:11 - INFO - Best CV Score: 0.900672268907563

07/08 19:43:11 - INFO - 0.901 (+/-0.095) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:43:11 - INFO - This estimator executed 0.0073 minutes
07/08 19:43:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:11 - INFO - Current Running:ada estimator
07/08 19:43:11 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:43:11 - INFO - Best CV Score: 0.9121008403361344

07/08 19:43:11 - INFO - 0.912 (+/-0.065) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:43:11 - INFO - This estimator executed 0.0079 minutes
07/08 19:43:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:11 - INFO - Current Running:gb estimator
07/08 19:43:12 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:43:12 - INFO - Best CV Score: 0.929579831932773

07/08 19:43:12 - INFO - 0.93 (+/-0.08) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:43:12 - INFO - This estimator executed 0.0032 minutes
07/08 19:43:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:12 - INFO - Current Running:xgb estimator
07/08 19:43:12 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:43:12 - INFO - Best CV Score: 0.9238655462184873

07/08 19:43:12 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:43:12 - INFO - This estimator executed 0.002 minutes
07/08 19:43:12 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:43:12 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:43:12 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 4.0s
07/08 19:43:12 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:43:12 - INFO - ada -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 17.0s
07/08 19:43:12 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:43:12 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:43:14 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:14 - INFO - Current Running:lgr estimator
07/08 19:43:15 - INFO - Best Paramaters: {'C': 0.1, 'random_state': 13}

07/08 19:43:15 - INFO - Best CV Score: 0.9534453781512605

07/08 19:43:15 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:43:15 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 19:43:15 - INFO - 0.953 (+/-0.045) for {'C': 0.1, 'random_state': 13}
07/08 19:43:15 - INFO - 0.942 (+/-0.036) for {'C': 1, 'random_state': 13}
07/08 19:43:15 - INFO - 0.947 (+/-0.044) for {'C': 10, 'random_state': 13}
07/08 19:43:15 - INFO - 0.953 (+/-0.047) for {'C': 100, 'random_state': 13}
07/08 19:43:15 - INFO - 0.947 (+/-0.044) for {'C': 1000, 'random_state': 13}
07/08 19:43:15 - INFO - This estimator executed 0.0067 minutes
07/08 19:43:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:15 - INFO - Current Running:svm estimator
07/08 19:43:15 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:43:15 - INFO - Best CV Score: 0.9591596638655462

07/08 19:43:15 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:43:15 - INFO - This estimator executed 0.0005 minutes
07/08 19:43:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:15 - INFO - Current Running:mlp estimator
07/08 19:43:15 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:43:15 - INFO - Best CV Score: 0.8833613445378152

07/08 19:43:15 - INFO - 0.883 (+/-0.096) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:43:15 - INFO - This estimator executed 0.0092 minutes
07/08 19:43:15 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:15 - INFO - Current Running:rf estimator
07/08 19:43:16 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:43:16 - INFO - Best CV Score: 0.9065546218487395

07/08 19:43:16 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:43:16 - INFO - This estimator executed 0.0073 minutes
07/08 19:43:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:16 - INFO - Current Running:ada estimator
07/08 19:43:16 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:43:16 - INFO - Best CV Score: 0.9122689075630251

07/08 19:43:16 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:43:16 - INFO - This estimator executed 0.0079 minutes
07/08 19:43:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:16 - INFO - Current Running:gb estimator
07/08 19:43:16 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:43:16 - INFO - Best CV Score: 0.924033613445378

07/08 19:43:16 - INFO - 0.924 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:43:16 - INFO - This estimator executed 0.0032 minutes
07/08 19:43:16 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:16 - INFO - Current Running:xgb estimator
07/08 19:43:16 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:43:16 - INFO - Best CV Score: 0.9415126050420168

07/08 19:43:16 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:43:16 - INFO - This estimator executed 0.002 minutes
07/08 19:43:16 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 2.0s
07/08 19:43:16 - INFO - svm -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 2.0s
07/08 19:43:16 - INFO - mlp -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:43:16 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 19:43:16 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:43:16 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:43:16 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:43:30 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:30 - INFO - Current Running:lgr estimator
07/08 19:43:31 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:43:31 - INFO - Best CV Score: 0.9299159663865547

07/08 19:43:31 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:43:31 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:43:31 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:43:31 - INFO - 0.895 (+/-0.08) for {'C': 1, 'random_state': 13}
07/08 19:43:31 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:43:31 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:43:31 - INFO - 0.93 (+/-0.07) for {'C': 1000, 'random_state': 13}
07/08 19:43:31 - INFO - This estimator executed 0.0136 minutes
07/08 19:43:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:31 - INFO - Current Running:svm estimator
07/08 19:43:31 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:43:31 - INFO - Best CV Score: 0.8946218487394958

07/08 19:43:31 - INFO - 0.895 (+/-0.061) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:43:31 - INFO - This estimator executed 0.0044 minutes
07/08 19:43:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:31 - INFO - Current Running:mlp estimator
07/08 19:43:31 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:43:31 - INFO - Best CV Score: 0.5205042016806722

07/08 19:43:31 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:43:31 - INFO - This estimator executed 0.0013 minutes
07/08 19:43:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:31 - INFO - Current Running:rf estimator
07/08 19:43:32 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:43:32 - INFO - Best CV Score: 0.9065546218487395

07/08 19:43:32 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:43:32 - INFO - This estimator executed 0.0074 minutes
07/08 19:43:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:32 - INFO - Current Running:ada estimator
07/08 19:43:32 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:43:32 - INFO - Best CV Score: 0.9063865546218487

07/08 19:43:32 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:43:32 - INFO - This estimator executed 0.0079 minutes
07/08 19:43:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:32 - INFO - Current Running:gb estimator
07/08 19:43:33 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:43:33 - INFO - Best CV Score: 0.9354621848739495

07/08 19:43:33 - INFO - 0.935 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:43:33 - INFO - This estimator executed 0.0032 minutes
07/08 19:43:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:33 - INFO - Current Running:xgb estimator
07/08 19:43:33 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:43:33 - INFO - Best CV Score: 0.9415126050420168

07/08 19:43:33 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:43:33 - INFO - This estimator executed 0.0021 minutes
07/08 19:43:33 - INFO - lgr -- Accuracy: 0.93 / Precision: 0.92 / Recall: 0.92 / Latency: 3.0s
07/08 19:43:33 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:43:33 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:43:33 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:43:33 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:43:33 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:43:33 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:43:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:35 - INFO - Current Running:lgr estimator
07/08 19:43:35 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:43:35 - INFO - Best CV Score: 0.9591596638655462

07/08 19:43:35 - INFO - 0.93 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:43:35 - INFO - 0.93 (+/-0.058) for {'C': 0.01, 'random_state': 13}
07/08 19:43:35 - INFO - 0.959 (+/-0.047) for {'C': 0.1, 'random_state': 13}
07/08 19:43:35 - INFO - 0.947 (+/-0.044) for {'C': 1, 'random_state': 13}
07/08 19:43:35 - INFO - 0.942 (+/-0.053) for {'C': 10, 'random_state': 13}
07/08 19:43:35 - INFO - 0.947 (+/-0.044) for {'C': 100, 'random_state': 13}
07/08 19:43:35 - INFO - 0.959 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:43:35 - INFO - This estimator executed 0.0067 minutes
07/08 19:43:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:35 - INFO - Current Running:svm estimator
07/08 19:43:35 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:43:35 - INFO - Best CV Score: 0.9532773109243697

07/08 19:43:35 - INFO - 0.953 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:43:35 - INFO - This estimator executed 0.0005 minutes
07/08 19:43:35 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:35 - INFO - Current Running:mlp estimator
07/08 19:43:36 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:43:36 - INFO - Best CV Score: 0.8894117647058823

07/08 19:43:36 - INFO - 0.889 (+/-0.11) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:43:36 - INFO - This estimator executed 0.0091 minutes
07/08 19:43:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:36 - INFO - Current Running:rf estimator
07/08 19:43:36 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:43:36 - INFO - Best CV Score: 0.9122689075630254

07/08 19:43:36 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:43:36 - INFO - This estimator executed 0.0074 minutes
07/08 19:43:36 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:36 - INFO - Current Running:ada estimator
07/08 19:43:37 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:43:37 - INFO - Best CV Score: 0.9236974789915966

07/08 19:43:37 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:43:37 - INFO - This estimator executed 0.0078 minutes
07/08 19:43:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:37 - INFO - Current Running:gb estimator
07/08 19:43:37 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:43:37 - INFO - Best CV Score: 0.9297478991596637

07/08 19:43:37 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:43:37 - INFO - This estimator executed 0.0032 minutes
07/08 19:43:37 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:37 - INFO - Current Running:xgb estimator
07/08 19:43:37 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:43:37 - INFO - Best CV Score: 0.9354621848739496

07/08 19:43:37 - INFO - 0.935 (+/-0.087) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:43:37 - INFO - This estimator executed 0.0021 minutes
07/08 19:43:37 - INFO - lgr -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:43:37 - INFO - svm -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:43:37 - INFO - mlp -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 4.0s
07/08 19:43:37 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:43:37 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:43:37 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:43:37 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:43:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:48 - INFO - Current Running:lgr estimator
07/08 19:43:49 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:43:49 - INFO - Best CV Score: 0.9181512605042016

07/08 19:43:49 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:43:49 - INFO - 0.86 (+/-0.101) for {'C': 0.01, 'random_state': 13}
07/08 19:43:49 - INFO - 0.859 (+/-0.132) for {'C': 0.1, 'random_state': 13}
07/08 19:43:49 - INFO - 0.871 (+/-0.161) for {'C': 1, 'random_state': 13}
07/08 19:43:49 - INFO - 0.906 (+/-0.12) for {'C': 10, 'random_state': 13}
07/08 19:43:49 - INFO - 0.918 (+/-0.12) for {'C': 100, 'random_state': 13}
07/08 19:43:49 - INFO - 0.918 (+/-0.12) for {'C': 1000, 'random_state': 13}
07/08 19:43:49 - INFO - This estimator executed 0.0142 minutes
07/08 19:43:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:49 - INFO - Current Running:svm estimator
07/08 19:43:49 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:43:49 - INFO - Best CV Score: 0.8944537815126049

07/08 19:43:49 - INFO - 0.894 (+/-0.096) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:43:49 - INFO - This estimator executed 0.0028 minutes
07/08 19:43:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:49 - INFO - Current Running:mlp estimator
07/08 19:43:50 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:43:50 - INFO - Best CV Score: 0.5205042016806722

07/08 19:43:50 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:43:50 - INFO - This estimator executed 0.0016 minutes
07/08 19:43:50 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:50 - INFO - Current Running:rf estimator
07/08 19:43:50 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:43:50 - INFO - Best CV Score: 0.9065546218487395

07/08 19:43:50 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:43:50 - INFO - This estimator executed 0.0074 minutes
07/08 19:43:50 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:50 - INFO - Current Running:ada estimator
07/08 19:43:51 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:43:51 - INFO - Best CV Score: 0.9472268907563025

07/08 19:43:51 - INFO - 0.947 (+/-0.044) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:43:51 - INFO - This estimator executed 0.0079 minutes
07/08 19:43:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:51 - INFO - Current Running:gb estimator
07/08 19:43:51 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:43:51 - INFO - Best CV Score: 0.9415126050420168

07/08 19:43:51 - INFO - 0.942 (+/-0.064) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:43:51 - INFO - This estimator executed 0.0032 minutes
07/08 19:43:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:51 - INFO - Current Running:xgb estimator
07/08 19:43:51 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:43:51 - INFO - Best CV Score: 0.9472268907563025

07/08 19:43:51 - INFO - 0.947 (+/-0.069) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:43:51 - INFO - This estimator executed 0.002 minutes
07/08 19:43:51 - INFO - lgr -- Accuracy: 0.93 / Precision: 0.92 / Recall: 0.92 / Latency: 3.0s
07/08 19:43:51 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 2.0s
07/08 19:43:51 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 4.0s
07/08 19:43:51 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:43:51 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 18.0s
07/08 19:43:51 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:43:51 - INFO - xgb -- Accuracy: 0.93 / Precision: 0.957 / Recall: 0.88 / Latency: 2.0s
07/08 19:43:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:53 - INFO - Current Running:lgr estimator
07/08 19:43:53 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:43:53 - INFO - Best CV Score: 0.9534453781512605

07/08 19:43:53 - INFO - 0.924 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:43:53 - INFO - 0.936 (+/-0.055) for {'C': 0.01, 'random_state': 13}
07/08 19:43:53 - INFO - 0.948 (+/-0.042) for {'C': 0.1, 'random_state': 13}
07/08 19:43:53 - INFO - 0.953 (+/-0.095) for {'C': 1, 'random_state': 13}
07/08 19:43:53 - INFO - 0.948 (+/-0.068) for {'C': 10, 'random_state': 13}
07/08 19:43:53 - INFO - 0.942 (+/-0.082) for {'C': 100, 'random_state': 13}
07/08 19:43:53 - INFO - 0.942 (+/-0.105) for {'C': 1000, 'random_state': 13}
07/08 19:43:53 - INFO - This estimator executed 0.0064 minutes
07/08 19:43:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:53 - INFO - Current Running:svm estimator
07/08 19:43:54 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:43:54 - INFO - Best CV Score: 0.9589915966386554

07/08 19:43:54 - INFO - 0.959 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:43:54 - INFO - This estimator executed 0.0004 minutes
07/08 19:43:54 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:54 - INFO - Current Running:mlp estimator
07/08 19:43:54 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:43:54 - INFO - Best CV Score: 0.8892436974789917

07/08 19:43:54 - INFO - 0.889 (+/-0.083) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:43:54 - INFO - This estimator executed 0.009 minutes
07/08 19:43:54 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:54 - INFO - Current Running:rf estimator
07/08 19:43:54 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:43:54 - INFO - Best CV Score: 0.9122689075630254

07/08 19:43:54 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:43:54 - INFO - This estimator executed 0.0073 minutes
07/08 19:43:54 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:54 - INFO - Current Running:ada estimator
07/08 19:43:55 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:43:55 - INFO - Best CV Score: 0.9356302521008402

07/08 19:43:55 - INFO - 0.936 (+/-0.024) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:43:55 - INFO - This estimator executed 0.0084 minutes
07/08 19:43:55 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:55 - INFO - Current Running:gb estimator
07/08 19:43:55 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:43:55 - INFO - Best CV Score: 0.9354621848739496

07/08 19:43:55 - INFO - 0.935 (+/-0.069) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:43:55 - INFO - This estimator executed 0.0032 minutes
07/08 19:43:55 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:43:55 - INFO - Current Running:xgb estimator
07/08 19:43:55 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:43:55 - INFO - Best CV Score: 0.9413445378151261

07/08 19:43:55 - INFO - 0.941 (+/-0.053) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:43:55 - INFO - This estimator executed 0.002 minutes
07/08 19:43:55 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:43:55 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 4.0s
07/08 19:43:55 - INFO - mlp -- Accuracy: 0.895 / Precision: 1.0 / Recall: 0.76 / Latency: 3.0s
07/08 19:43:55 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:43:55 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:43:55 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:43:55 - INFO - xgb -- Accuracy: 0.93 / Precision: 0.957 / Recall: 0.88 / Latency: 2.0s
07/08 19:44:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:08 - INFO - Current Running:lgr estimator
07/08 19:44:08 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:44:08 - INFO - Best CV Score: 0.9240336134453783

07/08 19:44:08 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:44:08 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:44:08 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:44:08 - INFO - 0.895 (+/-0.08) for {'C': 1, 'random_state': 13}
07/08 19:44:08 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:44:08 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:44:08 - INFO - 0.924 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:44:08 - INFO - This estimator executed 0.0135 minutes
07/08 19:44:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:08 - INFO - Current Running:svm estimator
07/08 19:44:09 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:44:09 - INFO - Best CV Score: 0.8946218487394958

07/08 19:44:09 - INFO - 0.895 (+/-0.061) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:44:09 - INFO - This estimator executed 0.0044 minutes
07/08 19:44:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:09 - INFO - Current Running:mlp estimator
07/08 19:44:09 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:44:09 - INFO - Best CV Score: 0.5205042016806722

07/08 19:44:09 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:44:09 - INFO - This estimator executed 0.0014 minutes
07/08 19:44:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:09 - INFO - Current Running:rf estimator
07/08 19:44:09 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:44:09 - INFO - Best CV Score: 0.9065546218487395

07/08 19:44:09 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:44:09 - INFO - This estimator executed 0.0075 minutes
07/08 19:44:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:09 - INFO - Current Running:ada estimator
07/08 19:44:10 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:44:10 - INFO - Best CV Score: 0.9063865546218487

07/08 19:44:10 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:44:10 - INFO - This estimator executed 0.0086 minutes
07/08 19:44:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:10 - INFO - Current Running:gb estimator
07/08 19:44:10 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:44:10 - INFO - Best CV Score: 0.9354621848739495

07/08 19:44:10 - INFO - 0.935 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:44:10 - INFO - This estimator executed 0.0032 minutes
07/08 19:44:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:10 - INFO - Current Running:xgb estimator
07/08 19:44:10 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:44:10 - INFO - Best CV Score: 0.9415126050420168

07/08 19:44:10 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:44:10 - INFO - This estimator executed 0.002 minutes
07/08 19:44:10 - INFO - lgr -- Accuracy: 0.93 / Precision: 0.92 / Recall: 0.92 / Latency: 3.0s
07/08 19:44:10 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:44:10 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:44:10 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:44:10 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:44:10 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:44:10 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:44:12 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:12 - INFO - Current Running:lgr estimator
07/08 19:44:13 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:44:13 - INFO - Best CV Score: 0.9591596638655462

07/08 19:44:13 - INFO - 0.93 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:44:13 - INFO - 0.936 (+/-0.067) for {'C': 0.01, 'random_state': 13}
07/08 19:44:13 - INFO - 0.947 (+/-0.044) for {'C': 0.1, 'random_state': 13}
07/08 19:44:13 - INFO - 0.959 (+/-0.028) for {'C': 1, 'random_state': 13}
07/08 19:44:13 - INFO - 0.953 (+/-0.059) for {'C': 10, 'random_state': 13}
07/08 19:44:13 - INFO - 0.959 (+/-0.047) for {'C': 100, 'random_state': 13}
07/08 19:44:13 - INFO - 0.959 (+/-0.047) for {'C': 1000, 'random_state': 13}
07/08 19:44:13 - INFO - This estimator executed 0.0065 minutes
07/08 19:44:13 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:13 - INFO - Current Running:svm estimator
07/08 19:44:13 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:44:13 - INFO - Best CV Score: 0.9589915966386554

07/08 19:44:13 - INFO - 0.959 (+/-0.029) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:44:13 - INFO - This estimator executed 0.0005 minutes
07/08 19:44:13 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:13 - INFO - Current Running:mlp estimator
07/08 19:44:13 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:44:13 - INFO - Best CV Score: 0.900672268907563

07/08 19:44:13 - INFO - 0.901 (+/-0.079) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:44:13 - INFO - This estimator executed 0.0089 minutes
07/08 19:44:13 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:13 - INFO - Current Running:rf estimator
07/08 19:44:14 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:44:14 - INFO - Best CV Score: 0.9124369747899159

07/08 19:44:14 - INFO - 0.912 (+/-0.082) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:44:14 - INFO - This estimator executed 0.0072 minutes
07/08 19:44:14 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:14 - INFO - Current Running:ada estimator
07/08 19:44:14 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:44:14 - INFO - Best CV Score: 0.9121008403361344

07/08 19:44:14 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:44:14 - INFO - This estimator executed 0.0077 minutes
07/08 19:44:14 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:14 - INFO - Current Running:gb estimator
07/08 19:44:14 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:44:14 - INFO - Best CV Score: 0.9413445378151261

07/08 19:44:14 - INFO - 0.941 (+/-0.065) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:44:14 - INFO - This estimator executed 0.0032 minutes
07/08 19:44:14 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:14 - INFO - Current Running:xgb estimator
07/08 19:44:15 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:44:15 - INFO - Best CV Score: 0.9472268907563025

07/08 19:44:15 - INFO - 0.947 (+/-0.044) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:44:15 - INFO - This estimator executed 0.002 minutes
07/08 19:44:15 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:44:15 - INFO - svm -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 2.0s
07/08 19:44:15 - INFO - mlp -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:44:15 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:44:15 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 17.0s
07/08 19:44:15 - INFO - gb -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 4.0s
07/08 19:44:15 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:44:27 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:27 - INFO - Current Running:lgr estimator
07/08 19:44:27 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:44:27 - INFO - Best CV Score: 0.9297478991596639

07/08 19:44:27 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:44:27 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:44:27 - INFO - 0.883 (+/-0.082) for {'C': 0.1, 'random_state': 13}
07/08 19:44:27 - INFO - 0.889 (+/-0.079) for {'C': 1, 'random_state': 13}
07/08 19:44:27 - INFO - 0.912 (+/-0.099) for {'C': 10, 'random_state': 13}
07/08 19:44:27 - INFO - 0.93 (+/-0.06) for {'C': 100, 'random_state': 13}
07/08 19:44:27 - INFO - 0.93 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:44:27 - INFO - This estimator executed 0.0139 minutes
07/08 19:44:27 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:27 - INFO - Current Running:svm estimator
07/08 19:44:28 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:44:28 - INFO - Best CV Score: 0.9005042016806722

07/08 19:44:28 - INFO - 0.901 (+/-0.096) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:44:28 - INFO - This estimator executed 0.0034 minutes
07/08 19:44:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:28 - INFO - Current Running:mlp estimator
07/08 19:44:28 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:44:28 - INFO - Best CV Score: 0.5205042016806722

07/08 19:44:28 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:44:28 - INFO - This estimator executed 0.0014 minutes
07/08 19:44:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:28 - INFO - Current Running:rf estimator
07/08 19:44:28 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:44:28 - INFO - Best CV Score: 0.917983193277311

07/08 19:44:28 - INFO - 0.918 (+/-0.102) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:44:28 - INFO - This estimator executed 0.0073 minutes
07/08 19:44:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:28 - INFO - Current Running:ada estimator
07/08 19:44:29 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:44:29 - INFO - Best CV Score: 0.9008403361344538

07/08 19:44:29 - INFO - 0.901 (+/-0.057) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:44:29 - INFO - This estimator executed 0.008 minutes
07/08 19:44:29 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:29 - INFO - Current Running:gb estimator
07/08 19:44:29 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:44:29 - INFO - Best CV Score: 0.9297478991596637

07/08 19:44:29 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:44:29 - INFO - This estimator executed 0.0032 minutes
07/08 19:44:29 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:29 - INFO - Current Running:xgb estimator
07/08 19:44:29 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:44:29 - INFO - Best CV Score: 0.9295798319327732

07/08 19:44:29 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:44:29 - INFO - This estimator executed 0.0021 minutes
07/08 19:44:29 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:44:29 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:44:29 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 4.0s
07/08 19:44:29 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:44:29 - INFO - ada -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 16.0s
07/08 19:44:29 - INFO - gb -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 4.0s
07/08 19:44:29 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:44:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:31 - INFO - Current Running:lgr estimator
07/08 19:44:32 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:44:32 - INFO - Best CV Score: 0.9532773109243697

07/08 19:44:32 - INFO - 0.924 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:44:32 - INFO - 0.93 (+/-0.058) for {'C': 0.01, 'random_state': 13}
07/08 19:44:32 - INFO - 0.941 (+/-0.075) for {'C': 0.1, 'random_state': 13}
07/08 19:44:32 - INFO - 0.953 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:44:32 - INFO - 0.942 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:44:32 - INFO - 0.953 (+/-0.08) for {'C': 100, 'random_state': 13}
07/08 19:44:32 - INFO - 0.953 (+/-0.08) for {'C': 1000, 'random_state': 13}
07/08 19:44:32 - INFO - This estimator executed 0.0065 minutes
07/08 19:44:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:32 - INFO - Current Running:svm estimator
07/08 19:44:32 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:44:32 - INFO - Best CV Score: 0.9589915966386554

07/08 19:44:32 - INFO - 0.959 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:44:32 - INFO - This estimator executed 0.0005 minutes
07/08 19:44:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:32 - INFO - Current Running:mlp estimator
07/08 19:44:32 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:44:32 - INFO - Best CV Score: 0.8949579831932774

07/08 19:44:32 - INFO - 0.895 (+/-0.078) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:44:32 - INFO - This estimator executed 0.0091 minutes
07/08 19:44:32 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:32 - INFO - Current Running:rf estimator
07/08 19:44:33 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:44:33 - INFO - Best CV Score: 0.9122689075630254

07/08 19:44:33 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:44:33 - INFO - This estimator executed 0.0071 minutes
07/08 19:44:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:33 - INFO - Current Running:ada estimator
07/08 19:44:33 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:44:33 - INFO - Best CV Score: 0.9415126050420166

07/08 19:44:33 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:44:33 - INFO - This estimator executed 0.008 minutes
07/08 19:44:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:33 - INFO - Current Running:gb estimator
07/08 19:44:33 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:44:33 - INFO - Best CV Score: 0.9413445378151261

07/08 19:44:33 - INFO - 0.941 (+/-0.065) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:44:33 - INFO - This estimator executed 0.0031 minutes
07/08 19:44:33 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:33 - INFO - Current Running:xgb estimator
07/08 19:44:33 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:44:33 - INFO - Best CV Score: 0.9472268907563025

07/08 19:44:33 - INFO - 0.947 (+/-0.069) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:44:33 - INFO - This estimator executed 0.002 minutes
07/08 19:44:33 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:44:33 - INFO - svm -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:44:33 - INFO - mlp -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:44:33 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:44:33 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:44:33 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:44:33 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:44:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:47 - INFO - Current Running:lgr estimator
07/08 19:44:48 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:44:48 - INFO - Best CV Score: 0.924033613445378

07/08 19:44:48 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:44:48 - INFO - 0.86 (+/-0.101) for {'C': 0.01, 'random_state': 13}
07/08 19:44:48 - INFO - 0.889 (+/-0.087) for {'C': 0.1, 'random_state': 13}
07/08 19:44:48 - INFO - 0.9 (+/-0.11) for {'C': 1, 'random_state': 13}
07/08 19:44:48 - INFO - 0.912 (+/-0.105) for {'C': 10, 'random_state': 13}
07/08 19:44:48 - INFO - 0.924 (+/-0.08) for {'C': 100, 'random_state': 13}
07/08 19:44:48 - INFO - 0.924 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:44:48 - INFO - This estimator executed 0.0141 minutes
07/08 19:44:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:48 - INFO - Current Running:svm estimator
07/08 19:44:48 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:44:48 - INFO - Best CV Score: 0.8946218487394958

07/08 19:44:48 - INFO - 0.895 (+/-0.071) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:44:48 - INFO - This estimator executed 0.0019 minutes
07/08 19:44:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:48 - INFO - Current Running:mlp estimator
07/08 19:44:48 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:44:48 - INFO - Best CV Score: 0.5205042016806722

07/08 19:44:48 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:44:48 - INFO - This estimator executed 0.0014 minutes
07/08 19:44:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:48 - INFO - Current Running:rf estimator
07/08 19:44:49 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:44:49 - INFO - Best CV Score: 0.9122689075630254

07/08 19:44:49 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:44:49 - INFO - This estimator executed 0.0074 minutes
07/08 19:44:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:49 - INFO - Current Running:ada estimator
07/08 19:44:49 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:44:49 - INFO - Best CV Score: 0.9179831932773108

07/08 19:44:49 - INFO - 0.918 (+/-0.087) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:44:49 - INFO - This estimator executed 0.0078 minutes
07/08 19:44:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:49 - INFO - Current Running:gb estimator
07/08 19:44:49 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:44:49 - INFO - Best CV Score: 0.9181512605042016

07/08 19:44:49 - INFO - 0.918 (+/-0.068) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:44:49 - INFO - This estimator executed 0.0033 minutes
07/08 19:44:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:49 - INFO - Current Running:xgb estimator
07/08 19:44:50 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:44:50 - INFO - Best CV Score: 0.9472268907563025

07/08 19:44:50 - INFO - 0.947 (+/-0.069) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:44:50 - INFO - This estimator executed 0.0021 minutes
07/08 19:44:50 - INFO - lgr -- Accuracy: 0.93 / Precision: 0.92 / Recall: 0.92 / Latency: 3.0s
07/08 19:44:50 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:44:50 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:44:50 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:44:50 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:44:50 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:44:50 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:44:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:52 - INFO - Current Running:lgr estimator
07/08 19:44:52 - INFO - Best Paramaters: {'C': 0.1, 'random_state': 13}

07/08 19:44:52 - INFO - Best CV Score: 0.9534453781512605

07/08 19:44:52 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:44:52 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 19:44:52 - INFO - 0.953 (+/-0.045) for {'C': 0.1, 'random_state': 13}
07/08 19:44:52 - INFO - 0.942 (+/-0.036) for {'C': 1, 'random_state': 13}
07/08 19:44:52 - INFO - 0.947 (+/-0.044) for {'C': 10, 'random_state': 13}
07/08 19:44:52 - INFO - 0.953 (+/-0.047) for {'C': 100, 'random_state': 13}
07/08 19:44:52 - INFO - 0.947 (+/-0.044) for {'C': 1000, 'random_state': 13}
07/08 19:44:52 - INFO - This estimator executed 0.0066 minutes
07/08 19:44:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:52 - INFO - Current Running:svm estimator
07/08 19:44:52 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:44:52 - INFO - Best CV Score: 0.9591596638655462

07/08 19:44:52 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:44:52 - INFO - This estimator executed 0.0005 minutes
07/08 19:44:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:52 - INFO - Current Running:mlp estimator
07/08 19:44:53 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:44:53 - INFO - Best CV Score: 0.906890756302521

07/08 19:44:53 - INFO - 0.907 (+/-0.091) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:44:53 - INFO - This estimator executed 0.0093 minutes
07/08 19:44:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:53 - INFO - Current Running:rf estimator
07/08 19:44:53 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:44:53 - INFO - Best CV Score: 0.9122689075630254

07/08 19:44:53 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:44:53 - INFO - This estimator executed 0.0072 minutes
07/08 19:44:53 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:53 - INFO - Current Running:ada estimator
07/08 19:44:54 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:44:54 - INFO - Best CV Score: 0.9122689075630251

07/08 19:44:54 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:44:54 - INFO - This estimator executed 0.008 minutes
07/08 19:44:54 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:54 - INFO - Current Running:gb estimator
07/08 19:44:54 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:44:54 - INFO - Best CV Score: 0.924033613445378

07/08 19:44:54 - INFO - 0.924 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:44:54 - INFO - This estimator executed 0.0033 minutes
07/08 19:44:54 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:44:54 - INFO - Current Running:xgb estimator
07/08 19:44:54 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:44:54 - INFO - Best CV Score: 0.9415126050420168

07/08 19:44:54 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:44:54 - INFO - This estimator executed 0.002 minutes
07/08 19:44:54 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:44:54 - INFO - svm -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 3.0s
07/08 19:44:54 - INFO - mlp -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:44:54 - INFO - rf -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 11.0s
07/08 19:44:54 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:44:54 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:44:54 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:45:04 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:04 - INFO - Current Running:lgr estimator
07/08 19:45:05 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:45:05 - INFO - Best CV Score: 0.9297478991596639

07/08 19:45:05 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:45:05 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:45:05 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:45:05 - INFO - 0.895 (+/-0.08) for {'C': 1, 'random_state': 13}
07/08 19:45:05 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:45:05 - INFO - 0.924 (+/-0.06) for {'C': 100, 'random_state': 13}
07/08 19:45:05 - INFO - 0.93 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:45:05 - INFO - This estimator executed 0.0133 minutes
07/08 19:45:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:05 - INFO - Current Running:svm estimator
07/08 19:45:05 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:45:05 - INFO - Best CV Score: 0.9005042016806722

07/08 19:45:05 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:45:05 - INFO - This estimator executed 0.0033 minutes
07/08 19:45:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:05 - INFO - Current Running:mlp estimator
07/08 19:45:05 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:45:05 - INFO - Best CV Score: 0.5205042016806722

07/08 19:45:05 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:45:05 - INFO - This estimator executed 0.0016 minutes
07/08 19:45:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:05 - INFO - Current Running:rf estimator
07/08 19:45:06 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:45:06 - INFO - Best CV Score: 0.9065546218487395

07/08 19:45:06 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:45:06 - INFO - This estimator executed 0.0074 minutes
07/08 19:45:06 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:06 - INFO - Current Running:ada estimator
07/08 19:45:06 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:45:06 - INFO - Best CV Score: 0.9063865546218487

07/08 19:45:06 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:45:06 - INFO - This estimator executed 0.008 minutes
07/08 19:45:06 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:06 - INFO - Current Running:gb estimator
07/08 19:45:06 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:45:06 - INFO - Best CV Score: 0.929579831932773

07/08 19:45:06 - INFO - 0.93 (+/-0.06) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:45:06 - INFO - This estimator executed 0.0033 minutes
07/08 19:45:06 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:06 - INFO - Current Running:xgb estimator
07/08 19:45:07 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:45:07 - INFO - Best CV Score: 0.9415126050420168

07/08 19:45:07 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:45:07 - INFO - This estimator executed 0.002 minutes
07/08 19:45:07 - INFO - lgr -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 2.0s
07/08 19:45:07 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:45:07 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 4.0s
07/08 19:45:07 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:45:07 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 16.0s
07/08 19:45:07 - INFO - gb -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 4.0s
07/08 19:45:07 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:45:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:09 - INFO - Current Running:lgr estimator
07/08 19:45:09 - INFO - Best Paramaters: {'C': 0.1, 'random_state': 13}

07/08 19:45:09 - INFO - Best CV Score: 0.9534453781512605

07/08 19:45:09 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:45:09 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 19:45:09 - INFO - 0.953 (+/-0.045) for {'C': 0.1, 'random_state': 13}
07/08 19:45:09 - INFO - 0.942 (+/-0.036) for {'C': 1, 'random_state': 13}
07/08 19:45:09 - INFO - 0.947 (+/-0.044) for {'C': 10, 'random_state': 13}
07/08 19:45:09 - INFO - 0.953 (+/-0.047) for {'C': 100, 'random_state': 13}
07/08 19:45:09 - INFO - 0.947 (+/-0.044) for {'C': 1000, 'random_state': 13}
07/08 19:45:09 - INFO - This estimator executed 0.0067 minutes
07/08 19:45:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:09 - INFO - Current Running:svm estimator
07/08 19:45:09 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:45:09 - INFO - Best CV Score: 0.9591596638655462

07/08 19:45:09 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:45:09 - INFO - This estimator executed 0.0005 minutes
07/08 19:45:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:09 - INFO - Current Running:mlp estimator
07/08 19:45:10 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:45:10 - INFO - Best CV Score: 0.8541176470588235

07/08 19:45:10 - INFO - 0.854 (+/-0.161) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:45:10 - INFO - This estimator executed 0.0093 minutes
07/08 19:45:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:10 - INFO - Current Running:rf estimator
07/08 19:45:10 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:45:10 - INFO - Best CV Score: 0.9122689075630254

07/08 19:45:10 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:45:10 - INFO - This estimator executed 0.0073 minutes
07/08 19:45:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:10 - INFO - Current Running:ada estimator
07/08 19:45:11 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:45:11 - INFO - Best CV Score: 0.9122689075630251

07/08 19:45:11 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:45:11 - INFO - This estimator executed 0.0079 minutes
07/08 19:45:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:11 - INFO - Current Running:gb estimator
07/08 19:45:11 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:45:11 - INFO - Best CV Score: 0.924033613445378

07/08 19:45:11 - INFO - 0.924 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:45:11 - INFO - This estimator executed 0.0033 minutes
07/08 19:45:11 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:11 - INFO - Current Running:xgb estimator
07/08 19:45:11 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:45:11 - INFO - Best CV Score: 0.9415126050420168

07/08 19:45:11 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:45:11 - INFO - This estimator executed 0.002 minutes
07/08 19:45:11 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:45:11 - INFO - svm -- Accuracy: 0.86 / Precision: 0.87 / Recall: 0.8 / Latency: 3.0s
07/08 19:45:11 - INFO - mlp -- Accuracy: 0.895 / Precision: 1.0 / Recall: 0.76 / Latency: 3.0s
07/08 19:45:11 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:45:11 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:45:11 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:45:11 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:45:22 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:22 - INFO - Current Running:lgr estimator
07/08 19:45:23 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:45:23 - INFO - Best CV Score: 0.9473949579831933

07/08 19:45:23 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:45:23 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:45:23 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:45:23 - INFO - 0.889 (+/-0.079) for {'C': 1, 'random_state': 13}
07/08 19:45:23 - INFO - 0.924 (+/-0.08) for {'C': 10, 'random_state': 13}
07/08 19:45:23 - INFO - 0.942 (+/-0.098) for {'C': 100, 'random_state': 13}
07/08 19:45:23 - INFO - 0.947 (+/-0.078) for {'C': 1000, 'random_state': 13}
07/08 19:45:23 - INFO - This estimator executed 0.014 minutes
07/08 19:45:23 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:23 - INFO - Current Running:svm estimator
07/08 19:45:23 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:45:23 - INFO - Best CV Score: 0.9063865546218487

07/08 19:45:23 - INFO - 0.906 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:45:23 - INFO - This estimator executed 0.004 minutes
07/08 19:45:23 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:23 - INFO - Current Running:mlp estimator
07/08 19:45:23 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:45:23 - INFO - Best CV Score: 0.5205042016806722

07/08 19:45:23 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:45:23 - INFO - This estimator executed 0.0014 minutes
07/08 19:45:23 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:23 - INFO - Current Running:rf estimator
07/08 19:45:23 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:45:23 - INFO - Best CV Score: 0.9065546218487395

07/08 19:45:23 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:45:23 - INFO - This estimator executed 0.0073 minutes
07/08 19:45:23 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:23 - INFO - Current Running:ada estimator
07/08 19:45:24 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:45:24 - INFO - Best CV Score: 0.9122689075630251

07/08 19:45:24 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:45:24 - INFO - This estimator executed 0.0079 minutes
07/08 19:45:24 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:24 - INFO - Current Running:gb estimator
07/08 19:45:24 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:45:24 - INFO - Best CV Score: 0.924033613445378

07/08 19:45:24 - INFO - 0.924 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:45:24 - INFO - This estimator executed 0.0033 minutes
07/08 19:45:24 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:24 - INFO - Current Running:xgb estimator
07/08 19:45:24 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:45:24 - INFO - Best CV Score: 0.9415126050420168

07/08 19:45:24 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:45:24 - INFO - This estimator executed 0.002 minutes
07/08 19:45:24 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:45:24 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:45:24 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:45:24 - INFO - rf -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 12.0s
07/08 19:45:24 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:45:24 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:45:24 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:45:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:26 - INFO - Current Running:lgr estimator
07/08 19:45:27 - INFO - Best Paramaters: {'C': 1, 'random_state': 13}

07/08 19:45:27 - INFO - Best CV Score: 0.9591596638655462

07/08 19:45:27 - INFO - 0.93 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:45:27 - INFO - 0.936 (+/-0.067) for {'C': 0.01, 'random_state': 13}
07/08 19:45:27 - INFO - 0.947 (+/-0.044) for {'C': 0.1, 'random_state': 13}
07/08 19:45:27 - INFO - 0.959 (+/-0.028) for {'C': 1, 'random_state': 13}
07/08 19:45:27 - INFO - 0.953 (+/-0.059) for {'C': 10, 'random_state': 13}
07/08 19:45:27 - INFO - 0.959 (+/-0.047) for {'C': 100, 'random_state': 13}
07/08 19:45:27 - INFO - 0.959 (+/-0.047) for {'C': 1000, 'random_state': 13}
07/08 19:45:27 - INFO - This estimator executed 0.0066 minutes
07/08 19:45:27 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:27 - INFO - Current Running:svm estimator
07/08 19:45:27 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:45:27 - INFO - Best CV Score: 0.9589915966386554

07/08 19:45:27 - INFO - 0.959 (+/-0.029) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:45:27 - INFO - This estimator executed 0.0004 minutes
07/08 19:45:27 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:27 - INFO - Current Running:mlp estimator
07/08 19:45:27 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:45:27 - INFO - Best CV Score: 0.8830252100840337

07/08 19:45:27 - INFO - 0.883 (+/-0.037) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:45:27 - INFO - This estimator executed 0.009 minutes
07/08 19:45:27 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:27 - INFO - Current Running:rf estimator
07/08 19:45:28 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:45:28 - INFO - Best CV Score: 0.9063865546218487

07/08 19:45:28 - INFO - 0.906 (+/-0.12) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:45:28 - INFO - This estimator executed 0.0073 minutes
07/08 19:45:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:28 - INFO - Current Running:ada estimator
07/08 19:45:28 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:45:28 - INFO - Best CV Score: 0.9121008403361344

07/08 19:45:28 - INFO - 0.912 (+/-0.053) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:45:28 - INFO - This estimator executed 0.0079 minutes
07/08 19:45:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:28 - INFO - Current Running:gb estimator
07/08 19:45:28 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:45:28 - INFO - Best CV Score: 0.9413445378151261

07/08 19:45:28 - INFO - 0.941 (+/-0.065) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:45:28 - INFO - This estimator executed 0.0032 minutes
07/08 19:45:28 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:28 - INFO - Current Running:xgb estimator
07/08 19:45:28 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:45:28 - INFO - Best CV Score: 0.9472268907563025

07/08 19:45:28 - INFO - 0.947 (+/-0.044) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:45:28 - INFO - This estimator executed 0.002 minutes
07/08 19:45:28 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:45:28 - INFO - svm -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:45:28 - INFO - mlp -- Accuracy: 0.93 / Precision: 0.957 / Recall: 0.88 / Latency: 3.0s
07/08 19:45:28 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 19:45:29 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 17.0s
07/08 19:45:29 - INFO - gb -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 2.0s
07/08 19:45:29 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:45:46 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:46 - INFO - Current Running:lgr estimator
07/08 19:45:46 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:45:46 - INFO - Best CV Score: 0.9357983193277312

07/08 19:45:46 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:45:46 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:45:46 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:45:46 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:45:46 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:45:46 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:45:46 - INFO - 0.936 (+/-0.086) for {'C': 1000, 'random_state': 13}
07/08 19:45:46 - INFO - This estimator executed 0.0137 minutes
07/08 19:45:46 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:46 - INFO - Current Running:svm estimator
07/08 19:45:47 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:45:47 - INFO - Best CV Score: 0.9005042016806722

07/08 19:45:47 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:45:47 - INFO - This estimator executed 0.004 minutes
07/08 19:45:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:47 - INFO - Current Running:mlp estimator
07/08 19:45:47 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:45:47 - INFO - Best CV Score: 0.5205042016806722

07/08 19:45:47 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:45:47 - INFO - This estimator executed 0.0014 minutes
07/08 19:45:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:47 - INFO - Current Running:rf estimator
07/08 19:45:47 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:45:47 - INFO - Best CV Score: 0.9067226890756303

07/08 19:45:47 - INFO - 0.907 (+/-0.092) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:45:47 - INFO - This estimator executed 0.0073 minutes
07/08 19:45:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:47 - INFO - Current Running:ada estimator
07/08 19:45:48 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:45:48 - INFO - Best CV Score: 0.9063865546218487

07/08 19:45:48 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:45:48 - INFO - This estimator executed 0.0079 minutes
07/08 19:45:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:48 - INFO - Current Running:gb estimator
07/08 19:45:48 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:45:48 - INFO - Best CV Score: 0.924033613445378

07/08 19:45:48 - INFO - 0.924 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:45:48 - INFO - This estimator executed 0.0034 minutes
07/08 19:45:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:48 - INFO - Current Running:xgb estimator
07/08 19:45:48 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:45:48 - INFO - Best CV Score: 0.9415126050420168

07/08 19:45:48 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:45:48 - INFO - This estimator executed 0.002 minutes
07/08 19:45:48 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:45:48 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:45:48 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:45:48 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:45:48 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 15.0s
07/08 19:45:48 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:45:48 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:45:50 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:50 - INFO - Current Running:lgr estimator
07/08 19:45:51 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:45:51 - INFO - Best CV Score: 0.9589915966386554

07/08 19:45:51 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:45:51 - INFO - 0.924 (+/-0.093) for {'C': 0.01, 'random_state': 13}
07/08 19:45:51 - INFO - 0.936 (+/-0.085) for {'C': 0.1, 'random_state': 13}
07/08 19:45:51 - INFO - 0.948 (+/-0.086) for {'C': 1, 'random_state': 13}
07/08 19:45:51 - INFO - 0.953 (+/-0.08) for {'C': 10, 'random_state': 13}
07/08 19:45:51 - INFO - 0.959 (+/-0.08) for {'C': 100, 'random_state': 13}
07/08 19:45:51 - INFO - 0.953 (+/-0.08) for {'C': 1000, 'random_state': 13}
07/08 19:45:51 - INFO - This estimator executed 0.0066 minutes
07/08 19:45:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:51 - INFO - Current Running:svm estimator
07/08 19:45:51 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:45:51 - INFO - Best CV Score: 0.953109243697479

07/08 19:45:51 - INFO - 0.953 (+/-0.047) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:45:51 - INFO - This estimator executed 0.0005 minutes
07/08 19:45:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:51 - INFO - Current Running:mlp estimator
07/08 19:45:51 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:45:51 - INFO - Best CV Score: 0.8889075630252099

07/08 19:45:51 - INFO - 0.889 (+/-0.044) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:45:51 - INFO - This estimator executed 0.009 minutes
07/08 19:45:51 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:51 - INFO - Current Running:rf estimator
07/08 19:45:52 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:45:52 - INFO - Best CV Score: 0.9065546218487395

07/08 19:45:52 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:45:52 - INFO - This estimator executed 0.0074 minutes
07/08 19:45:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:52 - INFO - Current Running:ada estimator
07/08 19:45:52 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:45:52 - INFO - Best CV Score: 0.9122689075630251

07/08 19:45:52 - INFO - 0.912 (+/-0.064) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:45:52 - INFO - This estimator executed 0.008 minutes
07/08 19:45:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:52 - INFO - Current Running:gb estimator
07/08 19:45:52 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:45:52 - INFO - Best CV Score: 0.9297478991596637

07/08 19:45:52 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:45:52 - INFO - This estimator executed 0.0033 minutes
07/08 19:45:52 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:45:52 - INFO - Current Running:xgb estimator
07/08 19:45:52 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:45:52 - INFO - Best CV Score: 0.9413445378151261

07/08 19:45:52 - INFO - 0.941 (+/-0.065) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:45:52 - INFO - This estimator executed 0.002 minutes
07/08 19:45:52 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 2.0s
07/08 19:45:53 - INFO - svm -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:45:53 - INFO - mlp -- Accuracy: 0.895 / Precision: 1.0 / Recall: 0.76 / Latency: 3.0s
07/08 19:45:53 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 19:45:53 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:45:53 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.5s
07/08 19:45:53 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 2.0s
07/08 19:46:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:03 - INFO - Current Running:lgr estimator
07/08 19:46:04 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:46:04 - INFO - Best CV Score: 0.9299159663865545

07/08 19:46:04 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:46:04 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:46:04 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:46:04 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:46:04 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:46:04 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:46:04 - INFO - 0.93 (+/-0.079) for {'C': 1000, 'random_state': 13}
07/08 19:46:04 - INFO - This estimator executed 0.0136 minutes
07/08 19:46:04 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:04 - INFO - Current Running:svm estimator
07/08 19:46:04 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:46:04 - INFO - Best CV Score: 0.9005042016806722

07/08 19:46:04 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:46:04 - INFO - This estimator executed 0.004 minutes
07/08 19:46:04 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:04 - INFO - Current Running:mlp estimator
07/08 19:46:04 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:46:04 - INFO - Best CV Score: 0.5205042016806722

07/08 19:46:04 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:46:04 - INFO - This estimator executed 0.0014 minutes
07/08 19:46:04 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:04 - INFO - Current Running:rf estimator
07/08 19:46:05 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:46:05 - INFO - Best CV Score: 0.9065546218487395

07/08 19:46:05 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:46:05 - INFO - This estimator executed 0.0074 minutes
07/08 19:46:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:05 - INFO - Current Running:ada estimator
07/08 19:46:05 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:46:05 - INFO - Best CV Score: 0.9063865546218487

07/08 19:46:05 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:46:05 - INFO - This estimator executed 0.008 minutes
07/08 19:46:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:05 - INFO - Current Running:gb estimator
07/08 19:46:05 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:46:05 - INFO - Best CV Score: 0.924033613445378

07/08 19:46:05 - INFO - 0.924 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:46:05 - INFO - This estimator executed 0.0033 minutes
07/08 19:46:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:05 - INFO - Current Running:xgb estimator
07/08 19:46:06 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:46:06 - INFO - Best CV Score: 0.9415126050420168

07/08 19:46:06 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:46:06 - INFO - This estimator executed 0.002 minutes
07/08 19:46:06 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:46:06 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:46:06 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:46:06 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 12.0s
07/08 19:46:06 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:46:06 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 2.0s
07/08 19:46:06 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:46:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:08 - INFO - Current Running:lgr estimator
07/08 19:46:08 - INFO - Best Paramaters: {'C': 0.1, 'random_state': 13}

07/08 19:46:08 - INFO - Best CV Score: 0.9536134453781513

07/08 19:46:08 - INFO - 0.913 (+/-0.081) for {'C': 0.001, 'random_state': 13}
07/08 19:46:08 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 19:46:08 - INFO - 0.954 (+/-0.068) for {'C': 0.1, 'random_state': 13}
07/08 19:46:08 - INFO - 0.942 (+/-0.037) for {'C': 1, 'random_state': 13}
07/08 19:46:08 - INFO - 0.953 (+/-0.028) for {'C': 10, 'random_state': 13}
07/08 19:46:08 - INFO - 0.953 (+/-0.028) for {'C': 100, 'random_state': 13}
07/08 19:46:08 - INFO - 0.936 (+/-0.043) for {'C': 1000, 'random_state': 13}
07/08 19:46:08 - INFO - This estimator executed 0.0065 minutes
07/08 19:46:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:08 - INFO - Current Running:svm estimator
07/08 19:46:08 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:46:08 - INFO - Best CV Score: 0.9591596638655462

07/08 19:46:08 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:46:08 - INFO - This estimator executed 0.0005 minutes
07/08 19:46:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:08 - INFO - Current Running:mlp estimator
07/08 19:46:09 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:46:09 - INFO - Best CV Score: 0.9126050420168067

07/08 19:46:09 - INFO - 0.913 (+/-0.081) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:46:09 - INFO - This estimator executed 0.0092 minutes
07/08 19:46:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:09 - INFO - Current Running:rf estimator
07/08 19:46:09 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:46:09 - INFO - Best CV Score: 0.9122689075630254

07/08 19:46:09 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:46:09 - INFO - This estimator executed 0.0074 minutes
07/08 19:46:09 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:09 - INFO - Current Running:ada estimator
07/08 19:46:10 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:46:10 - INFO - Best CV Score: 0.9121008403361344

07/08 19:46:10 - INFO - 0.912 (+/-0.075) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:46:10 - INFO - This estimator executed 0.0081 minutes
07/08 19:46:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:10 - INFO - Current Running:gb estimator
07/08 19:46:10 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:46:10 - INFO - Best CV Score: 0.9354621848739495

07/08 19:46:10 - INFO - 0.935 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:46:10 - INFO - This estimator executed 0.0033 minutes
07/08 19:46:10 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:10 - INFO - Current Running:xgb estimator
07/08 19:46:10 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:46:10 - INFO - Best CV Score: 0.917983193277311

07/08 19:46:10 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:46:10 - INFO - This estimator executed 0.002 minutes
07/08 19:46:10 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:46:10 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:46:10 - INFO - mlp -- Accuracy: 0.842 / Precision: 0.9 / Recall: 0.72 / Latency: 3.0s
07/08 19:46:10 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:46:10 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 17.0s
07/08 19:46:10 - INFO - gb -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:46:10 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:46:24 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:24 - INFO - Current Running:lgr estimator
07/08 19:46:25 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:46:25 - INFO - Best CV Score: 0.9297478991596639

07/08 19:46:25 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:46:25 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:46:25 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:46:25 - INFO - 0.883 (+/-0.074) for {'C': 1, 'random_state': 13}
07/08 19:46:25 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:46:25 - INFO - 0.93 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:46:25 - INFO - 0.924 (+/-0.088) for {'C': 1000, 'random_state': 13}
07/08 19:46:25 - INFO - This estimator executed 0.0139 minutes
07/08 19:46:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:25 - INFO - Current Running:svm estimator
07/08 19:46:25 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:46:25 - INFO - Best CV Score: 0.8946218487394958

07/08 19:46:25 - INFO - 0.895 (+/-0.061) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:46:25 - INFO - This estimator executed 0.0028 minutes
07/08 19:46:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:25 - INFO - Current Running:mlp estimator
07/08 19:46:25 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:46:25 - INFO - Best CV Score: 0.5205042016806722

07/08 19:46:25 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:46:25 - INFO - This estimator executed 0.0016 minutes
07/08 19:46:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:25 - INFO - Current Running:rf estimator
07/08 19:46:26 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:46:26 - INFO - Best CV Score: 0.9122689075630254

07/08 19:46:26 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:46:26 - INFO - This estimator executed 0.0075 minutes
07/08 19:46:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:26 - INFO - Current Running:ada estimator
07/08 19:46:26 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:46:26 - INFO - Best CV Score: 0.8949579831932774

07/08 19:46:26 - INFO - 0.895 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:46:26 - INFO - This estimator executed 0.0079 minutes
07/08 19:46:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:26 - INFO - Current Running:gb estimator
07/08 19:46:26 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:46:26 - INFO - Best CV Score: 0.9357983193277312

07/08 19:46:26 - INFO - 0.936 (+/-0.068) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:46:26 - INFO - This estimator executed 0.0032 minutes
07/08 19:46:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:26 - INFO - Current Running:xgb estimator
07/08 19:46:26 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:46:26 - INFO - Best CV Score: 0.9295798319327732

07/08 19:46:26 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:46:26 - INFO - This estimator executed 0.002 minutes
07/08 19:46:26 - INFO - lgr -- Accuracy: 0.93 / Precision: 0.92 / Recall: 0.92 / Latency: 3.0s
07/08 19:46:26 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:46:26 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:46:26 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:46:26 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 17.0s
07/08 19:46:27 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:46:27 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:46:29 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:29 - INFO - Current Running:lgr estimator
07/08 19:46:29 - INFO - Best Paramaters: {'C': 0.1, 'random_state': 13}

07/08 19:46:29 - INFO - Best CV Score: 0.9475630252100841

07/08 19:46:29 - INFO - 0.913 (+/-0.081) for {'C': 0.001, 'random_state': 13}
07/08 19:46:29 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 19:46:29 - INFO - 0.948 (+/-0.042) for {'C': 0.1, 'random_state': 13}
07/08 19:46:29 - INFO - 0.947 (+/-0.023) for {'C': 1, 'random_state': 13}
07/08 19:46:29 - INFO - 0.947 (+/-0.044) for {'C': 10, 'random_state': 13}
07/08 19:46:29 - INFO - 0.947 (+/-0.044) for {'C': 100, 'random_state': 13}
07/08 19:46:29 - INFO - 0.947 (+/-0.058) for {'C': 1000, 'random_state': 13}
07/08 19:46:29 - INFO - This estimator executed 0.0066 minutes
07/08 19:46:29 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:29 - INFO - Current Running:svm estimator
07/08 19:46:29 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:46:29 - INFO - Best CV Score: 0.9589915966386554

07/08 19:46:29 - INFO - 0.959 (+/-0.029) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:46:29 - INFO - This estimator executed 0.0005 minutes
07/08 19:46:29 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:29 - INFO - Current Running:mlp estimator
07/08 19:46:30 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:46:30 - INFO - Best CV Score: 0.9008403361344538

07/08 19:46:30 - INFO - 0.901 (+/-0.108) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:46:30 - INFO - This estimator executed 0.0093 minutes
07/08 19:46:30 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:30 - INFO - Current Running:rf estimator
07/08 19:46:30 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:46:30 - INFO - Best CV Score: 0.9065546218487395

07/08 19:46:30 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:46:30 - INFO - This estimator executed 0.0073 minutes
07/08 19:46:30 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:30 - INFO - Current Running:ada estimator
07/08 19:46:31 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:46:31 - INFO - Best CV Score: 0.924033613445378

07/08 19:46:31 - INFO - 0.924 (+/-0.028) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:46:31 - INFO - This estimator executed 0.0079 minutes
07/08 19:46:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:31 - INFO - Current Running:gb estimator
07/08 19:46:31 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:46:31 - INFO - Best CV Score: 0.9236974789915966

07/08 19:46:31 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:46:31 - INFO - This estimator executed 0.0033 minutes
07/08 19:46:31 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:31 - INFO - Current Running:xgb estimator
07/08 19:46:31 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:46:31 - INFO - Best CV Score: 0.917983193277311

07/08 19:46:31 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:46:31 - INFO - This estimator executed 0.002 minutes
07/08 19:46:31 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:46:31 - INFO - svm -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:46:31 - INFO - mlp -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 3.0s
07/08 19:46:31 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 11.0s
07/08 19:46:31 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:46:31 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:46:31 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:46:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:43 - INFO - Current Running:lgr estimator
07/08 19:46:44 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:46:44 - INFO - Best CV Score: 0.9356302521008404

07/08 19:46:44 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:46:44 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:46:44 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:46:44 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:46:44 - INFO - 0.918 (+/-0.087) for {'C': 10, 'random_state': 13}
07/08 19:46:44 - INFO - 0.93 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:46:44 - INFO - 0.936 (+/-0.058) for {'C': 1000, 'random_state': 13}
07/08 19:46:44 - INFO - This estimator executed 0.0144 minutes
07/08 19:46:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:44 - INFO - Current Running:svm estimator
07/08 19:46:44 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:46:44 - INFO - Best CV Score: 0.9005042016806722

07/08 19:46:44 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:46:44 - INFO - This estimator executed 0.0029 minutes
07/08 19:46:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:44 - INFO - Current Running:mlp estimator
07/08 19:46:44 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:46:44 - INFO - Best CV Score: 0.5205042016806722

07/08 19:46:44 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:46:44 - INFO - This estimator executed 0.0016 minutes
07/08 19:46:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:44 - INFO - Current Running:rf estimator
07/08 19:46:44 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:46:44 - INFO - Best CV Score: 0.9063865546218487

07/08 19:46:44 - INFO - 0.906 (+/-0.12) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:46:44 - INFO - This estimator executed 0.0074 minutes
07/08 19:46:44 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:44 - INFO - Current Running:ada estimator
07/08 19:46:45 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:46:45 - INFO - Best CV Score: 0.8890756302521009

07/08 19:46:45 - INFO - 0.889 (+/-0.085) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:46:45 - INFO - This estimator executed 0.0078 minutes
07/08 19:46:45 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:45 - INFO - Current Running:gb estimator
07/08 19:46:45 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:46:45 - INFO - Best CV Score: 0.9297478991596637

07/08 19:46:45 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:46:45 - INFO - This estimator executed 0.0032 minutes
07/08 19:46:45 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:45 - INFO - Current Running:xgb estimator
07/08 19:46:45 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:46:45 - INFO - Best CV Score: 0.9295798319327732

07/08 19:46:45 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:46:45 - INFO - This estimator executed 0.002 minutes
07/08 19:46:45 - INFO - lgr -- Accuracy: 0.93 / Precision: 0.889 / Recall: 0.96 / Latency: 3.0s
07/08 19:46:45 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:46:45 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 4.0s
07/08 19:46:45 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:46:45 - INFO - ada -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 17.0s
07/08 19:46:45 - INFO - gb -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.0s
07/08 19:46:45 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:46:47 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:47 - INFO - Current Running:lgr estimator
07/08 19:46:48 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:46:48 - INFO - Best CV Score: 0.9589915966386554

07/08 19:46:48 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:46:48 - INFO - 0.924 (+/-0.093) for {'C': 0.01, 'random_state': 13}
07/08 19:46:48 - INFO - 0.936 (+/-0.085) for {'C': 0.1, 'random_state': 13}
07/08 19:46:48 - INFO - 0.948 (+/-0.086) for {'C': 1, 'random_state': 13}
07/08 19:46:48 - INFO - 0.953 (+/-0.08) for {'C': 10, 'random_state': 13}
07/08 19:46:48 - INFO - 0.959 (+/-0.08) for {'C': 100, 'random_state': 13}
07/08 19:46:48 - INFO - 0.953 (+/-0.08) for {'C': 1000, 'random_state': 13}
07/08 19:46:48 - INFO - This estimator executed 0.0067 minutes
07/08 19:46:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:48 - INFO - Current Running:svm estimator
07/08 19:46:48 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:46:48 - INFO - Best CV Score: 0.953109243697479

07/08 19:46:48 - INFO - 0.953 (+/-0.047) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:46:48 - INFO - This estimator executed 0.0005 minutes
07/08 19:46:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:48 - INFO - Current Running:mlp estimator
07/08 19:46:48 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:46:48 - INFO - Best CV Score: 0.8657142857142859

07/08 19:46:48 - INFO - 0.866 (+/-0.057) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:46:48 - INFO - This estimator executed 0.0093 minutes
07/08 19:46:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:48 - INFO - Current Running:rf estimator
07/08 19:46:49 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:46:49 - INFO - Best CV Score: 0.9065546218487395

07/08 19:46:49 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:46:49 - INFO - This estimator executed 0.0072 minutes
07/08 19:46:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:49 - INFO - Current Running:ada estimator
07/08 19:46:49 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:46:49 - INFO - Best CV Score: 0.9122689075630251

07/08 19:46:49 - INFO - 0.912 (+/-0.064) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:46:49 - INFO - This estimator executed 0.008 minutes
07/08 19:46:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:49 - INFO - Current Running:gb estimator
07/08 19:46:49 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:46:49 - INFO - Best CV Score: 0.9297478991596637

07/08 19:46:49 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:46:49 - INFO - This estimator executed 0.0033 minutes
07/08 19:46:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:46:49 - INFO - Current Running:xgb estimator
07/08 19:46:50 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:46:50 - INFO - Best CV Score: 0.9413445378151261

07/08 19:46:50 - INFO - 0.941 (+/-0.065) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:46:50 - INFO - This estimator executed 0.0019 minutes
07/08 19:46:50 - INFO - lgr -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 2.0s
07/08 19:46:50 - INFO - svm -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 2.0s
07/08 19:46:50 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.95 / Recall: 0.76 / Latency: 3.0s
07/08 19:46:50 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 19:46:50 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:46:50 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 4.0s
07/08 19:46:50 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:47:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:02 - INFO - Current Running:lgr estimator
07/08 19:47:02 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:47:02 - INFO - Best CV Score: 0.9415126050420168

07/08 19:47:02 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:47:02 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:47:02 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:47:02 - INFO - 0.901 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:47:02 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:47:02 - INFO - 0.93 (+/-0.08) for {'C': 100, 'random_state': 13}
07/08 19:47:02 - INFO - 0.942 (+/-0.098) for {'C': 1000, 'random_state': 13}
07/08 19:47:02 - INFO - This estimator executed 0.0141 minutes
07/08 19:47:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:02 - INFO - Current Running:svm estimator
07/08 19:47:03 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:47:03 - INFO - Best CV Score: 0.9063865546218487

07/08 19:47:03 - INFO - 0.906 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:47:03 - INFO - This estimator executed 0.0031 minutes
07/08 19:47:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:03 - INFO - Current Running:mlp estimator
07/08 19:47:03 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:47:03 - INFO - Best CV Score: 0.5205042016806722

07/08 19:47:03 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:47:03 - INFO - This estimator executed 0.0016 minutes
07/08 19:47:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:03 - INFO - Current Running:rf estimator
07/08 19:47:03 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:47:03 - INFO - Best CV Score: 0.9065546218487395

07/08 19:47:03 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:47:03 - INFO - This estimator executed 0.0072 minutes
07/08 19:47:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:03 - INFO - Current Running:ada estimator
07/08 19:47:04 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:47:04 - INFO - Best CV Score: 0.9121008403361344

07/08 19:47:04 - INFO - 0.912 (+/-0.065) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:47:04 - INFO - This estimator executed 0.0078 minutes
07/08 19:47:04 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:04 - INFO - Current Running:gb estimator
07/08 19:47:04 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:47:04 - INFO - Best CV Score: 0.929579831932773

07/08 19:47:04 - INFO - 0.93 (+/-0.08) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:47:04 - INFO - This estimator executed 0.0032 minutes
07/08 19:47:04 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:04 - INFO - Current Running:xgb estimator
07/08 19:47:04 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:47:04 - INFO - Best CV Score: 0.9238655462184873

07/08 19:47:04 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:47:04 - INFO - This estimator executed 0.002 minutes
07/08 19:47:04 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:47:04 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:47:04 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 3.0s
07/08 19:47:04 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:47:04 - INFO - ada -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 17.0s
07/08 19:47:04 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:47:04 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s
07/08 19:47:06 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:06 - INFO - Current Running:lgr estimator
07/08 19:47:07 - INFO - Best Paramaters: {'C': 0.1, 'random_state': 13}

07/08 19:47:07 - INFO - Best CV Score: 0.9475630252100841

07/08 19:47:07 - INFO - 0.924 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:47:07 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 19:47:07 - INFO - 0.948 (+/-0.042) for {'C': 0.1, 'random_state': 13}
07/08 19:47:07 - INFO - 0.936 (+/-0.043) for {'C': 1, 'random_state': 13}
07/08 19:47:07 - INFO - 0.93 (+/-0.07) for {'C': 10, 'random_state': 13}
07/08 19:47:07 - INFO - 0.936 (+/-0.058) for {'C': 100, 'random_state': 13}
07/08 19:47:07 - INFO - 0.941 (+/-0.083) for {'C': 1000, 'random_state': 13}
07/08 19:47:07 - INFO - This estimator executed 0.0067 minutes
07/08 19:47:07 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:07 - INFO - Current Running:svm estimator
07/08 19:47:07 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:47:07 - INFO - Best CV Score: 0.9591596638655462

07/08 19:47:07 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:47:07 - INFO - This estimator executed 0.0005 minutes
07/08 19:47:07 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:07 - INFO - Current Running:mlp estimator
07/08 19:47:07 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:47:07 - INFO - Best CV Score: 0.8946218487394958

07/08 19:47:07 - INFO - 0.895 (+/-0.088) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:47:07 - INFO - This estimator executed 0.0094 minutes
07/08 19:47:07 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:07 - INFO - Current Running:rf estimator
07/08 19:47:08 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:47:08 - INFO - Best CV Score: 0.9065546218487395

07/08 19:47:08 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:47:08 - INFO - This estimator executed 0.0075 minutes
07/08 19:47:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:08 - INFO - Current Running:ada estimator
07/08 19:47:08 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:47:08 - INFO - Best CV Score: 0.9122689075630251

07/08 19:47:08 - INFO - 0.912 (+/-0.064) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:47:08 - INFO - This estimator executed 0.008 minutes
07/08 19:47:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:08 - INFO - Current Running:gb estimator
07/08 19:47:08 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:47:08 - INFO - Best CV Score: 0.9299159663865545

07/08 19:47:08 - INFO - 0.93 (+/-0.059) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:47:08 - INFO - This estimator executed 0.0033 minutes
07/08 19:47:08 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:08 - INFO - Current Running:xgb estimator
07/08 19:47:09 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:47:09 - INFO - Best CV Score: 0.9121008403361344

07/08 19:47:09 - INFO - 0.912 (+/-0.106) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:47:09 - INFO - This estimator executed 0.002 minutes
07/08 19:47:09 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:47:09 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:47:09 - INFO - mlp -- Accuracy: 0.842 / Precision: 0.9 / Recall: 0.72 / Latency: 3.0s
07/08 19:47:09 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:47:09 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:47:09 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 3.0s
07/08 19:47:09 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:47:20 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:20 - INFO - Current Running:lgr estimator
07/08 19:47:21 - INFO - Best Paramaters: {'C': 100, 'random_state': 13}

07/08 19:47:21 - INFO - Best CV Score: 0.9415126050420168

07/08 19:47:21 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:47:21 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:47:21 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:47:21 - INFO - 0.894 (+/-0.089) for {'C': 1, 'random_state': 13}
07/08 19:47:21 - INFO - 0.918 (+/-0.078) for {'C': 10, 'random_state': 13}
07/08 19:47:21 - INFO - 0.942 (+/-0.064) for {'C': 100, 'random_state': 13}
07/08 19:47:21 - INFO - 0.942 (+/-0.064) for {'C': 1000, 'random_state': 13}
07/08 19:47:21 - INFO - This estimator executed 0.0141 minutes
07/08 19:47:21 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:21 - INFO - Current Running:svm estimator
07/08 19:47:21 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:47:21 - INFO - Best CV Score: 0.9063865546218487

07/08 19:47:21 - INFO - 0.906 (+/-0.078) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:47:21 - INFO - This estimator executed 0.0035 minutes
07/08 19:47:21 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:21 - INFO - Current Running:mlp estimator
07/08 19:47:21 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:47:21 - INFO - Best CV Score: 0.5205042016806722

07/08 19:47:21 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:47:21 - INFO - This estimator executed 0.0015 minutes
07/08 19:47:21 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:21 - INFO - Current Running:rf estimator
07/08 19:47:21 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:47:21 - INFO - Best CV Score: 0.9122689075630254

07/08 19:47:21 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:47:21 - INFO - This estimator executed 0.0073 minutes
07/08 19:47:21 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:21 - INFO - Current Running:ada estimator
07/08 19:47:22 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:47:22 - INFO - Best CV Score: 0.8949579831932774

07/08 19:47:22 - INFO - 0.895 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:47:22 - INFO - This estimator executed 0.0079 minutes
07/08 19:47:22 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:22 - INFO - Current Running:gb estimator
07/08 19:47:22 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:47:22 - INFO - Best CV Score: 0.9356302521008404

07/08 19:47:22 - INFO - 0.936 (+/-0.058) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:47:22 - INFO - This estimator executed 0.0032 minutes
07/08 19:47:22 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:22 - INFO - Current Running:xgb estimator
07/08 19:47:22 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:47:22 - INFO - Best CV Score: 0.9295798319327732

07/08 19:47:22 - INFO - 0.93 (+/-0.088) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:47:22 - INFO - This estimator executed 0.003 minutes
07/08 19:47:22 - INFO - lgr -- Accuracy: 0.912 / Precision: 0.917 / Recall: 0.88 / Latency: 3.0s
07/08 19:47:22 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 3.0s
07/08 19:47:22 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 4.0s
07/08 19:47:22 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:47:22 - INFO - ada -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 17.0s
07/08 19:47:22 - INFO - gb -- Accuracy: 0.86 / Precision: 0.84 / Recall: 0.84 / Latency: 3.5s
07/08 19:47:22 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:47:24 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:24 - INFO - Current Running:lgr estimator
07/08 19:47:25 - INFO - Best Paramaters: {'C': 0.1, 'random_state': 13}

07/08 19:47:25 - INFO - Best CV Score: 0.9475630252100841

07/08 19:47:25 - INFO - 0.924 (+/-0.06) for {'C': 0.001, 'random_state': 13}
07/08 19:47:25 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 19:47:25 - INFO - 0.948 (+/-0.042) for {'C': 0.1, 'random_state': 13}
07/08 19:47:25 - INFO - 0.936 (+/-0.043) for {'C': 1, 'random_state': 13}
07/08 19:47:25 - INFO - 0.93 (+/-0.07) for {'C': 10, 'random_state': 13}
07/08 19:47:25 - INFO - 0.936 (+/-0.058) for {'C': 100, 'random_state': 13}
07/08 19:47:25 - INFO - 0.941 (+/-0.083) for {'C': 1000, 'random_state': 13}
07/08 19:47:25 - INFO - This estimator executed 0.0065 minutes
07/08 19:47:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:25 - INFO - Current Running:svm estimator
07/08 19:47:25 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:47:25 - INFO - Best CV Score: 0.9534453781512605

07/08 19:47:25 - INFO - 0.953 (+/-0.045) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:47:25 - INFO - This estimator executed 0.0004 minutes
07/08 19:47:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:25 - INFO - Current Running:mlp estimator
07/08 19:47:25 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:47:25 - INFO - Best CV Score: 0.9067226890756303

07/08 19:47:25 - INFO - 0.907 (+/-0.092) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:47:25 - INFO - This estimator executed 0.0091 minutes
07/08 19:47:25 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:25 - INFO - Current Running:rf estimator
07/08 19:47:26 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:47:26 - INFO - Best CV Score: 0.9065546218487395

07/08 19:47:26 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:47:26 - INFO - This estimator executed 0.0075 minutes
07/08 19:47:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:26 - INFO - Current Running:ada estimator
07/08 19:47:26 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:47:26 - INFO - Best CV Score: 0.9122689075630251

07/08 19:47:26 - INFO - 0.912 (+/-0.064) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:47:26 - INFO - This estimator executed 0.0079 minutes
07/08 19:47:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:26 - INFO - Current Running:gb estimator
07/08 19:47:26 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:47:26 - INFO - Best CV Score: 0.9299159663865545

07/08 19:47:26 - INFO - 0.93 (+/-0.059) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:47:26 - INFO - This estimator executed 0.0032 minutes
07/08 19:47:26 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:26 - INFO - Current Running:xgb estimator
07/08 19:47:27 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:47:27 - INFO - Best CV Score: 0.9121008403361344

07/08 19:47:27 - INFO - 0.912 (+/-0.106) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:47:27 - INFO - This estimator executed 0.002 minutes
07/08 19:47:27 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:47:27 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:47:27 - INFO - mlp -- Accuracy: 0.912 / Precision: 1.0 / Recall: 0.8 / Latency: 3.0s
07/08 19:47:27 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:47:27 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 16.0s
07/08 19:47:27 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:47:27 - INFO - xgb -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 2.0s
07/08 19:47:38 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:38 - INFO - Current Running:lgr estimator
07/08 19:47:39 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:47:39 - INFO - Best CV Score: 0.9357983193277312

07/08 19:47:39 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:47:39 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:47:39 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:47:39 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:47:39 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:47:39 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:47:39 - INFO - 0.936 (+/-0.086) for {'C': 1000, 'random_state': 13}
07/08 19:47:39 - INFO - This estimator executed 0.0134 minutes
07/08 19:47:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:39 - INFO - Current Running:svm estimator
07/08 19:47:39 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:47:39 - INFO - Best CV Score: 0.9005042016806722

07/08 19:47:39 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:47:39 - INFO - This estimator executed 0.0039 minutes
07/08 19:47:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:39 - INFO - Current Running:mlp estimator
07/08 19:47:39 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:47:39 - INFO - Best CV Score: 0.5205042016806722

07/08 19:47:39 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:47:39 - INFO - This estimator executed 0.0014 minutes
07/08 19:47:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:39 - INFO - Current Running:rf estimator
07/08 19:47:39 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:47:39 - INFO - Best CV Score: 0.9122689075630254

07/08 19:47:39 - INFO - 0.912 (+/-0.098) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:47:39 - INFO - This estimator executed 0.0075 minutes
07/08 19:47:39 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:39 - INFO - Current Running:ada estimator
07/08 19:47:40 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:47:40 - INFO - Best CV Score: 0.9063865546218487

07/08 19:47:40 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:47:40 - INFO - This estimator executed 0.0078 minutes
07/08 19:47:40 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:40 - INFO - Current Running:gb estimator
07/08 19:47:40 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:47:40 - INFO - Best CV Score: 0.924033613445378

07/08 19:47:40 - INFO - 0.924 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:47:40 - INFO - This estimator executed 0.0033 minutes
07/08 19:47:40 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:40 - INFO - Current Running:xgb estimator
07/08 19:47:40 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:47:40 - INFO - Best CV Score: 0.9415126050420168

07/08 19:47:40 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:47:40 - INFO - This estimator executed 0.0021 minutes
07/08 19:47:40 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:47:40 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 4.0s
07/08 19:47:40 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 4.0s
07/08 19:47:40 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 19:47:40 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:47:40 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:47:40 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:47:43 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:43 - INFO - Current Running:lgr estimator
07/08 19:47:45 - INFO - Best Paramaters: {'C': 0.1, 'random_state': 13}

07/08 19:47:45 - INFO - Best CV Score: 0.9534453781512605

07/08 19:47:45 - INFO - 0.918 (+/-0.067) for {'C': 0.001, 'random_state': 13}
07/08 19:47:45 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 19:47:45 - INFO - 0.953 (+/-0.045) for {'C': 0.1, 'random_state': 13}
07/08 19:47:45 - INFO - 0.942 (+/-0.036) for {'C': 1, 'random_state': 13}
07/08 19:47:45 - INFO - 0.947 (+/-0.044) for {'C': 10, 'random_state': 13}
07/08 19:47:45 - INFO - 0.947 (+/-0.023) for {'C': 100, 'random_state': 13}
07/08 19:47:45 - INFO - 0.953 (+/-0.06) for {'C': 1000, 'random_state': 13}
07/08 19:47:45 - INFO - This estimator executed 0.0219 minutes
07/08 19:47:45 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:45 - INFO - Current Running:svm estimator
07/08 19:47:45 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:47:45 - INFO - Best CV Score: 0.9591596638655462

07/08 19:47:45 - INFO - 0.959 (+/-0.028) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:47:45 - INFO - This estimator executed 0.0011 minutes
07/08 19:47:45 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:45 - INFO - Current Running:mlp estimator
07/08 19:47:48 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:47:48 - INFO - Best CV Score: 0.9184873949579831

07/08 19:47:48 - INFO - 0.918 (+/-0.092) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:47:48 - INFO - This estimator executed 0.0562 minutes
07/08 19:47:48 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:48 - INFO - Current Running:rf estimator
07/08 19:47:49 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:47:49 - INFO - Best CV Score: 0.917983193277311

07/08 19:47:49 - INFO - 0.918 (+/-0.102) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:47:49 - INFO - This estimator executed 0.011 minutes
07/08 19:47:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:49 - INFO - Current Running:ada estimator
07/08 19:47:49 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:47:49 - INFO - Best CV Score: 0.9063865546218487

07/08 19:47:49 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:47:49 - INFO - This estimator executed 0.008 minutes
07/08 19:47:49 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:49 - INFO - Current Running:gb estimator
07/08 19:47:50 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:47:50 - INFO - Best CV Score: 0.924033613445378

07/08 19:47:50 - INFO - 0.924 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:47:50 - INFO - This estimator executed 0.0033 minutes
07/08 19:47:50 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:47:50 - INFO - Current Running:xgb estimator
07/08 19:47:50 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:47:50 - INFO - Best CV Score: 0.9415126050420168

07/08 19:47:50 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:47:50 - INFO - This estimator executed 0.0021 minutes
07/08 19:47:50 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:47:50 - INFO - svm -- Accuracy: 0.877 / Precision: 0.875 / Recall: 0.84 / Latency: 3.0s
07/08 19:47:50 - INFO - mlp -- Accuracy: 0.877 / Precision: 0.909 / Recall: 0.8 / Latency: 3.0s
07/08 19:47:50 - INFO - rf -- Accuracy: 0.895 / Precision: 0.852 / Recall: 0.92 / Latency: 11.0s
07/08 19:47:50 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:47:50 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:47:50 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:48:00 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:48:00 - INFO - Current Running:lgr estimator
07/08 19:48:01 - INFO - Best Paramaters: {'C': 1000, 'random_state': 13}

07/08 19:48:01 - INFO - Best CV Score: 0.9357983193277312

07/08 19:48:01 - INFO - 0.848 (+/-0.108) for {'C': 0.001, 'random_state': 13}
07/08 19:48:01 - INFO - 0.871 (+/-0.102) for {'C': 0.01, 'random_state': 13}
07/08 19:48:01 - INFO - 0.895 (+/-0.08) for {'C': 0.1, 'random_state': 13}
07/08 19:48:01 - INFO - 0.895 (+/-0.06) for {'C': 1, 'random_state': 13}
07/08 19:48:01 - INFO - 0.912 (+/-0.083) for {'C': 10, 'random_state': 13}
07/08 19:48:01 - INFO - 0.924 (+/-0.088) for {'C': 100, 'random_state': 13}
07/08 19:48:01 - INFO - 0.936 (+/-0.086) for {'C': 1000, 'random_state': 13}
07/08 19:48:01 - INFO - This estimator executed 0.0147 minutes
07/08 19:48:01 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:48:01 - INFO - Current Running:svm estimator
07/08 19:48:01 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:48:01 - INFO - Best CV Score: 0.9005042016806722

07/08 19:48:01 - INFO - 0.901 (+/-0.06) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:48:01 - INFO - This estimator executed 0.0043 minutes
07/08 19:48:01 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:48:01 - INFO - Current Running:mlp estimator
07/08 19:48:01 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:48:01 - INFO - Best CV Score: 0.5205042016806722

07/08 19:48:01 - INFO - 0.521 (+/-0.024) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:48:01 - INFO - This estimator executed 0.0014 minutes
07/08 19:48:01 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:48:01 - INFO - Current Running:rf estimator
07/08 19:48:02 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:48:02 - INFO - Best CV Score: 0.9124369747899159

07/08 19:48:02 - INFO - 0.912 (+/-0.082) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:48:02 - INFO - This estimator executed 0.0078 minutes
07/08 19:48:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:48:02 - INFO - Current Running:ada estimator
07/08 19:48:02 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:48:02 - INFO - Best CV Score: 0.9063865546218487

07/08 19:48:02 - INFO - 0.906 (+/-0.069) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:48:02 - INFO - This estimator executed 0.0087 minutes
07/08 19:48:02 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:48:02 - INFO - Current Running:gb estimator
07/08 19:48:03 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:48:03 - INFO - Best CV Score: 0.9297478991596637

07/08 19:48:03 - INFO - 0.93 (+/-0.047) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:48:03 - INFO - This estimator executed 0.0036 minutes
07/08 19:48:03 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:48:03 - INFO - Current Running:xgb estimator
07/08 19:48:03 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:48:03 - INFO - Best CV Score: 0.9415126050420168

07/08 19:48:03 - INFO - 0.942 (+/-0.037) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:48:03 - INFO - This estimator executed 0.002 minutes
07/08 19:48:03 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 3.0s
07/08 19:48:03 - INFO - svm -- Accuracy: 0.912 / Precision: 0.885 / Recall: 0.92 / Latency: 5.0s
07/08 19:48:03 - INFO - mlp -- Accuracy: 0.439 / Precision: 0.439 / Recall: 1.0 / Latency: 4.0s
07/08 19:48:03 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 12.0s
07/08 19:48:03 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 19.9s
07/08 19:48:03 - INFO - gb -- Accuracy: 0.877 / Precision: 0.846 / Recall: 0.88 / Latency: 4.0s
07/08 19:48:03 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.952 / Recall: 0.8 / Latency: 2.0s
07/08 19:48:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:48:05 - INFO - Current Running:lgr estimator
07/08 19:48:05 - INFO - Best Paramaters: {'C': 0.1, 'random_state': 13}

07/08 19:48:05 - INFO - Best CV Score: 0.9475630252100841

07/08 19:48:05 - INFO - 0.913 (+/-0.081) for {'C': 0.001, 'random_state': 13}
07/08 19:48:05 - INFO - 0.93 (+/-0.085) for {'C': 0.01, 'random_state': 13}
07/08 19:48:05 - INFO - 0.948 (+/-0.042) for {'C': 0.1, 'random_state': 13}
07/08 19:48:05 - INFO - 0.947 (+/-0.023) for {'C': 1, 'random_state': 13}
07/08 19:48:05 - INFO - 0.947 (+/-0.044) for {'C': 10, 'random_state': 13}
07/08 19:48:05 - INFO - 0.947 (+/-0.044) for {'C': 100, 'random_state': 13}
07/08 19:48:05 - INFO - 0.947 (+/-0.058) for {'C': 1000, 'random_state': 13}
07/08 19:48:05 - INFO - This estimator executed 0.0073 minutes
07/08 19:48:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:48:05 - INFO - Current Running:svm estimator
07/08 19:48:05 - INFO - Best Paramaters: {'C': 0.1, 'kernel': 'linear'}

07/08 19:48:05 - INFO - Best CV Score: 0.9589915966386554

07/08 19:48:05 - INFO - 0.959 (+/-0.029) for {'C': 0.1, 'kernel': 'linear'}
07/08 19:48:05 - INFO - This estimator executed 0.0005 minutes
07/08 19:48:05 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:48:05 - INFO - Current Running:mlp estimator
07/08 19:48:06 - INFO - Best Paramaters: {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}

07/08 19:48:06 - INFO - Best CV Score: 0.9127731092436975

07/08 19:48:06 - INFO - 0.913 (+/-0.095) for {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'random_state': 13, 'solver': 'sgd'}
07/08 19:48:06 - INFO - This estimator executed 0.0097 minutes
07/08 19:48:06 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:48:06 - INFO - Current Running:rf estimator
07/08 19:48:07 - INFO - Best Paramaters: {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:48:07 - INFO - Best CV Score: 0.9065546218487395

07/08 19:48:07 - INFO - 0.907 (+/-0.101) for {'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:48:07 - INFO - This estimator executed 0.0082 minutes
07/08 19:48:07 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:48:07 - INFO - Current Running:ada estimator
07/08 19:48:07 - INFO - Best Paramaters: {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}

07/08 19:48:07 - INFO - Best CV Score: 0.924033613445378

07/08 19:48:07 - INFO - 0.924 (+/-0.028) for {'learning_rate': 1, 'n_estimators': 50, 'random_state': 13}
07/08 19:48:07 - INFO - This estimator executed 0.009 minutes
07/08 19:48:07 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:48:07 - INFO - Current Running:gb estimator
07/08 19:48:07 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:48:07 - INFO - Best CV Score: 0.9236974789915966

07/08 19:48:07 - INFO - 0.924 (+/-0.071) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:48:07 - INFO - This estimator executed 0.0037 minutes
07/08 19:48:07 - INFO - ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
07/08 19:48:07 - INFO - Current Running:xgb estimator
07/08 19:48:07 - INFO - Best Paramaters: {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}

07/08 19:48:07 - INFO - Best CV Score: 0.917983193277311

07/08 19:48:07 - INFO - 0.918 (+/-0.102) for {'learning_rate': 1, 'max_depth': 2, 'n_estimators': 50, 'random_state': 13}
07/08 19:48:07 - INFO - This estimator executed 0.002 minutes
07/08 19:48:07 - INFO - lgr -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:48:07 - INFO - svm -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 3.0s
07/08 19:48:07 - INFO - mlp -- Accuracy: 0.912 / Precision: 0.955 / Recall: 0.84 / Latency: 3.0s
07/08 19:48:07 - INFO - rf -- Accuracy: 0.877 / Precision: 0.821 / Recall: 0.92 / Latency: 14.0s
07/08 19:48:07 - INFO - ada -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 17.0s
07/08 19:48:08 - INFO - gb -- Accuracy: 0.895 / Precision: 0.88 / Recall: 0.88 / Latency: 4.0s
07/08 19:48:08 - INFO - xgb -- Accuracy: 0.895 / Precision: 0.913 / Recall: 0.84 / Latency: 2.0s