17/09 11:41:04 - INFO - ######################################################################################################################################################################################################
17/09 11:41:04 - INFO - Optimal Flow - autoCV - Auto Pipe Connector :: 2020.09.17.11.41.04
17/09 11:41:04 - INFO - ######################################################################################################################################################################################################
17/09 11:41:04 - INFO - Copyright All Reserved by Tony Dong | e-mail: tonyleidong@gmail.com
17/09 11:41:04 - INFO - Official Documentation: https://optimal-flow.readthedocs.io
17/09 11:41:04 - INFO - ------------------------------------------------------------
17/09 11:41:04 - INFO - All previous logfiles will be deleted, when DELETE_FLAG is set to True.
17/09 11:41:04 - INFO - Deleted file:autoPipe_log_2020.09.16.20.54.00.log
17/09 11:41:04 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:01 - INFO - Total combinations: 128
17/09 11:42:01 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:01 - INFO - Current Running Preprocessed Dataset No. 0:
17/09 11:42:01 - INFO - [Features Before autoFS]:
17/09 11:42:01 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Frequency_Position_2', 'Frequency_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:01 - INFO - [Results Report]:
17/09 11:42:01 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:02 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:02 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:02 - INFO - - Best CV Score: 0.9356302521008404
17/09 11:42:02 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:02 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:02 - INFO - - Best CV Score: 0.8067226890756303
17/09 11:42:02 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.877126528442318 / Recall: 0.8771929824561403 / Latency: 2.0s
17/09 11:42:02 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7543859649122807 / Precision: 0.783625730994152 / Recall: 0.7543859649122807 / Latency: 2.0s
17/09 11:42:02 - INFO - Total executed 0.0143 minutes
17/09 11:42:02 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:02 - INFO - Current Running Preprocessed Dataset No. 1:
17/09 11:42:02 - INFO - [Features Before autoFS]:
17/09 11:42:02 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Frequency_Position_2', 'Frequency_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:02 - INFO - [Results Report]:
17/09 11:42:02 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:03 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:03 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.01}
17/09 11:42:03 - INFO - - Best CV Score: 0.9359663865546219
17/09 11:42:03 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:03 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:03 - INFO - - Best CV Score: 0.9297478991596639
17/09 11:42:03 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8602324224884462 / Recall: 0.8596491228070176 / Latency: 2.0s
17/09 11:42:03 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.877126528442318 / Recall: 0.8771929824561403 / Latency: 2.0s
17/09 11:42:03 - INFO - Total executed 0.0073 minutes
17/09 11:42:03 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:03 - INFO - Current Running Preprocessed Dataset No. 2:
17/09 11:42:03 - INFO - [Features Before autoFS]:
17/09 11:42:03 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Frequency_Position_2', 'Frequency_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:03 - INFO - [Results Report]:
17/09 11:42:03 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:04 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:04 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:04 - INFO - - Best CV Score: 0.9356302521008404
17/09 11:42:04 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:04 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:04 - INFO - - Best CV Score: 0.7897478991596638
17/09 11:42:04 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.877126528442318 / Recall: 0.8771929824561403 / Latency: 1.0s
17/09 11:42:04 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7894736842105263 / Precision: 0.7890698613541526 / Recall: 0.7894736842105263 / Latency: 1.0s
17/09 11:42:04 - INFO - Total executed 0.0142 minutes
17/09 11:42:04 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:04 - INFO - Current Running Preprocessed Dataset No. 3:
17/09 11:42:04 - INFO - [Features Before autoFS]:
17/09 11:42:04 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Frequency_Position_2', 'Frequency_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:04 - INFO - [Results Report]:
17/09 11:42:04 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:04 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:04 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.01}
17/09 11:42:04 - INFO - - Best CV Score: 0.9359663865546219
17/09 11:42:04 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:04 - INFO - - Best Paramaters: {'penalty': 'elasticnet'}
17/09 11:42:04 - INFO - - Best CV Score: 0.9240336134453783
17/09 11:42:04 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8602324224884462 / Recall: 0.8596491228070176 / Latency: 1.0s
17/09 11:42:04 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.8781942449175046 / Recall: 0.8771929824561403 / Latency: 2.0s
17/09 11:42:04 - INFO - Total executed 0.0074 minutes
17/09 11:42:04 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:04 - INFO - Current Running Preprocessed Dataset No. 4:
17/09 11:42:04 - INFO - [Features Before autoFS]:
17/09 11:42:04 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Frequency_Position_2', 'Mean_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:04 - INFO - [Results Report]:
17/09 11:42:04 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:05 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:05 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:05 - INFO - - Best CV Score: 0.9356302521008404
17/09 11:42:05 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:05 - INFO - - Best Paramaters: {'penalty': 'l2'}
17/09 11:42:05 - INFO - - Best CV Score: 0.7840336134453783
17/09 11:42:05 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.877126528442318 / Recall: 0.8771929824561403 / Latency: 2.0s
17/09 11:42:05 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.5964912280701754 / Precision: 0.7898391812865497 / Recall: 0.5964912280701754 / Latency: 1.0s
17/09 11:42:05 - INFO - Total executed 0.0139 minutes
17/09 11:42:05 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:05 - INFO - Current Running Preprocessed Dataset No. 5:
17/09 11:42:05 - INFO - [Features Before autoFS]:
17/09 11:42:05 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Frequency_Position_2', 'Mean_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:05 - INFO - [Results Report]:
17/09 11:42:05 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:06 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:06 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.01}
17/09 11:42:06 - INFO - - Best CV Score: 0.9359663865546219
17/09 11:42:06 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:06 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:06 - INFO - - Best CV Score: 0.9299159663865547
17/09 11:42:06 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8602324224884462 / Recall: 0.8596491228070176 / Latency: 1.0s
17/09 11:42:06 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8596491228070176 / Recall: 0.8596491228070176 / Latency: 1.0s
17/09 11:42:06 - INFO - Total executed 0.0072 minutes
17/09 11:42:06 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:06 - INFO - Current Running Preprocessed Dataset No. 6:
17/09 11:42:06 - INFO - [Features Before autoFS]:
17/09 11:42:06 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Frequency_Position_2', 'Mean_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:06 - INFO - [Results Report]:
17/09 11:42:06 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:06 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:06 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:06 - INFO - - Best CV Score: 0.9356302521008404
17/09 11:42:06 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:06 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:06 - INFO - - Best CV Score: 0.7773109243697479
17/09 11:42:06 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.877126528442318 / Recall: 0.8771929824561403 / Latency: 1.0s
17/09 11:42:06 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7368421052631579 / Precision: 0.8355263157894737 / Recall: 0.7368421052631579 / Latency: 1.0s
17/09 11:42:06 - INFO - Total executed 0.0138 minutes
17/09 11:42:07 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:07 - INFO - Current Running Preprocessed Dataset No. 7:
17/09 11:42:07 - INFO - [Features Before autoFS]:
17/09 11:42:07 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Frequency_Position_2', 'Mean_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:07 - INFO - [Results Report]:
17/09 11:42:07 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:07 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:07 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.01}
17/09 11:42:07 - INFO - - Best CV Score: 0.9359663865546219
17/09 11:42:07 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:07 - INFO - - Best Paramaters: {'penalty': 'l2'}
17/09 11:42:07 - INFO - - Best CV Score: 0.9300840336134455
17/09 11:42:07 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8602324224884462 / Recall: 0.8596491228070176 / Latency: 1.0s
17/09 11:42:07 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8421052631578947 / Precision: 0.8439507860560492 / Recall: 0.8421052631578947 / Latency: 2.0s
17/09 11:42:07 - INFO - Total executed 0.0071 minutes
17/09 11:42:07 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:07 - INFO - Current Running Preprocessed Dataset No. 8:
17/09 11:42:07 - INFO - [Features Before autoFS]:
17/09 11:42:07 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Mean_Position_2', 'Frequency_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:07 - INFO - [Results Report]:
17/09 11:42:07 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:08 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:08 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:08 - INFO - - Best CV Score: 0.9356302521008404
17/09 11:42:08 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:08 - INFO - - Best Paramaters: {'penalty': 'elasticnet'}
17/09 11:42:08 - INFO - - Best CV Score: 0.8008403361344538
17/09 11:42:08 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.877126528442318 / Recall: 0.8771929824561403 / Latency: 1.0s
17/09 11:42:08 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7543859649122807 / Precision: 0.783625730994152 / Recall: 0.7543859649122807 / Latency: 1.0s
17/09 11:42:08 - INFO - Total executed 0.0139 minutes
17/09 11:42:08 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:08 - INFO - Current Running Preprocessed Dataset No. 9:
17/09 11:42:08 - INFO - [Features Before autoFS]:
17/09 11:42:08 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Mean_Position_2', 'Frequency_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:08 - INFO - [Results Report]:
17/09 11:42:08 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:08 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:08 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.01}
17/09 11:42:08 - INFO - - Best CV Score: 0.9359663865546219
17/09 11:42:08 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:08 - INFO - - Best Paramaters: {'penalty': 'l2'}
17/09 11:42:08 - INFO - - Best CV Score: 0.9297478991596639
17/09 11:42:08 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8602324224884462 / Recall: 0.8596491228070176 / Latency: 1.0s
17/09 11:42:08 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8602324224884462 / Recall: 0.8596491228070176 / Latency: 1.0s
17/09 11:42:08 - INFO - Total executed 0.0072 minutes
17/09 11:42:08 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:08 - INFO - Current Running Preprocessed Dataset No. 10:
17/09 11:42:08 - INFO - [Features Before autoFS]:
17/09 11:42:08 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Mean_Position_2', 'Frequency_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:08 - INFO - [Results Report]:
17/09 11:42:08 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:09 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:09 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:09 - INFO - - Best CV Score: 0.9356302521008404
17/09 11:42:09 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:09 - INFO - - Best Paramaters: {'penalty': 'elasticnet'}
17/09 11:42:09 - INFO - - Best CV Score: 0.7902521008403361
17/09 11:42:09 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.877126528442318 / Recall: 0.8771929824561403 / Latency: 2.0s
17/09 11:42:09 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.6666666666666666 / Precision: 0.8106060606060606 / Recall: 0.6666666666666666 / Latency: 1.6s
17/09 11:42:09 - INFO - Total executed 0.014 minutes
17/09 11:42:09 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:09 - INFO - Current Running Preprocessed Dataset No. 11:
17/09 11:42:09 - INFO - [Features Before autoFS]:
17/09 11:42:09 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Mean_Position_2', 'Frequency_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:09 - INFO - [Results Report]:
17/09 11:42:09 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:10 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:10 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.01}
17/09 11:42:10 - INFO - - Best CV Score: 0.9359663865546219
17/09 11:42:10 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:10 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:10 - INFO - - Best CV Score: 0.9299159663865547
17/09 11:42:10 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8602324224884462 / Recall: 0.8596491228070176 / Latency: 1.0s
17/09 11:42:10 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8245614035087719 / Precision: 0.8276803118908382 / Recall: 0.8245614035087719 / Latency: 1.0s
17/09 11:42:10 - INFO - Total executed 0.0073 minutes
17/09 11:42:10 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:10 - INFO - Current Running Preprocessed Dataset No. 12:
17/09 11:42:10 - INFO - [Features Before autoFS]:
17/09 11:42:10 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Mean_Position_2', 'Mean_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:10 - INFO - [Results Report]:
17/09 11:42:10 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:11 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:11 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:11 - INFO - - Best CV Score: 0.9356302521008404
17/09 11:42:11 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:11 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:11 - INFO - - Best CV Score: 0.8184873949579833
17/09 11:42:11 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.877126528442318 / Recall: 0.8771929824561403 / Latency: 2.0s
17/09 11:42:11 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7719298245614035 / Precision: 0.809283438775968 / Recall: 0.7719298245614035 / Latency: 2.0s
17/09 11:42:11 - INFO - Total executed 0.0144 minutes
17/09 11:42:11 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:11 - INFO - Current Running Preprocessed Dataset No. 13:
17/09 11:42:11 - INFO - [Features Before autoFS]:
17/09 11:42:11 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Mean_Position_2', 'Mean_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:11 - INFO - [Results Report]:
17/09 11:42:11 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:11 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:11 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.01}
17/09 11:42:11 - INFO - - Best CV Score: 0.9359663865546219
17/09 11:42:11 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:11 - INFO - - Best Paramaters: {'penalty': 'l2'}
17/09 11:42:11 - INFO - - Best CV Score: 0.9416806722689076
17/09 11:42:11 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8602324224884462 / Recall: 0.8596491228070176 / Latency: 1.0s
17/09 11:42:11 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8602324224884462 / Recall: 0.8596491228070176 / Latency: 2.0s
17/09 11:42:11 - INFO - Total executed 0.0072 minutes
17/09 11:42:11 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:11 - INFO - Current Running Preprocessed Dataset No. 14:
17/09 11:42:11 - INFO - [Features Before autoFS]:
17/09 11:42:11 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Mean_Position_2', 'Mean_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:11 - INFO - [Results Report]:
17/09 11:42:11 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:12 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:12 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:12 - INFO - - Best CV Score: 0.9356302521008404
17/09 11:42:12 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:12 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:12 - INFO - - Best CV Score: 0.7663865546218487
17/09 11:42:12 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.877126528442318 / Recall: 0.8771929824561403 / Latency: 1.0s
17/09 11:42:12 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7894736842105263 / Precision: 0.7890698613541526 / Recall: 0.7894736842105263 / Latency: 1.0s
17/09 11:42:12 - INFO - Total executed 0.0168 minutes
17/09 11:42:12 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:12 - INFO - Current Running Preprocessed Dataset No. 15:
17/09 11:42:12 - INFO - [Features Before autoFS]:
17/09 11:42:12 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Mean_Position_2', 'Mean_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:12 - INFO - [Results Report]:
17/09 11:42:12 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:13 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:13 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.01}
17/09 11:42:13 - INFO - - Best CV Score: 0.9359663865546219
17/09 11:42:13 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:13 - INFO - - Best Paramaters: {'penalty': 'l2'}
17/09 11:42:13 - INFO - - Best CV Score: 0.924201680672269
17/09 11:42:13 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8602324224884462 / Recall: 0.8596491228070176 / Latency: 1.0s
17/09 11:42:13 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8245614035087719 / Precision: 0.8276803118908382 / Recall: 0.8245614035087719 / Latency: 2.0s
17/09 11:42:13 - INFO - Total executed 0.009 minutes
17/09 11:42:13 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:13 - INFO - Current Running Preprocessed Dataset No. 16:
17/09 11:42:13 - INFO - [Features Before autoFS]:
17/09 11:42:13 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'Label_Position_1', 'Frequency_Position_2', 'Frequency_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:13 - INFO - [Results Report]:
17/09 11:42:13 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:14 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:14 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:14 - INFO - - Best CV Score: 0.9356302521008404
17/09 11:42:14 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:14 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:14 - INFO - - Best CV Score: 0.7890756302521009
17/09 11:42:14 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.877126528442318 / Recall: 0.8771929824561403 / Latency: 1.0s
17/09 11:42:14 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7543859649122807 / Precision: 0.783625730994152 / Recall: 0.7543859649122807 / Latency: 1.0s
17/09 11:42:14 - INFO - Total executed 0.0159 minutes
17/09 11:42:14 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:14 - INFO - Current Running Preprocessed Dataset No. 17:
17/09 11:42:14 - INFO - [Features Before autoFS]:
17/09 11:42:14 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'Label_Position_1', 'Frequency_Position_2', 'Frequency_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:14 - INFO - [Results Report]:
17/09 11:42:14 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:14 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:14 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.01}
17/09 11:42:14 - INFO - - Best CV Score: 0.9359663865546219
17/09 11:42:14 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:14 - INFO - - Best Paramaters: {'penalty': 'l2'}
17/09 11:42:14 - INFO - - Best CV Score: 0.9300840336134455
17/09 11:42:14 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8602324224884462 / Recall: 0.8596491228070176 / Latency: 1.0s
17/09 11:42:14 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8421052631578947 / Precision: 0.8432153584954944 / Recall: 0.8421052631578947 / Latency: 1.0s
17/09 11:42:14 - INFO - Total executed 0.0072 minutes
17/09 11:42:14 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:14 - INFO - Current Running Preprocessed Dataset No. 18:
17/09 11:42:14 - INFO - [Features Before autoFS]:
17/09 11:42:14 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'Label_Position_1', 'Frequency_Position_2', 'Frequency_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:14 - INFO - [Results Report]:
17/09 11:42:14 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:15 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:15 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:15 - INFO - - Best CV Score: 0.9356302521008404
17/09 11:42:15 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:15 - INFO - - Best Paramaters: {'penalty': 'l2'}
17/09 11:42:15 - INFO - - Best CV Score: 0.7721008403361344
17/09 11:42:15 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.877126528442318 / Recall: 0.8771929824561403 / Latency: 2.0s
17/09 11:42:15 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7543859649122807 / Precision: 0.8178283546704599 / Recall: 0.7543859649122807 / Latency: 2.0s
17/09 11:42:15 - INFO - Total executed 0.0143 minutes
17/09 11:42:15 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:15 - INFO - Current Running Preprocessed Dataset No. 19:
17/09 11:42:15 - INFO - [Features Before autoFS]:
17/09 11:42:15 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'Label_Position_1', 'Frequency_Position_2', 'Frequency_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:15 - INFO - [Results Report]:
17/09 11:42:15 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:16 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:16 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.01}
17/09 11:42:16 - INFO - - Best CV Score: 0.9359663865546219
17/09 11:42:16 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:16 - INFO - - Best Paramaters: {'penalty': 'elasticnet'}
17/09 11:42:16 - INFO - - Best CV Score: 0.9297478991596637
17/09 11:42:16 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8602324224884462 / Recall: 0.8596491228070176 / Latency: 1.0s
17/09 11:42:16 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8596491228070176 / Recall: 0.8596491228070176 / Latency: 1.0s
17/09 11:42:16 - INFO - Total executed 0.0073 minutes
17/09 11:42:16 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:16 - INFO - Current Running Preprocessed Dataset No. 20:
17/09 11:42:16 - INFO - [Features Before autoFS]:
17/09 11:42:16 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'Label_Position_1', 'Frequency_Position_2', 'Mean_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:16 - INFO - [Results Report]:
17/09 11:42:16 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:17 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:17 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:17 - INFO - - Best CV Score: 0.9356302521008404
17/09 11:42:17 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:17 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:17 - INFO - - Best CV Score: 0.7842016806722689
17/09 11:42:17 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.877126528442318 / Recall: 0.8771929824561403 / Latency: 2.0s
17/09 11:42:17 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7894736842105263 / Precision: 0.7988073632356754 / Recall: 0.7894736842105263 / Latency: 2.0s
17/09 11:42:17 - INFO - Total executed 0.0144 minutes
17/09 11:42:17 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:17 - INFO - Current Running Preprocessed Dataset No. 21:
17/09 11:42:17 - INFO - [Features Before autoFS]:
17/09 11:42:17 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'Label_Position_1', 'Frequency_Position_2', 'Mean_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:17 - INFO - [Results Report]:
17/09 11:42:17 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:17 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:17 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.01}
17/09 11:42:17 - INFO - - Best CV Score: 0.9359663865546219
17/09 11:42:17 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:17 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:17 - INFO - - Best CV Score: 0.9181512605042018
17/09 11:42:17 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8602324224884462 / Recall: 0.8596491228070176 / Latency: 1.0s
17/09 11:42:17 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8691556477400397 / Recall: 0.8596491228070176 / Latency: 1.0s
17/09 11:42:17 - INFO - Total executed 0.0074 minutes
17/09 11:42:17 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:17 - INFO - Current Running Preprocessed Dataset No. 22:
17/09 11:42:17 - INFO - [Features Before autoFS]:
17/09 11:42:17 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'Label_Position_1', 'Frequency_Position_2', 'Mean_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:17 - INFO - [Results Report]:
17/09 11:42:17 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:18 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:18 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:18 - INFO - - Best CV Score: 0.9356302521008404
17/09 11:42:18 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:18 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:18 - INFO - - Best CV Score: 0.8070588235294117
17/09 11:42:18 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.877126528442318 / Recall: 0.8771929824561403 / Latency: 1.0s
17/09 11:42:18 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7894736842105263 / Precision: 0.7917014759120022 / Recall: 0.7894736842105263 / Latency: 1.0s
17/09 11:42:18 - INFO - Total executed 0.0142 minutes
17/09 11:42:18 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:18 - INFO - Current Running Preprocessed Dataset No. 23:
17/09 11:42:18 - INFO - [Features Before autoFS]:
17/09 11:42:18 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'Label_Position_1', 'Frequency_Position_2', 'Mean_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:18 - INFO - [Results Report]:
17/09 11:42:18 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:18 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:18 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.01}
17/09 11:42:18 - INFO - - Best CV Score: 0.9359663865546219
17/09 11:42:18 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:18 - INFO - - Best Paramaters: {'penalty': 'l2'}
17/09 11:42:18 - INFO - - Best CV Score: 0.9359663865546219
17/09 11:42:18 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8602324224884462 / Recall: 0.8596491228070176 / Latency: 1.0s
17/09 11:42:18 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8421052631578947 / Precision: 0.8418394471026049 / Recall: 0.8421052631578947 / Latency: 1.0s
17/09 11:42:18 - INFO - Total executed 0.0074 minutes
17/09 11:42:19 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:19 - INFO - Current Running Preprocessed Dataset No. 24:
17/09 11:42:19 - INFO - [Features Before autoFS]:
17/09 11:42:19 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'Label_Position_1', 'Mean_Position_2', 'Frequency_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:19 - INFO - [Results Report]:
17/09 11:42:19 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:19 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:19 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:19 - INFO - - Best CV Score: 0.9356302521008404
17/09 11:42:19 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:19 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:19 - INFO - - Best CV Score: 0.7601680672268907
17/09 11:42:19 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.877126528442318 / Recall: 0.8771929824561403 / Latency: 1.0s
17/09 11:42:19 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7543859649122807 / Precision: 0.783625730994152 / Recall: 0.7543859649122807 / Latency: 1.0s
17/09 11:42:19 - INFO - Total executed 0.014 minutes
17/09 11:42:19 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:19 - INFO - Current Running Preprocessed Dataset No. 25:
17/09 11:42:19 - INFO - [Features Before autoFS]:
17/09 11:42:19 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'Label_Position_1', 'Mean_Position_2', 'Frequency_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:19 - INFO - [Results Report]:
17/09 11:42:19 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:20 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:20 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.01}
17/09 11:42:20 - INFO - - Best CV Score: 0.9359663865546219
17/09 11:42:20 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:20 - INFO - - Best Paramaters: {'penalty': 'l2'}
17/09 11:42:20 - INFO - - Best CV Score: 0.9300840336134455
17/09 11:42:20 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8602324224884462 / Recall: 0.8596491228070176 / Latency: 1.0s
17/09 11:42:20 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.9011417432470065 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:42:20 - INFO - Total executed 0.0073 minutes
17/09 11:42:20 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:20 - INFO - Current Running Preprocessed Dataset No. 26:
17/09 11:42:20 - INFO - [Features Before autoFS]:
17/09 11:42:20 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'Label_Position_1', 'Mean_Position_2', 'Frequency_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:20 - INFO - [Results Report]:
17/09 11:42:20 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:21 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:21 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:21 - INFO - - Best CV Score: 0.9356302521008404
17/09 11:42:21 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:21 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:21 - INFO - - Best CV Score: 0.7788235294117646
17/09 11:42:21 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.877126528442318 / Recall: 0.8771929824561403 / Latency: 2.0s
17/09 11:42:21 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7719298245614035 / Precision: 0.8270676691729323 / Recall: 0.7719298245614035 / Latency: 1.0s
17/09 11:42:21 - INFO - Total executed 0.0142 minutes
17/09 11:42:21 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:21 - INFO - Current Running Preprocessed Dataset No. 27:
17/09 11:42:21 - INFO - [Features Before autoFS]:
17/09 11:42:21 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'Label_Position_1', 'Mean_Position_2', 'Frequency_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:21 - INFO - [Results Report]:
17/09 11:42:21 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:21 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:21 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.01}
17/09 11:42:21 - INFO - - Best CV Score: 0.9359663865546219
17/09 11:42:21 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:21 - INFO - - Best Paramaters: {'penalty': 'l2'}
17/09 11:42:21 - INFO - - Best CV Score: 0.9416806722689076
17/09 11:42:21 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8602324224884462 / Recall: 0.8596491228070176 / Latency: 2.0s
17/09 11:42:21 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.9011417432470065 / Recall: 0.8947368421052632 / Latency: 2.0s
17/09 11:42:21 - INFO - Total executed 0.0073 minutes
17/09 11:42:21 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:21 - INFO - Current Running Preprocessed Dataset No. 28:
17/09 11:42:21 - INFO - [Features Before autoFS]:
17/09 11:42:21 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'Label_Position_1', 'Mean_Position_2', 'Mean_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:21 - INFO - [Results Report]:
17/09 11:42:21 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:22 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:22 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:22 - INFO - - Best CV Score: 0.9356302521008404
17/09 11:42:22 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:22 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:22 - INFO - - Best CV Score: 0.7771428571428572
17/09 11:42:22 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.877126528442318 / Recall: 0.8771929824561403 / Latency: 1.0s
17/09 11:42:22 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7368421052631579 / Precision: 0.8355263157894737 / Recall: 0.7368421052631579 / Latency: 1.0s
17/09 11:42:22 - INFO - Total executed 0.0143 minutes
17/09 11:42:22 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:22 - INFO - Current Running Preprocessed Dataset No. 29:
17/09 11:42:22 - INFO - [Features Before autoFS]:
17/09 11:42:22 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'Label_Position_1', 'Mean_Position_2', 'Mean_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:22 - INFO - [Results Report]:
17/09 11:42:22 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:23 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:23 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.01}
17/09 11:42:23 - INFO - - Best CV Score: 0.9359663865546219
17/09 11:42:23 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:23 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:23 - INFO - - Best CV Score: 0.9240336134453783
17/09 11:42:23 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8602324224884462 / Recall: 0.8596491228070176 / Latency: 1.0s
17/09 11:42:23 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8245614035087719 / Precision: 0.8246511419212994 / Recall: 0.8245614035087719 / Latency: 2.0s
17/09 11:42:23 - INFO - Total executed 0.0073 minutes
17/09 11:42:23 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:23 - INFO - Current Running Preprocessed Dataset No. 30:
17/09 11:42:23 - INFO - [Features Before autoFS]:
17/09 11:42:23 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'Label_Position_1', 'Mean_Position_2', 'Mean_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:23 - INFO - [Results Report]:
17/09 11:42:23 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:24 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:24 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:24 - INFO - - Best CV Score: 0.9356302521008404
17/09 11:42:24 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:24 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:24 - INFO - - Best CV Score: 0.8126050420168067
17/09 11:42:24 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.877126528442318 / Recall: 0.8771929824561403 / Latency: 2.0s
17/09 11:42:24 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7543859649122807 / Precision: 0.8178283546704599 / Recall: 0.7543859649122807 / Latency: 1.0s
17/09 11:42:24 - INFO - Total executed 0.014 minutes
17/09 11:42:24 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:24 - INFO - Current Running Preprocessed Dataset No. 31:
17/09 11:42:24 - INFO - [Features Before autoFS]:
17/09 11:42:24 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'Label_Position_1', 'Mean_Position_2', 'Mean_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:24 - INFO - [Results Report]:
17/09 11:42:24 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:24 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:24 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.01}
17/09 11:42:24 - INFO - - Best CV Score: 0.9359663865546219
17/09 11:42:24 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:24 - INFO - - Best Paramaters: {'penalty': 'l2'}
17/09 11:42:24 - INFO - - Best CV Score: 0.9299159663865547
17/09 11:42:24 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8602324224884462 / Recall: 0.8596491228070176 / Latency: 1.0s
17/09 11:42:24 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8421052631578947 / Precision: 0.8432153584954944 / Recall: 0.8421052631578947 / Latency: 2.0s
17/09 11:42:24 - INFO - Total executed 0.0073 minutes
17/09 11:42:24 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:24 - INFO - Current Running Preprocessed Dataset No. 32:
17/09 11:42:24 - INFO - [Features Before autoFS]:
17/09 11:42:24 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Frequency_Position_2', 'Frequency_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:24 - INFO - [Results Report]:
17/09 11:42:24 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:25 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:25 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:25 - INFO - - Best CV Score: 0.9356302521008404
17/09 11:42:25 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:25 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:25 - INFO - - Best CV Score: 0.7361344537815127
17/09 11:42:25 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.877126528442318 / Recall: 0.8771929824561403 / Latency: 1.0s
17/09 11:42:25 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8070175438596491 / Precision: 0.806552365762892 / Recall: 0.8070175438596491 / Latency: 2.0s
17/09 11:42:25 - INFO - Total executed 0.0141 minutes
17/09 11:42:25 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:25 - INFO - Current Running Preprocessed Dataset No. 33:
17/09 11:42:25 - INFO - [Features Before autoFS]:
17/09 11:42:25 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Frequency_Position_2', 'Frequency_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:25 - INFO - [Results Report]:
17/09 11:42:25 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:25 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:25 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.01}
17/09 11:42:25 - INFO - - Best CV Score: 0.9359663865546219
17/09 11:42:25 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:25 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:25 - INFO - - Best CV Score: 0.9183193277310926
17/09 11:42:25 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8602324224884462 / Recall: 0.8596491228070176 / Latency: 1.0s
17/09 11:42:25 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.8829617146314062 / Recall: 0.8771929824561403 / Latency: 1.0s
17/09 11:42:25 - INFO - Total executed 0.0075 minutes
17/09 11:42:25 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:25 - INFO - Current Running Preprocessed Dataset No. 34:
17/09 11:42:25 - INFO - [Features Before autoFS]:
17/09 11:42:25 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Frequency_Position_2', 'Frequency_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:25 - INFO - [Results Report]:
17/09 11:42:25 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:26 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:26 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:26 - INFO - - Best CV Score: 0.9356302521008404
17/09 11:42:26 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:26 - INFO - - Best Paramaters: {'penalty': 'elasticnet'}
17/09 11:42:26 - INFO - - Best CV Score: 0.7889075630252101
17/09 11:42:26 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.877126528442318 / Recall: 0.8771929824561403 / Latency: 1.0s
17/09 11:42:26 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7894736842105263 / Precision: 0.7927225471085121 / Recall: 0.7894736842105263 / Latency: 1.0s
17/09 11:42:26 - INFO - Total executed 0.0141 minutes
17/09 11:42:26 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:26 - INFO - Current Running Preprocessed Dataset No. 35:
17/09 11:42:26 - INFO - [Features Before autoFS]:
17/09 11:42:26 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Frequency_Position_2', 'Frequency_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:26 - INFO - [Results Report]:
17/09 11:42:26 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:27 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:27 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.01}
17/09 11:42:27 - INFO - - Best CV Score: 0.9359663865546219
17/09 11:42:27 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:27 - INFO - - Best Paramaters: {'penalty': 'elasticnet'}
17/09 11:42:27 - INFO - - Best CV Score: 0.9181512605042016
17/09 11:42:27 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8602324224884462 / Recall: 0.8596491228070176 / Latency: 1.0s
17/09 11:42:27 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.9122807017543859 / Precision: 0.913173131339515 / Recall: 0.9122807017543859 / Latency: 1.0s
17/09 11:42:27 - INFO - Total executed 0.0073 minutes
17/09 11:42:27 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:27 - INFO - Current Running Preprocessed Dataset No. 36:
17/09 11:42:27 - INFO - [Features Before autoFS]:
17/09 11:42:27 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Frequency_Position_2', 'Mean_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:27 - INFO - [Results Report]:
17/09 11:42:27 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:28 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:28 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:28 - INFO - - Best CV Score: 0.9356302521008404
17/09 11:42:28 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:28 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:28 - INFO - - Best CV Score: 0.7949579831932774
17/09 11:42:28 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.877126528442318 / Recall: 0.8771929824561403 / Latency: 1.0s
17/09 11:42:28 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7894736842105263 / Precision: 0.7917014759120022 / Recall: 0.7894736842105263 / Latency: 1.0s
17/09 11:42:28 - INFO - Total executed 0.0139 minutes
17/09 11:42:28 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:28 - INFO - Current Running Preprocessed Dataset No. 37:
17/09 11:42:28 - INFO - [Features Before autoFS]:
17/09 11:42:28 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Frequency_Position_2', 'Mean_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:28 - INFO - [Results Report]:
17/09 11:42:28 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:28 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:28 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.01}
17/09 11:42:28 - INFO - - Best CV Score: 0.9359663865546219
17/09 11:42:28 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:28 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:28 - INFO - - Best CV Score: 0.9357983193277312
17/09 11:42:28 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8602324224884462 / Recall: 0.8596491228070176 / Latency: 1.0s
17/09 11:42:28 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8602324224884462 / Recall: 0.8596491228070176 / Latency: 2.0s
17/09 11:42:28 - INFO - Total executed 0.0071 minutes
17/09 11:42:28 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:28 - INFO - Current Running Preprocessed Dataset No. 38:
17/09 11:42:28 - INFO - [Features Before autoFS]:
17/09 11:42:28 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Frequency_Position_2', 'Mean_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:28 - INFO - [Results Report]:
17/09 11:42:28 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:29 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:29 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:29 - INFO - - Best CV Score: 0.9356302521008404
17/09 11:42:29 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:29 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:29 - INFO - - Best CV Score: 0.8067226890756303
17/09 11:42:29 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.877126528442318 / Recall: 0.8771929824561403 / Latency: 1.0s
17/09 11:42:29 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7017543859649122 / Precision: 0.8224728487886382 / Recall: 0.7017543859649122 / Latency: 2.0s
17/09 11:42:29 - INFO - Total executed 0.0145 minutes
17/09 11:42:29 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:29 - INFO - Current Running Preprocessed Dataset No. 39:
17/09 11:42:29 - INFO - [Features Before autoFS]:
17/09 11:42:29 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Frequency_Position_2', 'Mean_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:29 - INFO - [Results Report]:
17/09 11:42:29 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:30 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:30 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.01}
17/09 11:42:30 - INFO - - Best CV Score: 0.9359663865546219
17/09 11:42:30 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:30 - INFO - - Best Paramaters: {'penalty': 'elasticnet'}
17/09 11:42:30 - INFO - - Best CV Score: 0.9302521008403362
17/09 11:42:30 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8602324224884462 / Recall: 0.8596491228070176 / Latency: 1.0s
17/09 11:42:30 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8421052631578947 / Precision: 0.8418394471026049 / Recall: 0.8421052631578947 / Latency: 2.0s
17/09 11:42:30 - INFO - Total executed 0.0072 minutes
17/09 11:42:30 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:30 - INFO - Current Running Preprocessed Dataset No. 40:
17/09 11:42:30 - INFO - [Features Before autoFS]:
17/09 11:42:30 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Mean_Position_2', 'Frequency_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:30 - INFO - [Results Report]:
17/09 11:42:30 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:30 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:30 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:30 - INFO - - Best CV Score: 0.9356302521008404
17/09 11:42:30 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:30 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:30 - INFO - - Best CV Score: 0.7420168067226891
17/09 11:42:30 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.877126528442318 / Recall: 0.8771929824561403 / Latency: 2.0s
17/09 11:42:30 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7894736842105263 / Precision: 0.8080495356037152 / Recall: 0.7894736842105263 / Latency: 2.0s
17/09 11:42:30 - INFO - Total executed 0.0142 minutes
17/09 11:42:31 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:31 - INFO - Current Running Preprocessed Dataset No. 41:
17/09 11:42:31 - INFO - [Features Before autoFS]:
17/09 11:42:31 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Mean_Position_2', 'Frequency_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:31 - INFO - [Results Report]:
17/09 11:42:31 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:31 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:31 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.01}
17/09 11:42:31 - INFO - - Best CV Score: 0.9359663865546219
17/09 11:42:31 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:31 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:31 - INFO - - Best CV Score: 0.9240336134453783
17/09 11:42:31 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8602324224884462 / Recall: 0.8596491228070176 / Latency: 1.0s
17/09 11:42:31 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8070175438596491 / Precision: 0.8079744816586923 / Recall: 0.8070175438596491 / Latency: 2.0s
17/09 11:42:31 - INFO - Total executed 0.0072 minutes
17/09 11:42:31 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:31 - INFO - Current Running Preprocessed Dataset No. 42:
17/09 11:42:31 - INFO - [Features Before autoFS]:
17/09 11:42:31 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Mean_Position_2', 'Frequency_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:31 - INFO - [Results Report]:
17/09 11:42:31 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:32 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:32 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:32 - INFO - - Best CV Score: 0.9356302521008404
17/09 11:42:32 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:32 - INFO - - Best Paramaters: {'penalty': 'l2'}
17/09 11:42:32 - INFO - - Best CV Score: 0.7899159663865546
17/09 11:42:32 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.877126528442318 / Recall: 0.8771929824561403 / Latency: 2.0s
17/09 11:42:32 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.5964912280701754 / Precision: 0.7898391812865497 / Recall: 0.5964912280701754 / Latency: 2.0s
17/09 11:42:32 - INFO - Total executed 0.0142 minutes
17/09 11:42:32 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:32 - INFO - Current Running Preprocessed Dataset No. 43:
17/09 11:42:32 - INFO - [Features Before autoFS]:
17/09 11:42:32 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Mean_Position_2', 'Frequency_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:32 - INFO - [Results Report]:
17/09 11:42:32 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:32 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:32 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.01}
17/09 11:42:32 - INFO - - Best CV Score: 0.9359663865546219
17/09 11:42:32 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:32 - INFO - - Best Paramaters: {'penalty': 'l2'}
17/09 11:42:32 - INFO - - Best CV Score: 0.9299159663865547
17/09 11:42:32 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8602324224884462 / Recall: 0.8596491228070176 / Latency: 2.0s
17/09 11:42:32 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8947368421052632 / Recall: 0.8947368421052632 / Latency: 2.0s
17/09 11:42:32 - INFO - Total executed 0.0074 minutes
17/09 11:42:32 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:32 - INFO - Current Running Preprocessed Dataset No. 44:
17/09 11:42:32 - INFO - [Features Before autoFS]:
17/09 11:42:32 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Mean_Position_2', 'Mean_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:32 - INFO - [Results Report]:
17/09 11:42:32 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:33 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:33 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:33 - INFO - - Best CV Score: 0.9356302521008404
17/09 11:42:33 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:33 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:33 - INFO - - Best CV Score: 0.8189915966386554
17/09 11:42:33 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.877126528442318 / Recall: 0.8771929824561403 / Latency: 1.0s
17/09 11:42:33 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8070175438596491 / Precision: 0.8128259838786155 / Recall: 0.8070175438596491 / Latency: 1.0s
17/09 11:42:33 - INFO - Total executed 0.0138 minutes
17/09 11:42:33 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:33 - INFO - Current Running Preprocessed Dataset No. 45:
17/09 11:42:33 - INFO - [Features Before autoFS]:
17/09 11:42:33 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Mean_Position_2', 'Mean_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:33 - INFO - [Results Report]:
17/09 11:42:33 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:34 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:34 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.01}
17/09 11:42:34 - INFO - - Best CV Score: 0.9359663865546219
17/09 11:42:34 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:34 - INFO - - Best Paramaters: {'penalty': 'l2'}
17/09 11:42:34 - INFO - - Best CV Score: 0.9356302521008404
17/09 11:42:34 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8602324224884462 / Recall: 0.8596491228070176 / Latency: 1.0s
17/09 11:42:34 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.877126528442318 / Recall: 0.8771929824561403 / Latency: 1.0s
17/09 11:42:34 - INFO - Total executed 0.0072 minutes
17/09 11:42:34 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:34 - INFO - Current Running Preprocessed Dataset No. 46:
17/09 11:42:34 - INFO - [Features Before autoFS]:
17/09 11:42:34 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Mean_Position_2', 'Mean_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:34 - INFO - [Results Report]:
17/09 11:42:34 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:35 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:35 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:35 - INFO - - Best CV Score: 0.9356302521008404
17/09 11:42:35 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:35 - INFO - - Best Paramaters: {'penalty': 'l2'}
17/09 11:42:35 - INFO - - Best CV Score: 0.7314285714285713
17/09 11:42:35 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.877126528442318 / Recall: 0.8771929824561403 / Latency: 2.0s
17/09 11:42:35 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7543859649122807 / Precision: 0.7811194653299917 / Recall: 0.7543859649122807 / Latency: 2.0s
17/09 11:42:35 - INFO - Total executed 0.0145 minutes
17/09 11:42:35 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:35 - INFO - Current Running Preprocessed Dataset No. 47:
17/09 11:42:35 - INFO - [Features Before autoFS]:
17/09 11:42:35 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Mean_Position_2', 'Mean_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:35 - INFO - [Results Report]:
17/09 11:42:35 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:35 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:35 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.01}
17/09 11:42:35 - INFO - - Best CV Score: 0.9359663865546219
17/09 11:42:35 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:35 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:35 - INFO - - Best CV Score: 0.9127731092436975
17/09 11:42:35 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8602324224884462 / Recall: 0.8596491228070176 / Latency: 1.0s
17/09 11:42:35 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8245614035087719 / Precision: 0.8246511419212994 / Recall: 0.8245614035087719 / Latency: 2.0s
17/09 11:42:35 - INFO - Total executed 0.0071 minutes
17/09 11:42:35 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:35 - INFO - Current Running Preprocessed Dataset No. 48:
17/09 11:42:35 - INFO - [Features Before autoFS]:
17/09 11:42:35 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'Label_Position_1', 'Frequency_Position_2', 'Frequency_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:35 - INFO - [Results Report]:
17/09 11:42:35 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:36 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:36 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:36 - INFO - - Best CV Score: 0.9356302521008404
17/09 11:42:36 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:36 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:36 - INFO - - Best CV Score: 0.766218487394958
17/09 11:42:36 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.877126528442318 / Recall: 0.8771929824561403 / Latency: 1.0s
17/09 11:42:36 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7894736842105263 / Precision: 0.8080495356037152 / Recall: 0.7894736842105263 / Latency: 1.0s
17/09 11:42:36 - INFO - Total executed 0.0167 minutes
17/09 11:42:36 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:36 - INFO - Current Running Preprocessed Dataset No. 49:
17/09 11:42:36 - INFO - [Features Before autoFS]:
17/09 11:42:36 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'Label_Position_1', 'Frequency_Position_2', 'Frequency_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:36 - INFO - [Results Report]:
17/09 11:42:36 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:37 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:37 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.01}
17/09 11:42:37 - INFO - - Best CV Score: 0.9359663865546219
17/09 11:42:37 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:37 - INFO - - Best Paramaters: {'penalty': 'l2'}
17/09 11:42:37 - INFO - - Best CV Score: 0.9126050420168067
17/09 11:42:37 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8602324224884462 / Recall: 0.8596491228070176 / Latency: 1.0s
17/09 11:42:37 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.8914879792072774 / Recall: 0.8771929824561403 / Latency: 2.0s
17/09 11:42:37 - INFO - Total executed 0.0122 minutes
17/09 11:42:37 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:37 - INFO - Current Running Preprocessed Dataset No. 50:
17/09 11:42:37 - INFO - [Features Before autoFS]:
17/09 11:42:37 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'Label_Position_1', 'Frequency_Position_2', 'Frequency_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:37 - INFO - [Results Report]:
17/09 11:42:37 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:38 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:38 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:38 - INFO - - Best CV Score: 0.9356302521008404
17/09 11:42:38 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:38 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:38 - INFO - - Best CV Score: 0.7136134453781513
17/09 11:42:38 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.877126528442318 / Recall: 0.8771929824561403 / Latency: 1.0s
17/09 11:42:38 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8070175438596491 / Precision: 0.8217124006597691 / Recall: 0.8070175438596491 / Latency: 1.0s
17/09 11:42:38 - INFO - Total executed 0.0138 minutes
17/09 11:42:38 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:38 - INFO - Current Running Preprocessed Dataset No. 51:
17/09 11:42:38 - INFO - [Features Before autoFS]:
17/09 11:42:38 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'Label_Position_1', 'Frequency_Position_2', 'Frequency_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:38 - INFO - [Results Report]:
17/09 11:42:38 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:38 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:38 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.01}
17/09 11:42:38 - INFO - - Best CV Score: 0.9359663865546219
17/09 11:42:38 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:38 - INFO - - Best Paramaters: {'penalty': 'l2'}
17/09 11:42:38 - INFO - - Best CV Score: 0.9297478991596639
17/09 11:42:38 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8602324224884462 / Recall: 0.8596491228070176 / Latency: 1.0s
17/09 11:42:38 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8596491228070176 / Recall: 0.8596491228070176 / Latency: 2.0s
17/09 11:42:38 - INFO - Total executed 0.0071 minutes
17/09 11:42:38 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:38 - INFO - Current Running Preprocessed Dataset No. 52:
17/09 11:42:38 - INFO - [Features Before autoFS]:
17/09 11:42:38 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'Label_Position_1', 'Frequency_Position_2', 'Mean_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:38 - INFO - [Results Report]:
17/09 11:42:38 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:39 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:39 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:39 - INFO - - Best CV Score: 0.9356302521008404
17/09 11:42:39 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:39 - INFO - - Best Paramaters: {'penalty': 'elasticnet'}
17/09 11:42:39 - INFO - - Best CV Score: 0.7889075630252101
17/09 11:42:39 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.877126528442318 / Recall: 0.8771929824561403 / Latency: 1.0s
17/09 11:42:39 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7543859649122807 / Precision: 0.8178283546704599 / Recall: 0.7543859649122807 / Latency: 2.0s
17/09 11:42:39 - INFO - Total executed 0.0139 minutes
17/09 11:42:39 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:39 - INFO - Current Running Preprocessed Dataset No. 53:
17/09 11:42:39 - INFO - [Features Before autoFS]:
17/09 11:42:39 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'Label_Position_1', 'Frequency_Position_2', 'Mean_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:39 - INFO - [Results Report]:
17/09 11:42:39 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:40 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:40 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.01}
17/09 11:42:40 - INFO - - Best CV Score: 0.9359663865546219
17/09 11:42:40 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:40 - INFO - - Best Paramaters: {'penalty': 'elasticnet'}
17/09 11:42:40 - INFO - - Best CV Score: 0.9297478991596639
17/09 11:42:40 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8602324224884462 / Recall: 0.8596491228070176 / Latency: 1.0s
17/09 11:42:40 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8602324224884462 / Recall: 0.8596491228070176 / Latency: 2.0s
17/09 11:42:40 - INFO - Total executed 0.0075 minutes
17/09 11:42:40 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:40 - INFO - Current Running Preprocessed Dataset No. 54:
17/09 11:42:40 - INFO - [Features Before autoFS]:
17/09 11:42:40 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'Label_Position_1', 'Frequency_Position_2', 'Mean_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:40 - INFO - [Results Report]:
17/09 11:42:40 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:41 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:41 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:41 - INFO - - Best CV Score: 0.9356302521008404
17/09 11:42:41 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:41 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:41 - INFO - - Best CV Score: 0.8072268907563025
17/09 11:42:41 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.877126528442318 / Recall: 0.8771929824561403 / Latency: 1.0s
17/09 11:42:41 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7719298245614035 / Precision: 0.7852501624431449 / Recall: 0.7719298245614035 / Latency: 2.0s
17/09 11:42:41 - INFO - Total executed 0.014 minutes
17/09 11:42:41 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:41 - INFO - Current Running Preprocessed Dataset No. 55:
17/09 11:42:41 - INFO - [Features Before autoFS]:
17/09 11:42:41 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'Label_Position_1', 'Frequency_Position_2', 'Mean_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:41 - INFO - [Results Report]:
17/09 11:42:41 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:41 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:41 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.01}
17/09 11:42:41 - INFO - - Best CV Score: 0.9359663865546219
17/09 11:42:41 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:41 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:41 - INFO - - Best CV Score: 0.9183193277310926
17/09 11:42:41 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8602324224884462 / Recall: 0.8596491228070176 / Latency: 1.0s
17/09 11:42:41 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8602324224884462 / Recall: 0.8596491228070176 / Latency: 1.0s
17/09 11:42:41 - INFO - Total executed 0.0073 minutes
17/09 11:42:41 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:41 - INFO - Current Running Preprocessed Dataset No. 56:
17/09 11:42:41 - INFO - [Features Before autoFS]:
17/09 11:42:41 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'Label_Position_1', 'Mean_Position_2', 'Frequency_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:41 - INFO - [Results Report]:
17/09 11:42:41 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:42 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:42 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:42 - INFO - - Best CV Score: 0.9356302521008404
17/09 11:42:42 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:42 - INFO - - Best Paramaters: {'penalty': 'l2'}
17/09 11:42:42 - INFO - - Best CV Score: 0.7773109243697479
17/09 11:42:42 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.877126528442318 / Recall: 0.8771929824561403 / Latency: 2.0s
17/09 11:42:42 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7719298245614035 / Precision: 0.8270676691729323 / Recall: 0.7719298245614035 / Latency: 2.0s
17/09 11:42:42 - INFO - Total executed 0.0166 minutes
17/09 11:42:42 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:42 - INFO - Current Running Preprocessed Dataset No. 57:
17/09 11:42:42 - INFO - [Features Before autoFS]:
17/09 11:42:42 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'Label_Position_1', 'Mean_Position_2', 'Frequency_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:42 - INFO - [Results Report]:
17/09 11:42:42 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:43 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:43 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.01}
17/09 11:42:43 - INFO - - Best CV Score: 0.9359663865546219
17/09 11:42:43 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:43 - INFO - - Best Paramaters: {'penalty': 'l2'}
17/09 11:42:43 - INFO - - Best CV Score: 0.9473949579831933
17/09 11:42:43 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8602324224884462 / Recall: 0.8596491228070176 / Latency: 1.0s
17/09 11:42:43 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8947368421052632 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:42:43 - INFO - Total executed 0.0072 minutes
17/09 11:42:43 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:43 - INFO - Current Running Preprocessed Dataset No. 58:
17/09 11:42:43 - INFO - [Features Before autoFS]:
17/09 11:42:43 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'Label_Position_1', 'Mean_Position_2', 'Frequency_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:43 - INFO - [Results Report]:
17/09 11:42:43 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:43 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:43 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:43 - INFO - - Best CV Score: 0.9356302521008404
17/09 11:42:43 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:43 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:43 - INFO - - Best CV Score: 0.8067226890756303
17/09 11:42:44 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.877126528442318 / Recall: 0.8771929824561403 / Latency: 1.0s
17/09 11:42:44 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7719298245614035 / Precision: 0.7852501624431449 / Recall: 0.7719298245614035 / Latency: 1.0s
17/09 11:42:44 - INFO - Total executed 0.014 minutes
17/09 11:42:44 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:44 - INFO - Current Running Preprocessed Dataset No. 59:
17/09 11:42:44 - INFO - [Features Before autoFS]:
17/09 11:42:44 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'Label_Position_1', 'Mean_Position_2', 'Frequency_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:44 - INFO - [Results Report]:
17/09 11:42:44 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:44 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:44 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.01}
17/09 11:42:44 - INFO - - Best CV Score: 0.9359663865546219
17/09 11:42:44 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:44 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:44 - INFO - - Best CV Score: 0.9357983193277312
17/09 11:42:44 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8602324224884462 / Recall: 0.8596491228070176 / Latency: 1.0s
17/09 11:42:44 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8975958414554907 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:42:44 - INFO - Total executed 0.0072 minutes
17/09 11:42:44 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:44 - INFO - Current Running Preprocessed Dataset No. 60:
17/09 11:42:44 - INFO - [Features Before autoFS]:
17/09 11:42:44 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'Label_Position_1', 'Mean_Position_2', 'Mean_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:44 - INFO - [Results Report]:
17/09 11:42:44 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:45 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:45 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:45 - INFO - - Best CV Score: 0.9356302521008404
17/09 11:42:45 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:45 - INFO - - Best Paramaters: {'penalty': 'l2'}
17/09 11:42:45 - INFO - - Best CV Score: 0.8070588235294117
17/09 11:42:45 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.877126528442318 / Recall: 0.8771929824561403 / Latency: 1.0s
17/09 11:42:45 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7543859649122807 / Precision: 0.772147490313874 / Recall: 0.7543859649122807 / Latency: 1.0s
17/09 11:42:45 - INFO - Total executed 0.0139 minutes
17/09 11:42:45 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:45 - INFO - Current Running Preprocessed Dataset No. 61:
17/09 11:42:45 - INFO - [Features Before autoFS]:
17/09 11:42:45 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'Label_Position_1', 'Mean_Position_2', 'Mean_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:45 - INFO - [Results Report]:
17/09 11:42:45 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:45 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:45 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.01}
17/09 11:42:45 - INFO - - Best CV Score: 0.9359663865546219
17/09 11:42:45 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:45 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:45 - INFO - - Best CV Score: 0.9181512605042018
17/09 11:42:45 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8602324224884462 / Recall: 0.8596491228070176 / Latency: 1.0s
17/09 11:42:45 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8958137030555928 / Recall: 0.8947368421052632 / Latency: 2.0s
17/09 11:42:45 - INFO - Total executed 0.0073 minutes
17/09 11:42:45 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:45 - INFO - Current Running Preprocessed Dataset No. 62:
17/09 11:42:45 - INFO - [Features Before autoFS]:
17/09 11:42:45 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'Label_Position_1', 'Mean_Position_2', 'Mean_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:45 - INFO - [Results Report]:
17/09 11:42:45 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:46 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:46 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:46 - INFO - - Best CV Score: 0.9356302521008404
17/09 11:42:46 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:46 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:46 - INFO - - Best CV Score: 0.8065546218487395
17/09 11:42:46 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.877126528442318 / Recall: 0.8771929824561403 / Latency: 1.0s
17/09 11:42:46 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8070175438596491 / Precision: 0.8217124006597691 / Recall: 0.8070175438596491 / Latency: 2.0s
17/09 11:42:46 - INFO - Total executed 0.0139 minutes
17/09 11:42:46 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:46 - INFO - Current Running Preprocessed Dataset No. 63:
17/09 11:42:46 - INFO - [Features Before autoFS]:
17/09 11:42:46 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'Label_Position_1', 'Mean_Position_2', 'Mean_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:46 - INFO - [Results Report]:
17/09 11:42:46 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:47 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:47 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.01}
17/09 11:42:47 - INFO - - Best CV Score: 0.9359663865546219
17/09 11:42:47 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:47 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:47 - INFO - - Best CV Score: 0.9299159663865547
17/09 11:42:47 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8602324224884462 / Recall: 0.8596491228070176 / Latency: 2.0s
17/09 11:42:47 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.8799270904534061 / Recall: 0.8771929824561403 / Latency: 1.0s
17/09 11:42:47 - INFO - Total executed 0.0074 minutes
17/09 11:42:47 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:47 - INFO - Current Running Preprocessed Dataset No. 64:
17/09 11:42:47 - INFO - [Features Before autoFS]:
17/09 11:42:47 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Frequency_Position_2', 'Frequency_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:47 - INFO - [Results Report]:
17/09 11:42:47 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:48 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:48 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:48 - INFO - - Best CV Score: 0.9415126050420168
17/09 11:42:48 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:48 - INFO - - Best Paramaters: {'penalty': 'l2'}
17/09 11:42:48 - INFO - - Best CV Score: 0.7773109243697479
17/09 11:42:48 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8947368421052632 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:42:48 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7368421052631579 / Precision: 0.8355263157894737 / Recall: 0.7368421052631579 / Latency: 1.0s
17/09 11:42:48 - INFO - Total executed 0.0141 minutes
17/09 11:42:48 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:48 - INFO - Current Running Preprocessed Dataset No. 65:
17/09 11:42:48 - INFO - [Features Before autoFS]:
17/09 11:42:48 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Frequency_Position_2', 'Frequency_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:48 - INFO - [Results Report]:
17/09 11:42:48 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:48 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:48 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.1}
17/09 11:42:48 - INFO - - Best CV Score: 0.9357983193277312
17/09 11:42:48 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:48 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:48 - INFO - - Best CV Score: 0.9063865546218489
17/09 11:42:48 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8958137030555928 / Recall: 0.8947368421052632 / Latency: 2.0s
17/09 11:42:48 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.9122807017543859 / Precision: 0.9124136097820307 / Recall: 0.9122807017543859 / Latency: 2.0s
17/09 11:42:48 - INFO - Total executed 0.0072 minutes
17/09 11:42:48 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:48 - INFO - Current Running Preprocessed Dataset No. 66:
17/09 11:42:48 - INFO - [Features Before autoFS]:
17/09 11:42:48 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Frequency_Position_2', 'Frequency_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:48 - INFO - [Results Report]:
17/09 11:42:48 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:49 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:49 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:49 - INFO - - Best CV Score: 0.9415126050420168
17/09 11:42:49 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:49 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:49 - INFO - - Best CV Score: 0.813109243697479
17/09 11:42:49 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8947368421052632 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:42:49 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7719298245614035 / Precision: 0.7778930083830266 / Recall: 0.7719298245614035 / Latency: 1.0s
17/09 11:42:49 - INFO - Total executed 0.0141 minutes
17/09 11:42:49 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:49 - INFO - Current Running Preprocessed Dataset No. 67:
17/09 11:42:49 - INFO - [Features Before autoFS]:
17/09 11:42:49 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Frequency_Position_2', 'Frequency_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:49 - INFO - [Results Report]:
17/09 11:42:49 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:50 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:50 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.1}
17/09 11:42:50 - INFO - - Best CV Score: 0.9357983193277312
17/09 11:42:50 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:50 - INFO - - Best Paramaters: {'penalty': 'l2'}
17/09 11:42:50 - INFO - - Best CV Score: 0.9184873949579831
17/09 11:42:50 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8958137030555928 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:42:50 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8596491228070176 / Recall: 0.8596491228070176 / Latency: 1.0s
17/09 11:42:50 - INFO - Total executed 0.0073 minutes
17/09 11:42:50 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:50 - INFO - Current Running Preprocessed Dataset No. 68:
17/09 11:42:50 - INFO - [Features Before autoFS]:
17/09 11:42:50 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Frequency_Position_2', 'Mean_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:50 - INFO - [Results Report]:
17/09 11:42:50 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:50 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:50 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:50 - INFO - - Best CV Score: 0.9415126050420168
17/09 11:42:50 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:50 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:50 - INFO - - Best CV Score: 0.7847058823529411
17/09 11:42:50 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8947368421052632 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:42:50 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7543859649122807 / Precision: 0.783625730994152 / Recall: 0.7543859649122807 / Latency: 1.0s
17/09 11:42:50 - INFO - Total executed 0.014 minutes
17/09 11:42:50 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:50 - INFO - Current Running Preprocessed Dataset No. 69:
17/09 11:42:50 - INFO - [Features Before autoFS]:
17/09 11:42:50 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Frequency_Position_2', 'Mean_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:50 - INFO - [Results Report]:
17/09 11:42:50 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:51 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:51 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.1}
17/09 11:42:51 - INFO - - Best CV Score: 0.9357983193277312
17/09 11:42:51 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:51 - INFO - - Best Paramaters: {'penalty': 'elasticnet'}
17/09 11:42:51 - INFO - - Best CV Score: 0.9238655462184873
17/09 11:42:51 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8958137030555928 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:42:51 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8646616541353385 / Recall: 0.8596491228070176 / Latency: 1.0s
17/09 11:42:51 - INFO - Total executed 0.0072 minutes
17/09 11:42:51 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:51 - INFO - Current Running Preprocessed Dataset No. 70:
17/09 11:42:51 - INFO - [Features Before autoFS]:
17/09 11:42:51 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Frequency_Position_2', 'Mean_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:51 - INFO - [Results Report]:
17/09 11:42:51 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:52 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:52 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:52 - INFO - - Best CV Score: 0.9415126050420168
17/09 11:42:52 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:52 - INFO - - Best Paramaters: {'penalty': 'elasticnet'}
17/09 11:42:52 - INFO - - Best CV Score: 0.7541176470588234
17/09 11:42:52 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8947368421052632 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:42:52 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.5964912280701754 / Precision: 0.7898391812865497 / Recall: 0.5964912280701754 / Latency: 1.0s
17/09 11:42:52 - INFO - Total executed 0.014 minutes
17/09 11:42:52 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:52 - INFO - Current Running Preprocessed Dataset No. 71:
17/09 11:42:52 - INFO - [Features Before autoFS]:
17/09 11:42:52 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Frequency_Position_2', 'Mean_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:52 - INFO - [Results Report]:
17/09 11:42:52 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:52 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:52 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.1}
17/09 11:42:52 - INFO - - Best CV Score: 0.9357983193277312
17/09 11:42:52 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:52 - INFO - - Best Paramaters: {'penalty': 'l2'}
17/09 11:42:52 - INFO - - Best CV Score: 0.9238655462184875
17/09 11:42:52 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8958137030555928 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:42:52 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8646616541353385 / Recall: 0.8596491228070176 / Latency: 2.0s
17/09 11:42:52 - INFO - Total executed 0.0074 minutes
17/09 11:42:52 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:52 - INFO - Current Running Preprocessed Dataset No. 72:
17/09 11:42:52 - INFO - [Features Before autoFS]:
17/09 11:42:52 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Mean_Position_2', 'Frequency_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:52 - INFO - [Results Report]:
17/09 11:42:52 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:53 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:53 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:53 - INFO - - Best CV Score: 0.9415126050420168
17/09 11:42:53 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:53 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:53 - INFO - - Best CV Score: 0.7947899159663866
17/09 11:42:53 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8947368421052632 / Recall: 0.8947368421052632 / Latency: 2.0s
17/09 11:42:53 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7719298245614035 / Precision: 0.7719981772613351 / Recall: 0.7719298245614035 / Latency: 2.0s
17/09 11:42:53 - INFO - Total executed 0.0141 minutes
17/09 11:42:53 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:53 - INFO - Current Running Preprocessed Dataset No. 73:
17/09 11:42:53 - INFO - [Features Before autoFS]:
17/09 11:42:53 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Mean_Position_2', 'Frequency_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:53 - INFO - [Results Report]:
17/09 11:42:53 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:54 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:54 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.1}
17/09 11:42:54 - INFO - - Best CV Score: 0.9357983193277312
17/09 11:42:54 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:54 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:54 - INFO - - Best CV Score: 0.9300840336134455
17/09 11:42:54 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8958137030555928 / Recall: 0.8947368421052632 / Latency: 2.0s
17/09 11:42:54 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8793696399808454 / Recall: 0.8596491228070176 / Latency: 1.0s
17/09 11:42:54 - INFO - Total executed 0.0072 minutes
17/09 11:42:54 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:54 - INFO - Current Running Preprocessed Dataset No. 74:
17/09 11:42:54 - INFO - [Features Before autoFS]:
17/09 11:42:54 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Mean_Position_2', 'Frequency_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:54 - INFO - [Results Report]:
17/09 11:42:54 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:55 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:55 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:55 - INFO - - Best CV Score: 0.9415126050420168
17/09 11:42:55 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:55 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:55 - INFO - - Best CV Score: 0.7722689075630252
17/09 11:42:55 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8947368421052632 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:42:55 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7894736842105263 / Precision: 0.7917014759120022 / Recall: 0.7894736842105263 / Latency: 1.0s
17/09 11:42:55 - INFO - Total executed 0.0138 minutes
17/09 11:42:55 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:55 - INFO - Current Running Preprocessed Dataset No. 75:
17/09 11:42:55 - INFO - [Features Before autoFS]:
17/09 11:42:55 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Mean_Position_2', 'Frequency_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:55 - INFO - [Results Report]:
17/09 11:42:55 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:55 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:55 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.1}
17/09 11:42:55 - INFO - - Best CV Score: 0.9357983193277312
17/09 11:42:55 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:55 - INFO - - Best Paramaters: {'penalty': 'l2'}
17/09 11:42:55 - INFO - - Best CV Score: 0.9416806722689076
17/09 11:42:55 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8958137030555928 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:42:55 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8596491228070176 / Recall: 0.8596491228070176 / Latency: 1.0s
17/09 11:42:55 - INFO - Total executed 0.0074 minutes
17/09 11:42:55 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:55 - INFO - Current Running Preprocessed Dataset No. 76:
17/09 11:42:55 - INFO - [Features Before autoFS]:
17/09 11:42:55 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Mean_Position_2', 'Mean_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:55 - INFO - [Results Report]:
17/09 11:42:55 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:56 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:56 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:56 - INFO - - Best CV Score: 0.9415126050420168
17/09 11:42:56 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:56 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:56 - INFO - - Best CV Score: 0.7838655462184875
17/09 11:42:56 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8947368421052632 / Recall: 0.8947368421052632 / Latency: 2.0s
17/09 11:42:56 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7719298245614035 / Precision: 0.7719981772613351 / Recall: 0.7719298245614035 / Latency: 1.0s
17/09 11:42:56 - INFO - Total executed 0.0141 minutes
17/09 11:42:56 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:56 - INFO - Current Running Preprocessed Dataset No. 77:
17/09 11:42:56 - INFO - [Features Before autoFS]:
17/09 11:42:56 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Mean_Position_2', 'Mean_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:56 - INFO - [Results Report]:
17/09 11:42:56 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:56 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:56 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.1}
17/09 11:42:56 - INFO - - Best CV Score: 0.9357983193277312
17/09 11:42:56 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:56 - INFO - - Best Paramaters: {'penalty': 'l2'}
17/09 11:42:56 - INFO - - Best CV Score: 0.9354621848739495
17/09 11:42:56 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8958137030555928 / Recall: 0.8947368421052632 / Latency: 2.0s
17/09 11:42:56 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8421052631578947 / Precision: 0.8560753736192332 / Recall: 0.8421052631578947 / Latency: 1.0s
17/09 11:42:56 - INFO - Total executed 0.0074 minutes
17/09 11:42:56 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:56 - INFO - Current Running Preprocessed Dataset No. 78:
17/09 11:42:56 - INFO - [Features Before autoFS]:
17/09 11:42:56 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Mean_Position_2', 'Mean_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:57 - INFO - [Results Report]:
17/09 11:42:57 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:57 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:57 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:57 - INFO - - Best CV Score: 0.9415126050420168
17/09 11:42:57 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:57 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:57 - INFO - - Best CV Score: 0.8124369747899159
17/09 11:42:57 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8947368421052632 / Recall: 0.8947368421052632 / Latency: 2.0s
17/09 11:42:57 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7543859649122807 / Precision: 0.7811194653299917 / Recall: 0.7543859649122807 / Latency: 2.0s
17/09 11:42:57 - INFO - Total executed 0.0138 minutes
17/09 11:42:57 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:57 - INFO - Current Running Preprocessed Dataset No. 79:
17/09 11:42:57 - INFO - [Features Before autoFS]:
17/09 11:42:57 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Mean_Position_2', 'Mean_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:57 - INFO - [Results Report]:
17/09 11:42:57 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:58 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:58 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.1}
17/09 11:42:58 - INFO - - Best CV Score: 0.9357983193277312
17/09 11:42:58 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:58 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:58 - INFO - - Best CV Score: 0.9299159663865547
17/09 11:42:58 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8958137030555928 / Recall: 0.8947368421052632 / Latency: 2.0s
17/09 11:42:58 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8421052631578947 / Precision: 0.8418394471026049 / Recall: 0.8421052631578947 / Latency: 1.0s
17/09 11:42:58 - INFO - Total executed 0.0072 minutes
17/09 11:42:58 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:58 - INFO - Current Running Preprocessed Dataset No. 80:
17/09 11:42:58 - INFO - [Features Before autoFS]:
17/09 11:42:58 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'Label_Position_1', 'Frequency_Position_2', 'Frequency_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:58 - INFO - [Results Report]:
17/09 11:42:58 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:59 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:59 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:42:59 - INFO - - Best CV Score: 0.9415126050420168
17/09 11:42:59 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:59 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:42:59 - INFO - - Best CV Score: 0.8243697478991596
17/09 11:42:59 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8947368421052632 / Recall: 0.8947368421052632 / Latency: 2.0s
17/09 11:42:59 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7368421052631579 / Precision: 0.8355263157894737 / Recall: 0.7368421052631579 / Latency: 2.0s
17/09 11:42:59 - INFO - Total executed 0.0144 minutes
17/09 11:42:59 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:59 - INFO - Current Running Preprocessed Dataset No. 81:
17/09 11:42:59 - INFO - [Features Before autoFS]:
17/09 11:42:59 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'Label_Position_1', 'Frequency_Position_2', 'Frequency_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:59 - INFO - [Results Report]:
17/09 11:42:59 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:42:59 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:42:59 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.1}
17/09 11:42:59 - INFO - - Best CV Score: 0.9357983193277312
17/09 11:42:59 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:42:59 - INFO - - Best Paramaters: {'penalty': 'elasticnet'}
17/09 11:42:59 - INFO - - Best CV Score: 0.9126050420168067
17/09 11:42:59 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8958137030555928 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:42:59 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8958137030555928 / Recall: 0.8947368421052632 / Latency: 2.0s
17/09 11:42:59 - INFO - Total executed 0.0073 minutes
17/09 11:42:59 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:42:59 - INFO - Current Running Preprocessed Dataset No. 82:
17/09 11:42:59 - INFO - [Features Before autoFS]:
17/09 11:42:59 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'Label_Position_1', 'Frequency_Position_2', 'Frequency_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:42:59 - INFO - [Results Report]:
17/09 11:42:59 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:00 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:00 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:43:00 - INFO - - Best CV Score: 0.9415126050420168
17/09 11:43:00 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:00 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:43:00 - INFO - - Best CV Score: 0.8478991596638655
17/09 11:43:00 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8947368421052632 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:43:00 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7719298245614035 / Precision: 0.8270676691729323 / Recall: 0.7719298245614035 / Latency: 1.0s
17/09 11:43:00 - INFO - Total executed 0.0142 minutes
17/09 11:43:00 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:00 - INFO - Current Running Preprocessed Dataset No. 83:
17/09 11:43:00 - INFO - [Features Before autoFS]:
17/09 11:43:00 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'Label_Position_1', 'Frequency_Position_2', 'Frequency_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:00 - INFO - [Results Report]:
17/09 11:43:00 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:01 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:01 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.1}
17/09 11:43:01 - INFO - - Best CV Score: 0.9357983193277312
17/09 11:43:01 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:01 - INFO - - Best Paramaters: {'penalty': 'l2'}
17/09 11:43:01 - INFO - - Best CV Score: 0.9183193277310926
17/09 11:43:01 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8958137030555928 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:43:01 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8421052631578947 / Precision: 0.8432153584954944 / Recall: 0.8421052631578947 / Latency: 2.0s
17/09 11:43:01 - INFO - Total executed 0.0073 minutes
17/09 11:43:01 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:01 - INFO - Current Running Preprocessed Dataset No. 84:
17/09 11:43:01 - INFO - [Features Before autoFS]:
17/09 11:43:01 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'Label_Position_1', 'Frequency_Position_2', 'Mean_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:01 - INFO - [Results Report]:
17/09 11:43:01 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:01 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:01 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:43:01 - INFO - - Best CV Score: 0.9415126050420168
17/09 11:43:01 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:01 - INFO - - Best Paramaters: {'penalty': 'elasticnet'}
17/09 11:43:01 - INFO - - Best CV Score: 0.8124369747899159
17/09 11:43:01 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8947368421052632 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:43:01 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8070175438596491 / Precision: 0.8128259838786155 / Recall: 0.8070175438596491 / Latency: 1.0s
17/09 11:43:01 - INFO - Total executed 0.014 minutes
17/09 11:43:02 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:02 - INFO - Current Running Preprocessed Dataset No. 85:
17/09 11:43:02 - INFO - [Features Before autoFS]:
17/09 11:43:02 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'Label_Position_1', 'Frequency_Position_2', 'Mean_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:02 - INFO - [Results Report]:
17/09 11:43:02 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:02 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:02 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.1}
17/09 11:43:02 - INFO - - Best CV Score: 0.9357983193277312
17/09 11:43:02 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:02 - INFO - - Best Paramaters: {'penalty': 'elasticnet'}
17/09 11:43:02 - INFO - - Best CV Score: 0.9178151260504201
17/09 11:43:02 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8958137030555928 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:43:02 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8070175438596491 / Precision: 0.8082364720734839 / Recall: 0.8070175438596491 / Latency: 1.0s
17/09 11:43:02 - INFO - Total executed 0.0074 minutes
17/09 11:43:02 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:02 - INFO - Current Running Preprocessed Dataset No. 86:
17/09 11:43:02 - INFO - [Features Before autoFS]:
17/09 11:43:02 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'Label_Position_1', 'Frequency_Position_2', 'Mean_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:02 - INFO - [Results Report]:
17/09 11:43:02 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:03 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:03 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:43:03 - INFO - - Best CV Score: 0.9415126050420168
17/09 11:43:03 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:03 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:43:03 - INFO - - Best CV Score: 0.7954621848739494
17/09 11:43:03 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8947368421052632 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:43:03 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7719298245614035 / Precision: 0.7852501624431449 / Recall: 0.7719298245614035 / Latency: 1.0s
17/09 11:43:03 - INFO - Total executed 0.0142 minutes
17/09 11:43:03 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:03 - INFO - Current Running Preprocessed Dataset No. 87:
17/09 11:43:03 - INFO - [Features Before autoFS]:
17/09 11:43:03 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'Label_Position_1', 'Frequency_Position_2', 'Mean_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:03 - INFO - [Results Report]:
17/09 11:43:03 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:03 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:03 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.1}
17/09 11:43:03 - INFO - - Best CV Score: 0.9357983193277312
17/09 11:43:03 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:03 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:43:03 - INFO - - Best CV Score: 0.9181512605042018
17/09 11:43:03 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8958137030555928 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:43:03 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8245614035087719 / Precision: 0.8276803118908382 / Recall: 0.8245614035087719 / Latency: 2.0s
17/09 11:43:03 - INFO - Total executed 0.0073 minutes
17/09 11:43:03 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:03 - INFO - Current Running Preprocessed Dataset No. 88:
17/09 11:43:03 - INFO - [Features Before autoFS]:
17/09 11:43:03 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'Label_Position_1', 'Mean_Position_2', 'Frequency_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:03 - INFO - [Results Report]:
17/09 11:43:03 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:04 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:04 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:43:04 - INFO - - Best CV Score: 0.9415126050420168
17/09 11:43:04 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:04 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:43:04 - INFO - - Best CV Score: 0.8011764705882353
17/09 11:43:04 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8947368421052632 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:43:04 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7543859649122807 / Precision: 0.798587377534746 / Recall: 0.7543859649122807 / Latency: 1.0s
17/09 11:43:04 - INFO - Total executed 0.0138 minutes
17/09 11:43:04 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:04 - INFO - Current Running Preprocessed Dataset No. 89:
17/09 11:43:04 - INFO - [Features Before autoFS]:
17/09 11:43:04 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'Label_Position_1', 'Mean_Position_2', 'Frequency_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:04 - INFO - [Results Report]:
17/09 11:43:04 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:05 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:05 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.1}
17/09 11:43:05 - INFO - - Best CV Score: 0.9357983193277312
17/09 11:43:05 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:05 - INFO - - Best Paramaters: {'penalty': 'l2'}
17/09 11:43:05 - INFO - - Best CV Score: 0.9297478991596639
17/09 11:43:05 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8958137030555928 / Recall: 0.8947368421052632 / Latency: 2.0s
17/09 11:43:05 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8421052631578947 / Precision: 0.8479388125486128 / Recall: 0.8421052631578947 / Latency: 2.0s
17/09 11:43:05 - INFO - Total executed 0.0073 minutes
17/09 11:43:05 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:05 - INFO - Current Running Preprocessed Dataset No. 90:
17/09 11:43:05 - INFO - [Features Before autoFS]:
17/09 11:43:05 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'Label_Position_1', 'Mean_Position_2', 'Frequency_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:05 - INFO - [Results Report]:
17/09 11:43:05 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:06 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:06 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:43:06 - INFO - - Best CV Score: 0.9415126050420168
17/09 11:43:06 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:06 - INFO - - Best Paramaters: {'penalty': 'l2'}
17/09 11:43:06 - INFO - - Best CV Score: 0.7719327731092437
17/09 11:43:06 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8947368421052632 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:43:06 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7894736842105263 / Precision: 0.7890698613541526 / Recall: 0.7894736842105263 / Latency: 1.0s
17/09 11:43:06 - INFO - Total executed 0.0139 minutes
17/09 11:43:06 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:06 - INFO - Current Running Preprocessed Dataset No. 91:
17/09 11:43:06 - INFO - [Features Before autoFS]:
17/09 11:43:06 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'Label_Position_1', 'Mean_Position_2', 'Frequency_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:06 - INFO - [Results Report]:
17/09 11:43:06 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:06 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:06 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.1}
17/09 11:43:06 - INFO - - Best CV Score: 0.9357983193277312
17/09 11:43:06 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:06 - INFO - - Best Paramaters: {'penalty': 'l2'}
17/09 11:43:06 - INFO - - Best CV Score: 0.9124369747899159
17/09 11:43:06 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8958137030555928 / Recall: 0.8947368421052632 / Latency: 2.0s
17/09 11:43:06 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8421052631578947 / Precision: 0.8418394471026049 / Recall: 0.8421052631578947 / Latency: 2.0s
17/09 11:43:06 - INFO - Total executed 0.0072 minutes
17/09 11:43:06 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:06 - INFO - Current Running Preprocessed Dataset No. 92:
17/09 11:43:06 - INFO - [Features Before autoFS]:
17/09 11:43:06 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'Label_Position_1', 'Mean_Position_2', 'Mean_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:06 - INFO - [Results Report]:
17/09 11:43:06 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:07 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:07 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:43:07 - INFO - - Best CV Score: 0.9415126050420168
17/09 11:43:07 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:07 - INFO - - Best Paramaters: {'penalty': 'l2'}
17/09 11:43:07 - INFO - - Best CV Score: 0.8011764705882353
17/09 11:43:07 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8947368421052632 / Recall: 0.8947368421052632 / Latency: 2.0s
17/09 11:43:07 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8070175438596491 / Precision: 0.806552365762892 / Recall: 0.8070175438596491 / Latency: 2.0s
17/09 11:43:07 - INFO - Total executed 0.0139 minutes
17/09 11:43:07 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:07 - INFO - Current Running Preprocessed Dataset No. 93:
17/09 11:43:07 - INFO - [Features Before autoFS]:
17/09 11:43:07 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'Label_Position_1', 'Mean_Position_2', 'Mean_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:07 - INFO - [Results Report]:
17/09 11:43:07 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:07 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:07 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.1}
17/09 11:43:07 - INFO - - Best CV Score: 0.9357983193277312
17/09 11:43:07 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:07 - INFO - - Best Paramaters: {'penalty': 'elasticnet'}
17/09 11:43:07 - INFO - - Best CV Score: 0.924201680672269
17/09 11:43:08 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8958137030555928 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:43:08 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.8870317686107159 / Recall: 0.8771929824561403 / Latency: 2.0s
17/09 11:43:08 - INFO - Total executed 0.0073 minutes
17/09 11:43:08 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:08 - INFO - Current Running Preprocessed Dataset No. 94:
17/09 11:43:08 - INFO - [Features Before autoFS]:
17/09 11:43:08 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'Label_Position_1', 'Mean_Position_2', 'Mean_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:08 - INFO - [Results Report]:
17/09 11:43:08 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:08 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:08 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:43:08 - INFO - - Best CV Score: 0.9415126050420168
17/09 11:43:08 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:08 - INFO - - Best Paramaters: {'penalty': 'l2'}
17/09 11:43:08 - INFO - - Best CV Score: 0.7892436974789916
17/09 11:43:08 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8947368421052632 / Recall: 0.8947368421052632 / Latency: 2.0s
17/09 11:43:08 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.543859649122807 / Precision: 0.7764017887856897 / Recall: 0.543859649122807 / Latency: 2.0s
17/09 11:43:08 - INFO - Total executed 0.0139 minutes
17/09 11:43:08 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:08 - INFO - Current Running Preprocessed Dataset No. 95:
17/09 11:43:08 - INFO - [Features Before autoFS]:
17/09 11:43:08 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Frequency_Age', 'Label_Position_1', 'Mean_Position_2', 'Mean_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:08 - INFO - [Results Report]:
17/09 11:43:08 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:09 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:09 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.1}
17/09 11:43:09 - INFO - - Best CV Score: 0.9357983193277312
17/09 11:43:09 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:09 - INFO - - Best Paramaters: {'penalty': 'l2'}
17/09 11:43:09 - INFO - - Best CV Score: 0.9299159663865547
17/09 11:43:09 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8958137030555928 / Recall: 0.8947368421052632 / Latency: 2.0s
17/09 11:43:09 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.8799270904534061 / Recall: 0.8771929824561403 / Latency: 2.0s
17/09 11:43:09 - INFO - Total executed 0.0073 minutes
17/09 11:43:09 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:09 - INFO - Current Running Preprocessed Dataset No. 96:
17/09 11:43:09 - INFO - [Features Before autoFS]:
17/09 11:43:09 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Frequency_Position_2', 'Frequency_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:09 - INFO - [Results Report]:
17/09 11:43:09 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:10 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:10 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:43:10 - INFO - - Best CV Score: 0.9415126050420168
17/09 11:43:10 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:10 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:43:10 - INFO - - Best CV Score: 0.8300840336134453
17/09 11:43:10 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8947368421052632 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:43:10 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7368421052631579 / Precision: 0.7887914230019493 / Recall: 0.7368421052631579 / Latency: 2.0s
17/09 11:43:10 - INFO - Total executed 0.014 minutes
17/09 11:43:10 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:10 - INFO - Current Running Preprocessed Dataset No. 97:
17/09 11:43:10 - INFO - [Features Before autoFS]:
17/09 11:43:10 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Frequency_Position_2', 'Frequency_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:10 - INFO - [Results Report]:
17/09 11:43:10 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:10 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:10 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.1}
17/09 11:43:10 - INFO - - Best CV Score: 0.9357983193277312
17/09 11:43:10 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:10 - INFO - - Best Paramaters: {'penalty': 'l2'}
17/09 11:43:10 - INFO - - Best CV Score: 0.9299159663865547
17/09 11:43:10 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8958137030555928 / Recall: 0.8947368421052632 / Latency: 2.0s
17/09 11:43:10 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.8799270904534061 / Recall: 0.8771929824561403 / Latency: 1.0s
17/09 11:43:10 - INFO - Total executed 0.0071 minutes
17/09 11:43:10 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:10 - INFO - Current Running Preprocessed Dataset No. 98:
17/09 11:43:10 - INFO - [Features Before autoFS]:
17/09 11:43:10 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Frequency_Position_2', 'Frequency_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:10 - INFO - [Results Report]:
17/09 11:43:10 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:11 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:11 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:43:11 - INFO - - Best CV Score: 0.9415126050420168
17/09 11:43:11 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:11 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:43:11 - INFO - - Best CV Score: 0.8127731092436974
17/09 11:43:11 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8947368421052632 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:43:11 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8245614035087719 / Precision: 0.8356417359187442 / Recall: 0.8245614035087719 / Latency: 1.0s
17/09 11:43:11 - INFO - Total executed 0.0139 minutes
17/09 11:43:11 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:11 - INFO - Current Running Preprocessed Dataset No. 99:
17/09 11:43:11 - INFO - [Features Before autoFS]:
17/09 11:43:11 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Frequency_Position_2', 'Frequency_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:11 - INFO - [Results Report]:
17/09 11:43:11 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:12 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:12 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.1}
17/09 11:43:12 - INFO - - Best CV Score: 0.9357983193277312
17/09 11:43:12 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:12 - INFO - - Best Paramaters: {'penalty': 'elasticnet'}
17/09 11:43:12 - INFO - - Best CV Score: 0.9300840336134453
17/09 11:43:12 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8958137030555928 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:43:12 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8602324224884462 / Recall: 0.8596491228070176 / Latency: 2.0s
17/09 11:43:12 - INFO - Total executed 0.0073 minutes
17/09 11:43:12 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:12 - INFO - Current Running Preprocessed Dataset No. 100:
17/09 11:43:12 - INFO - [Features Before autoFS]:
17/09 11:43:12 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Frequency_Position_2', 'Mean_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:12 - INFO - [Results Report]:
17/09 11:43:12 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:13 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:13 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:43:13 - INFO - - Best CV Score: 0.9415126050420168
17/09 11:43:13 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:13 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:43:13 - INFO - - Best CV Score: 0.777310924369748
17/09 11:43:13 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8947368421052632 / Recall: 0.8947368421052632 / Latency: 2.0s
17/09 11:43:13 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.6140350877192983 / Precision: 0.7946995147443076 / Recall: 0.6140350877192983 / Latency: 2.0s
17/09 11:43:13 - INFO - Total executed 0.0141 minutes
17/09 11:43:13 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:13 - INFO - Current Running Preprocessed Dataset No. 101:
17/09 11:43:13 - INFO - [Features Before autoFS]:
17/09 11:43:13 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Frequency_Position_2', 'Mean_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:13 - INFO - [Results Report]:
17/09 11:43:13 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:13 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:13 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.1}
17/09 11:43:13 - INFO - - Best CV Score: 0.9357983193277312
17/09 11:43:13 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:13 - INFO - - Best Paramaters: {'penalty': 'l2'}
17/09 11:43:13 - INFO - - Best CV Score: 0.9297478991596639
17/09 11:43:13 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8958137030555928 / Recall: 0.8947368421052632 / Latency: 2.0s
17/09 11:43:13 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8947368421052632 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:43:13 - INFO - Total executed 0.0072 minutes
17/09 11:43:13 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:13 - INFO - Current Running Preprocessed Dataset No. 102:
17/09 11:43:13 - INFO - [Features Before autoFS]:
17/09 11:43:13 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Frequency_Position_2', 'Mean_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:13 - INFO - [Results Report]:
17/09 11:43:13 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:14 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:14 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:43:14 - INFO - - Best CV Score: 0.9415126050420168
17/09 11:43:14 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:14 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:43:14 - INFO - - Best CV Score: 0.7663865546218487
17/09 11:43:14 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8947368421052632 / Recall: 0.8947368421052632 / Latency: 2.0s
17/09 11:43:14 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7368421052631579 / Precision: 0.8355263157894737 / Recall: 0.7368421052631579 / Latency: 1.0s
17/09 11:43:14 - INFO - Total executed 0.0141 minutes
17/09 11:43:14 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:14 - INFO - Current Running Preprocessed Dataset No. 103:
17/09 11:43:14 - INFO - [Features Before autoFS]:
17/09 11:43:14 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Frequency_Position_2', 'Mean_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:14 - INFO - [Results Report]:
17/09 11:43:14 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:14 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:14 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.1}
17/09 11:43:14 - INFO - - Best CV Score: 0.9357983193277312
17/09 11:43:14 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:14 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:43:14 - INFO - - Best CV Score: 0.9181512605042018
17/09 11:43:14 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8958137030555928 / Recall: 0.8947368421052632 / Latency: 3.0s
17/09 11:43:14 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8245614035087719 / Precision: 0.8245614035087719 / Recall: 0.8245614035087719 / Latency: 2.0s
17/09 11:43:14 - INFO - Total executed 0.0074 minutes
17/09 11:43:14 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:14 - INFO - Current Running Preprocessed Dataset No. 104:
17/09 11:43:14 - INFO - [Features Before autoFS]:
17/09 11:43:14 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Mean_Position_2', 'Frequency_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:14 - INFO - [Results Report]:
17/09 11:43:14 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:15 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:15 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:43:15 - INFO - - Best CV Score: 0.9415126050420168
17/09 11:43:15 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:15 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:43:15 - INFO - - Best CV Score: 0.7831932773109244
17/09 11:43:15 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8947368421052632 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:43:15 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7719298245614035 / Precision: 0.7852501624431449 / Recall: 0.7719298245614035 / Latency: 1.0s
17/09 11:43:15 - INFO - Total executed 0.0141 minutes
17/09 11:43:15 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:15 - INFO - Current Running Preprocessed Dataset No. 105:
17/09 11:43:15 - INFO - [Features Before autoFS]:
17/09 11:43:15 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Mean_Position_2', 'Frequency_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:15 - INFO - [Results Report]:
17/09 11:43:15 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:16 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:16 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.1}
17/09 11:43:16 - INFO - - Best CV Score: 0.9357983193277312
17/09 11:43:16 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:16 - INFO - - Best Paramaters: {'penalty': 'l2'}
17/09 11:43:16 - INFO - - Best CV Score: 0.924033613445378
17/09 11:43:16 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8958137030555928 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:43:16 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8245614035087719 / Precision: 0.8276803118908382 / Recall: 0.8245614035087719 / Latency: 2.0s
17/09 11:43:16 - INFO - Total executed 0.0073 minutes
17/09 11:43:16 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:16 - INFO - Current Running Preprocessed Dataset No. 106:
17/09 11:43:16 - INFO - [Features Before autoFS]:
17/09 11:43:16 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Mean_Position_2', 'Frequency_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:16 - INFO - [Results Report]:
17/09 11:43:16 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:17 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:17 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:43:17 - INFO - - Best CV Score: 0.9415126050420168
17/09 11:43:17 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:17 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:43:17 - INFO - - Best CV Score: 0.8008403361344538
17/09 11:43:17 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8947368421052632 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:43:17 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7192982456140351 / Precision: 0.8288403936670945 / Recall: 0.7192982456140351 / Latency: 1.0s
17/09 11:43:17 - INFO - Total executed 0.0142 minutes
17/09 11:43:17 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:17 - INFO - Current Running Preprocessed Dataset No. 107:
17/09 11:43:17 - INFO - [Features Before autoFS]:
17/09 11:43:17 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Mean_Position_2', 'Frequency_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:17 - INFO - [Results Report]:
17/09 11:43:17 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:17 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:17 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.1}
17/09 11:43:17 - INFO - - Best CV Score: 0.9357983193277312
17/09 11:43:17 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:17 - INFO - - Best Paramaters: {'penalty': 'elasticnet'}
17/09 11:43:17 - INFO - - Best CV Score: 0.929579831932773
17/09 11:43:17 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8958137030555928 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:43:17 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.9122807017543859 / Precision: 0.913173131339515 / Recall: 0.9122807017543859 / Latency: 2.0s
17/09 11:43:17 - INFO - Total executed 0.0071 minutes
17/09 11:43:17 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:17 - INFO - Current Running Preprocessed Dataset No. 108:
17/09 11:43:17 - INFO - [Features Before autoFS]:
17/09 11:43:17 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Mean_Position_2', 'Mean_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:17 - INFO - [Results Report]:
17/09 11:43:17 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:18 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:18 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:43:18 - INFO - - Best CV Score: 0.9415126050420168
17/09 11:43:18 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:18 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:43:18 - INFO - - Best CV Score: 0.7783193277310925
17/09 11:43:18 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8947368421052632 / Recall: 0.8947368421052632 / Latency: 2.0s
17/09 11:43:18 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7894736842105263 / Precision: 0.7890698613541526 / Recall: 0.7894736842105263 / Latency: 2.0s
17/09 11:43:18 - INFO - Total executed 0.0139 minutes
17/09 11:43:18 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:18 - INFO - Current Running Preprocessed Dataset No. 109:
17/09 11:43:18 - INFO - [Features Before autoFS]:
17/09 11:43:18 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Mean_Position_2', 'Mean_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:18 - INFO - [Results Report]:
17/09 11:43:18 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:19 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:19 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.1}
17/09 11:43:19 - INFO - - Best CV Score: 0.9357983193277312
17/09 11:43:19 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:19 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:43:19 - INFO - - Best CV Score: 0.9124369747899161
17/09 11:43:19 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8958137030555928 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:43:19 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8421052631578947 / Precision: 0.8432153584954944 / Recall: 0.8421052631578947 / Latency: 3.0s
17/09 11:43:19 - INFO - Total executed 0.0074 minutes
17/09 11:43:19 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:19 - INFO - Current Running Preprocessed Dataset No. 110:
17/09 11:43:19 - INFO - [Features Before autoFS]:
17/09 11:43:19 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Mean_Position_2', 'Mean_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:19 - INFO - [Results Report]:
17/09 11:43:19 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:19 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:19 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:43:19 - INFO - - Best CV Score: 0.9415126050420168
17/09 11:43:19 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:19 - INFO - - Best Paramaters: {'penalty': 'l2'}
17/09 11:43:19 - INFO - - Best CV Score: 0.8124369747899159
17/09 11:43:19 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8947368421052632 / Recall: 0.8947368421052632 / Latency: 2.0s
17/09 11:43:19 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7894736842105263 / Precision: 0.7917014759120022 / Recall: 0.7894736842105263 / Latency: 1.0s
17/09 11:43:19 - INFO - Total executed 0.0139 minutes
17/09 11:43:19 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:19 - INFO - Current Running Preprocessed Dataset No. 111:
17/09 11:43:19 - INFO - [Features Before autoFS]:
17/09 11:43:19 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'onehot_Position_1_left', 'onehot_Position_1_right', 'Mean_Position_2', 'Mean_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:19 - INFO - [Results Report]:
17/09 11:43:19 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:20 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:20 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.1}
17/09 11:43:20 - INFO - - Best CV Score: 0.9357983193277312
17/09 11:43:20 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:20 - INFO - - Best Paramaters: {'penalty': 'l2'}
17/09 11:43:20 - INFO - - Best CV Score: 0.9179831932773108
17/09 11:43:20 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8958137030555928 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:43:20 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.9011417432470065 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:43:20 - INFO - Total executed 0.0072 minutes
17/09 11:43:20 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:20 - INFO - Current Running Preprocessed Dataset No. 112:
17/09 11:43:20 - INFO - [Features Before autoFS]:
17/09 11:43:20 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'Label_Position_1', 'Frequency_Position_2', 'Frequency_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:20 - INFO - [Results Report]:
17/09 11:43:20 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:21 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:21 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:43:21 - INFO - - Best CV Score: 0.9415126050420168
17/09 11:43:21 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:21 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:43:21 - INFO - - Best CV Score: 0.7601680672268908
17/09 11:43:21 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8947368421052632 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:43:21 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.6140350877192983 / Precision: 0.7946995147443076 / Recall: 0.6140350877192983 / Latency: 1.0s
17/09 11:43:21 - INFO - Total executed 0.0139 minutes
17/09 11:43:21 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:21 - INFO - Current Running Preprocessed Dataset No. 113:
17/09 11:43:21 - INFO - [Features Before autoFS]:
17/09 11:43:21 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'Label_Position_1', 'Frequency_Position_2', 'Frequency_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:21 - INFO - [Results Report]:
17/09 11:43:21 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:21 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:21 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.1}
17/09 11:43:21 - INFO - - Best CV Score: 0.9357983193277312
17/09 11:43:21 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:21 - INFO - - Best Paramaters: {'penalty': 'elasticnet'}
17/09 11:43:21 - INFO - - Best CV Score: 0.9415126050420168
17/09 11:43:21 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8958137030555928 / Recall: 0.8947368421052632 / Latency: 2.0s
17/09 11:43:21 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.9122807017543859 / Precision: 0.9124136097820307 / Recall: 0.9122807017543859 / Latency: 1.0s
17/09 11:43:21 - INFO - Total executed 0.0072 minutes
17/09 11:43:21 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:21 - INFO - Current Running Preprocessed Dataset No. 114:
17/09 11:43:21 - INFO - [Features Before autoFS]:
17/09 11:43:21 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'Label_Position_1', 'Frequency_Position_2', 'Frequency_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:21 - INFO - [Results Report]:
17/09 11:43:21 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:22 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:22 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:43:22 - INFO - - Best CV Score: 0.9415126050420168
17/09 11:43:22 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:22 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:43:22 - INFO - - Best CV Score: 0.8070588235294117
17/09 11:43:22 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8947368421052632 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:43:22 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8245614035087719 / Precision: 0.8356417359187442 / Recall: 0.8245614035087719 / Latency: 1.0s
17/09 11:43:22 - INFO - Total executed 0.0141 minutes
17/09 11:43:22 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:22 - INFO - Current Running Preprocessed Dataset No. 115:
17/09 11:43:22 - INFO - [Features Before autoFS]:
17/09 11:43:22 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'Label_Position_1', 'Frequency_Position_2', 'Frequency_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:22 - INFO - [Results Report]:
17/09 11:43:22 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:23 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:23 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.1}
17/09 11:43:23 - INFO - - Best CV Score: 0.9357983193277312
17/09 11:43:23 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:23 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:43:23 - INFO - - Best CV Score: 0.9119327731092437
17/09 11:43:23 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8958137030555928 / Recall: 0.8947368421052632 / Latency: 2.0s
17/09 11:43:23 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8771929824561403 / Precision: 0.8870317686107159 / Recall: 0.8771929824561403 / Latency: 2.0s
17/09 11:43:23 - INFO - Total executed 0.0074 minutes
17/09 11:43:23 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:23 - INFO - Current Running Preprocessed Dataset No. 116:
17/09 11:43:23 - INFO - [Features Before autoFS]:
17/09 11:43:23 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'Label_Position_1', 'Frequency_Position_2', 'Mean_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:23 - INFO - [Results Report]:
17/09 11:43:23 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:24 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:24 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:43:24 - INFO - - Best CV Score: 0.9415126050420168
17/09 11:43:24 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:24 - INFO - - Best Paramaters: {'penalty': 'elasticnet'}
17/09 11:43:24 - INFO - - Best CV Score: 0.8072268907563025
17/09 11:43:24 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8947368421052632 / Recall: 0.8947368421052632 / Latency: 2.0s
17/09 11:43:24 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7719298245614035 / Precision: 0.7852501624431449 / Recall: 0.7719298245614035 / Latency: 2.0s
17/09 11:43:24 - INFO - Total executed 0.0139 minutes
17/09 11:43:24 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:24 - INFO - Current Running Preprocessed Dataset No. 117:
17/09 11:43:24 - INFO - [Features Before autoFS]:
17/09 11:43:24 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'Label_Position_1', 'Frequency_Position_2', 'Mean_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:24 - INFO - [Results Report]:
17/09 11:43:24 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:24 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:24 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.1}
17/09 11:43:24 - INFO - - Best CV Score: 0.9357983193277312
17/09 11:43:24 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:24 - INFO - - Best Paramaters: {'penalty': 'elasticnet'}
17/09 11:43:24 - INFO - - Best CV Score: 0.9181512605042016
17/09 11:43:24 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8958137030555928 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:43:24 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8245614035087719 / Precision: 0.8245614035087719 / Recall: 0.8245614035087719 / Latency: 2.0s
17/09 11:43:24 - INFO - Total executed 0.0072 minutes
17/09 11:43:24 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:24 - INFO - Current Running Preprocessed Dataset No. 118:
17/09 11:43:24 - INFO - [Features Before autoFS]:
17/09 11:43:24 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'Label_Position_1', 'Frequency_Position_2', 'Mean_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:24 - INFO - [Results Report]:
17/09 11:43:24 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:25 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:25 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:43:25 - INFO - - Best CV Score: 0.9415126050420168
17/09 11:43:25 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:25 - INFO - - Best Paramaters: {'penalty': 'elasticnet'}
17/09 11:43:25 - INFO - - Best CV Score: 0.7489075630252101
17/09 11:43:25 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8947368421052632 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:43:25 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8070175438596491 / Precision: 0.806552365762892 / Recall: 0.8070175438596491 / Latency: 2.0s
17/09 11:43:25 - INFO - Total executed 0.0141 minutes
17/09 11:43:25 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:25 - INFO - Current Running Preprocessed Dataset No. 119:
17/09 11:43:25 - INFO - [Features Before autoFS]:
17/09 11:43:25 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'Label_Position_1', 'Frequency_Position_2', 'Mean_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:25 - INFO - [Results Report]:
17/09 11:43:25 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:25 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:25 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.1}
17/09 11:43:25 - INFO - - Best CV Score: 0.9357983193277312
17/09 11:43:25 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:25 - INFO - - Best Paramaters: {'penalty': 'l2'}
17/09 11:43:25 - INFO - - Best CV Score: 0.9356302521008402
17/09 11:43:25 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8958137030555928 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:43:25 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.9298245614035088 / Precision: 0.9298245614035088 / Recall: 0.9298245614035088 / Latency: 1.0s
17/09 11:43:25 - INFO - Total executed 0.0072 minutes
17/09 11:43:25 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:25 - INFO - Current Running Preprocessed Dataset No. 120:
17/09 11:43:25 - INFO - [Features Before autoFS]:
17/09 11:43:25 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'Label_Position_1', 'Mean_Position_2', 'Frequency_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:25 - INFO - [Results Report]:
17/09 11:43:25 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:26 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:26 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:43:26 - INFO - - Best CV Score: 0.9415126050420168
17/09 11:43:26 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:26 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:43:26 - INFO - - Best CV Score: 0.7727731092436975
17/09 11:43:26 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8947368421052632 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:43:26 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8070175438596491 / Precision: 0.8217124006597691 / Recall: 0.8070175438596491 / Latency: 2.0s
17/09 11:43:26 - INFO - Total executed 0.0139 minutes
17/09 11:43:26 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:26 - INFO - Current Running Preprocessed Dataset No. 121:
17/09 11:43:26 - INFO - [Features Before autoFS]:
17/09 11:43:26 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'Label_Position_1', 'Mean_Position_2', 'Frequency_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:26 - INFO - [Results Report]:
17/09 11:43:26 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:27 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:27 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.1}
17/09 11:43:27 - INFO - - Best CV Score: 0.9357983193277312
17/09 11:43:27 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:27 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:43:27 - INFO - - Best CV Score: 0.9302521008403362
17/09 11:43:27 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8958137030555928 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:43:27 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8421052631578947 / Precision: 0.8432153584954944 / Recall: 0.8421052631578947 / Latency: 2.0s
17/09 11:43:27 - INFO - Total executed 0.0075 minutes
17/09 11:43:27 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:27 - INFO - Current Running Preprocessed Dataset No. 122:
17/09 11:43:27 - INFO - [Features Before autoFS]:
17/09 11:43:27 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'Label_Position_1', 'Mean_Position_2', 'Frequency_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:27 - INFO - [Results Report]:
17/09 11:43:27 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:28 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:28 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:43:28 - INFO - - Best CV Score: 0.9415126050420168
17/09 11:43:28 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:28 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:43:28 - INFO - - Best CV Score: 0.8127731092436974
17/09 11:43:28 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8947368421052632 / Recall: 0.8947368421052632 / Latency: 2.0s
17/09 11:43:28 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7894736842105263 / Precision: 0.7890698613541526 / Recall: 0.7894736842105263 / Latency: 1.0s
17/09 11:43:28 - INFO - Total executed 0.0142 minutes
17/09 11:43:28 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:28 - INFO - Current Running Preprocessed Dataset No. 123:
17/09 11:43:28 - INFO - [Features Before autoFS]:
17/09 11:43:28 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'Label_Position_1', 'Mean_Position_2', 'Frequency_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:28 - INFO - [Results Report]:
17/09 11:43:28 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:28 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:28 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.1}
17/09 11:43:28 - INFO - - Best CV Score: 0.9357983193277312
17/09 11:43:28 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:28 - INFO - - Best Paramaters: {'penalty': 'elasticnet'}
17/09 11:43:28 - INFO - - Best CV Score: 0.9181512605042016
17/09 11:43:28 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8958137030555928 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:43:28 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8596491228070176 / Precision: 0.8596491228070176 / Recall: 0.8596491228070176 / Latency: 2.0s
17/09 11:43:28 - INFO - Total executed 0.0072 minutes
17/09 11:43:28 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:28 - INFO - Current Running Preprocessed Dataset No. 124:
17/09 11:43:28 - INFO - [Features Before autoFS]:
17/09 11:43:28 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'Label_Position_1', 'Mean_Position_2', 'Mean_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:28 - INFO - [Results Report]:
17/09 11:43:28 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:29 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:29 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:43:29 - INFO - - Best CV Score: 0.9415126050420168
17/09 11:43:29 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:29 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:43:29 - INFO - - Best CV Score: 0.8302521008403361
17/09 11:43:29 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8947368421052632 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:43:29 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7719298245614035 / Precision: 0.8120009325639681 / Recall: 0.7719298245614035 / Latency: 1.0s
17/09 11:43:29 - INFO - Total executed 0.0139 minutes
17/09 11:43:29 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:29 - INFO - Current Running Preprocessed Dataset No. 125:
17/09 11:43:29 - INFO - [Features Before autoFS]:
17/09 11:43:29 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'Label_Position_1', 'Mean_Position_2', 'Mean_Size_1', 'Frequency_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:29 - INFO - [Results Report]:
17/09 11:43:29 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:30 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:30 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.1}
17/09 11:43:30 - INFO - - Best CV Score: 0.9357983193277312
17/09 11:43:30 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:30 - INFO - - Best Paramaters: {'penalty': 'elasticnet'}
17/09 11:43:30 - INFO - - Best CV Score: 0.9183193277310926
17/09 11:43:30 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8958137030555928 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:43:30 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8958137030555928 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:43:30 - INFO - Total executed 0.0072 minutes
17/09 11:43:30 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:30 - INFO - Current Running Preprocessed Dataset No. 126:
17/09 11:43:30 - INFO - [Features Before autoFS]:
17/09 11:43:30 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'Label_Position_1', 'Mean_Position_2', 'Mean_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:30 - INFO - [Results Report]:
17/09 11:43:30 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:30 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:30 - INFO - - Best Paramaters: {'random_state': 13, 'C': 1000}
17/09 11:43:30 - INFO - - Best CV Score: 0.9415126050420168
17/09 11:43:30 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:30 - INFO - - Best Paramaters: {'penalty': 'elasticnet'}
17/09 11:43:30 - INFO - - Best CV Score: 0.8183193277310924
17/09 11:43:30 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8947368421052632 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:43:30 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.7368421052631579 / Precision: 0.8208286674132139 / Recall: 0.7368421052631579 / Latency: 2.0s
17/09 11:43:30 - INFO - Total executed 0.014 minutes
17/09 11:43:31 - INFO - ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
17/09 11:43:31 - INFO - Current Running Preprocessed Dataset No. 127:
17/09 11:43:31 - INFO - [Features Before autoFS]:
17/09 11:43:31 - INFO - ['Size_3', 'area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'fractal_dimension_mean', 'perimeter_mean', 'radius_mean', 'smoothness_mean', 'symmetry_mean', 'texture_mean', 'Mean_Age', 'Label_Position_1', 'Mean_Position_2', 'Mean_Size_1', 'Mean_Size_2', 'Label_Treatment', 'onehot_Type_1_ge40', 'onehot_Type_1_lt40', 'onehot_Type_1_premeno', 'onehot_Type_2_NaN', 'onehot_Type_2_no', 'onehot_Type_2_yes', 'Label_Type_3']
17/09 11:43:31 - INFO - [Results Report]:
17/09 11:43:31 - INFO - >>> autoFS summary - This dataset has the top 8 important features: ['area_mean', 'compactness_mean', 'concave points_mean', 'concavity_mean', 'perimeter_mean', 'radius_mean', 'symmetry_mean', 'texture_mean'].
17/09 11:43:31 - INFO - >>> autoCV summary - lgr model CrossValidation with 5 folds:
17/09 11:43:31 - INFO - - Best Paramaters: {'random_state': 13, 'C': 0.1}
17/09 11:43:31 - INFO - - Best CV Score: 0.9357983193277312
17/09 11:43:31 - INFO - >>> autoCV summary - sgd model CrossValidation with 5 folds:
17/09 11:43:31 - INFO - - Best Paramaters: {'penalty': 'l1'}
17/09 11:43:31 - INFO - - Best CV Score: 0.9242016806722688
17/09 11:43:31 - INFO - >>> lgr Modle Validation Results -- Accuracy: 0.8947368421052632 / Precision: 0.8958137030555928 / Recall: 0.8947368421052632 / Latency: 1.0s
17/09 11:43:31 - INFO - >>> sgd Modle Validation Results -- Accuracy: 0.8421052631578947 / Precision: 0.8418394471026049 / Recall: 0.8421052631578947 / Latency: 2.0s
17/09 11:43:31 - INFO - Total executed 0.0072 minutes
17/09 11:43:31 - INFO - ######################################################################################################################################################################################################
17/09 11:43:31 - INFO - The top 5 Models with Best Performance Metrics:
17/09 11:43:31 - INFO - Dataset Model_Name Best_Parameters Accuracy Precision Recall Latency
239 Dataset_119 sgd [('penalty', 'l2')] 0.929825 0.929825 0.929825 1.0
71 Dataset_35 sgd [('penalty', 'elasticnet')] 0.912281 0.913173 0.912281 1.0
215 Dataset_107 sgd [('penalty', 'elasticnet')] 0.912281 0.913173 0.912281 2.0
227 Dataset_113 sgd [('penalty', 'elasticnet')] 0.912281 0.912414 0.912281 1.0
131 Dataset_65 sgd [('penalty', 'l1')] 0.912281 0.912414 0.912281 2.0