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