| Miscellaneous |
| Version lineage of this tool (guids ordered most recent to oldest) |
| toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_model_validation/sklearn_model_validation/1.0 |
| toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_model_validation/sklearn_model_validation/0.9 (this tool) |
| sklearn_model_validation |
| Requirements (dependencies defined in the <requirements> tag set) |
| name | version | type |
| python | 3.6 | package |
| scikit-learn | 0.19.1 | package |
| pandas | 0.22.0 | package |
| xgboost | 0.72.1 | package |
| asteval | 0.9.12 | package |
| Functional tests |
| name | inputs | outputs | required files |
| Test-1 |
model_validation_functions|selected_function: cross_validate model_validation_functions|estimator_selector|selected_module: linear_model input_options|infile1: regression_train.tabular model_validation_functions|estimator_selector|selected_estimator: LassoCV input_options|column_selector_options_1|col1: ['1', '2', '3', '4', '5'] input_options|column_selector_options_2|col2: 6 input_options|infile2: regression_train.tabular |
attributes: name |
regression_train.tabular name |
| Test-2 |
model_validation_functions|selected_function: cross_val_predict model_validation_functions|estimator_selector|selected_module: linear_model input_options|infile1: regression_train.tabular model_validation_functions|estimator_selector|selected_estimator: LassoCV input_options|column_selector_options_1|col1: ['1', '2', '3', '4', '5'] input_options|column_selector_options_2|col2: 6 input_options|infile2: regression_train.tabular |
attributes: name |
regression_train.tabular name |
| Test-3 |
model_validation_functions|selected_function: cross_val_score model_validation_functions|estimator_selector|selected_module: linear_model input_options|infile1: regression_train.tabular model_validation_functions|estimator_selector|selected_estimator: LassoCV input_options|column_selector_options_1|col1: ['1', '2', '3', '4', '5'] input_options|column_selector_options_2|col2: 6 input_options|infile2: regression_train.tabular |
attributes: name |
regression_train.tabular name |
| Test-4 |
model_validation_functions|selected_function: learning_curve model_validation_functions|estimator_selector|selected_module: linear_model input_options|infile1: regression_X.tabular input_options|header2: True input_options|header1: True model_validation_functions|estimator_selector|selected_estimator: LassoCV input_options|column_selector_options_1|col1: ['1', '2', '3', '4', '5', '6', '7', '8', '9', '10', '11', '12', '13', '14', '15', '16', '17'] input_options|column_selector_options_2|col2: 1 input_options|infile2: regression_y.tabular |
attributes: name |
regression_X.tabular regression_y.tabular name |
| Test-5 |
model_validation_functions|selected_function: permutation_test_score model_validation_functions|estimator_selector|selected_module: linear_model input_options|infile1: regression_train.tabular model_validation_functions|estimator_selector|selected_estimator: LassoCV input_options|column_selector_options_1|col1: ['1', '2', '3', '4', '5'] input_options|column_selector_options_2|col2: 6 input_options|infile2: regression_train.tabular |
attributes: name |
regression_train.tabular name |
| Test-6 |
model_validation_functions|estimator_selector|text_params: kernel='linear' model_validation_functions|selected_function: validation_curve model_validation_functions|estimator_selector|selected_module: svm input_options|infile1: regression_X.tabular input_options|column_selector_options_1|selected_column_selector_option: all_columns input_options|header2: True input_options|header1: True model_validation_functions|estimator_selector|selected_estimator: SVC model_validation_functions|return_type: test_scores input_options|column_selector_options_2|col2: 1 input_options|infile2: regression_y.tabular |
attributes: name |
regression_X.tabular regression_y.tabular name |