| Miscellaneous |
| Version lineage of this tool (guids ordered most recent to oldest) |
| toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_ensemble/sklearn_ensemble/1.0.7.10 |
| toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_ensemble/sklearn_ensemble/1.0.0.4 (this tool) |
| toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_ensemble/sklearn_ensemble/1.0 |
| toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_ensemble/sklearn_ensemble/0.9 |
| sklearn_ensemble |
| Requirements (dependencies defined in the <requirements> tag set) |
| name | version | type |
| python | 3.6 | package |
| scikit-learn | 0.20.3 | package |
| pandas | 0.24.2 | package |
| xgboost | 0.80 | package |
| asteval | 0.9.13 | package |
| skrebate | 0.6 | package |
| imbalanced-learn | 0.4.2 | package |
| mlxtend | 0.16.0 | package |
| Functional tests |
| name | inputs | outputs | required files |
| Test-1 |
selected_tasks|selected_algorithms|selected_algorithm: RandomForestClassifier selected_tasks|selected_algorithms|options|random_state: 10 selected_tasks|selected_algorithms|input_options|column_selector_options_1|col1: ['1', '2', '3', '4'] selected_tasks|selected_algorithms|input_options|column_selector_options_2|col2: 5 selected_tasks|selected_task: train selected_tasks|selected_algorithms|input_options|infile2: train.tabular selected_tasks|selected_algorithms|input_options|infile1: train.tabular |
attributes: name |
train.tabular name |
| Test-2 |
selected_tasks|selected_task: load selected_tasks|infile_data: test.tabular selected_tasks|infile_model: rfc_model01 |
attributes: name |
rfc_model01 test.tabular name |
| Test-3 |
selected_tasks|selected_algorithms|selected_algorithm: RandomForestRegressor selected_tasks|selected_algorithms|options|random_state: 10 selected_tasks|selected_algorithms|input_options|column_selector_options_1|col1: ['1', '2', '3', '4', '5'] selected_tasks|selected_algorithms|input_options|column_selector_options_2|col2: 6 selected_tasks|selected_task: train selected_tasks|selected_algorithms|input_options|infile2: regression_train.tabular selected_tasks|selected_algorithms|input_options|infile1: regression_train.tabular |
attributes: name |
regression_train.tabular name |
| Test-4 |
selected_tasks|selected_task: load selected_tasks|infile_data: regression_test.tabular selected_tasks|infile_model: rfr_model01 |
attributes: name |
rfr_model01 regression_test.tabular name |
| Test-5 |
selected_tasks|selected_algorithms|selected_algorithm: GradientBoostingRegressor selected_tasks|selected_algorithms|options|random_state: 42 selected_tasks|selected_algorithms|options|select_max_features|num_max_features: 0.5 selected_tasks|selected_algorithms|input_options|column_selector_options_2|col2: 1 selected_tasks|selected_algorithms|input_options|header2: True selected_tasks|selected_algorithms|input_options|column_selector_options_1|selected_column_selector_option: all_columns selected_tasks|selected_algorithms|input_options|header1: True selected_tasks|selected_task: train selected_tasks|selected_algorithms|input_options|infile2: regression_y.tabular selected_tasks|selected_algorithms|input_options|infile1: regression_X.tabular selected_tasks|selected_algorithms|options|select_max_features|max_features: number_input |
attributes: name |
regression_X.tabular regression_y.tabular name |
| Test-6 |
selected_tasks|selected_task: load selected_tasks|header: True selected_tasks|infile_data: regression_test_X.tabular selected_tasks|infile_model: gbr_model01 |
attributes: name |
gbr_model01 regression_test_X.tabular name |
| Test-7 |
selected_tasks|selected_algorithms|selected_algorithm: GradientBoostingClassifier selected_tasks|selected_algorithms|input_options|column_selector_options_1|col1: ['1', '2', '3', '4'] selected_tasks|selected_algorithms|input_options|column_selector_options_2|col2: 5 selected_tasks|selected_task: train selected_tasks|selected_algorithms|input_options|infile2: train.tabular selected_tasks|selected_algorithms|input_options|infile1: train.tabular |
attributes: name |
train.tabular name |
| Test-8 |
selected_tasks|selected_task: load selected_tasks|infile_data: test.tabular selected_tasks|infile_model: gbc_model01 |
attributes: name |
gbc_model01 test.tabular name |
| Test-9 |
selected_tasks|selected_algorithms|selected_algorithm: AdaBoostClassifier selected_tasks|selected_algorithms|options|random_state: 10 selected_tasks|selected_algorithms|input_options|column_selector_options_1|col1: ['1', '2', '3', '4'] selected_tasks|selected_algorithms|input_options|column_selector_options_2|col2: 5 selected_tasks|selected_task: train selected_tasks|selected_algorithms|input_options|infile2: train.tabular selected_tasks|selected_algorithms|input_options|infile1: train.tabular |
attributes: name |
train.tabular name |
| Test-10 |
selected_tasks|selected_task: load selected_tasks|infile_data: test.tabular selected_tasks|infile_model: abc_model01 |
attributes: name |
abc_model01 test.tabular name |
| Test-11 |
selected_tasks|selected_algorithms|selected_algorithm: AdaBoostRegressor selected_tasks|selected_algorithms|options|random_state: 10 selected_tasks|selected_algorithms|input_options|column_selector_options_1|col1: ['1', '2', '3', '4', '5'] selected_tasks|selected_algorithms|input_options|column_selector_options_2|col2: 6 selected_tasks|selected_task: train selected_tasks|selected_algorithms|input_options|infile2: regression_train.tabular selected_tasks|selected_algorithms|input_options|infile1: regression_train.tabular |
attributes: name |
regression_train.tabular name |
| Test-12 |
selected_tasks|selected_task: load selected_tasks|infile_data: regression_test.tabular selected_tasks|infile_model: abr_model01 |
attributes: name |
abr_model01 regression_test.tabular name |