============================ slowest test durations ============================
27.09s call     tests/test_common.py::test_estimators_imblearn[CondensedNearestNeighbour(random_state=0)-check_samplers_pandas]
18.29s call     tests/test_common.py::test_estimators_imblearn[CondensedNearestNeighbour(random_state=0)-check_samplers_list]
17.90s call     tests/test_common.py::test_estimators_imblearn[CondensedNearestNeighbour(random_state=0)-check_samplers_multiclass_ova]
14.29s call     tests/test_common.py::test_estimators_imblearn[CondensedNearestNeighbour(random_state=0)-check_samplers_sparse]
9.14s call     tests/test_common.py::test_estimators_imblearn[CondensedNearestNeighbour(random_state=0)-check_samplers_preserve_dtype]
9.03s call     tests/test_common.py::test_estimators_imblearn[CondensedNearestNeighbour(random_state=0)-check_samplers_fit_resample]
8.83s call     tests/test_common.py::test_estimators_imblearn[CondensedNearestNeighbour(random_state=0)-check_samplers_sample_indices]
8.42s call     datasets/tests/test_zenodo.py::test_fetch
8.12s call     tests/test_common.py::test_estimators_imblearn[ClusterCentroids(random_state=0)-check_samplers_sparse]
7.05s call     tests/test_common.py::test_estimators_imblearn[ClusterCentroids(random_state=0)-check_samplers_pandas]
6.11s call     tests/test_common.py::test_estimators_imblearn[CondensedNearestNeighbour(random_state=0)-check_samplers_sampling_strategy_fit_resample]
5.91s call     tests/test_common.py::test_estimators_compatibility_sklearn[EasyEnsembleClassifier(random_state=0)-check_estimator_sparse_data]
5.14s call     tests/test_common.py::test_estimators_imblearn[ClusterCentroids(random_state=0)-check_samplers_multiclass_ova]
5.01s call     ensemble/tests/test_forest.py::test_balanced_random_forest_oob
4.94s call     ensemble/tests/test_bagging.py::test_balanced_bagging_classifier
4.69s call     tests/test_common.py::test_estimators_imblearn[ClusterCentroids(random_state=0)-check_samplers_list]
4.46s call     tests/test_common.py::test_estimators_imblearn[InstanceHardnessThreshold(random_state=0)-check_samplers_pandas]
3.67s call     tests/test_common.py::test_estimators_imblearn[InstanceHardnessThreshold(random_state=0)-check_samplers_sparse]
3.49s call     ensemble/tests/test_weight_boosting.py::test_rusboost[SAMME.R]
2.95s call     tests/test_common.py::test_estimators_imblearn[InstanceHardnessThreshold(random_state=0)-check_samplers_multiclass_ova]
2.94s call     tests/test_common.py::test_estimators_imblearn[InstanceHardnessThreshold(random_state=0)-check_samplers_list]
2.94s call     tests/test_pipeline.py::test_pipeline_fit_then_sample_3_samplers_with_sampler_last_estimator
2.92s call     tests/test_common.py::test_estimators_imblearn[ClusterCentroids(random_state=0)-check_samplers_preserve_dtype]
2.74s call     ensemble/tests/test_bagging.py::test_oob_score_removed_on_warm_start
2.70s call     tests/test_pipeline.py::test_pipeline_memory_sampler
2.58s call     tests/test_common.py::test_estimators_imblearn[ClusterCentroids(random_state=0)-check_samplers_sample_indices]
2.28s call     ensemble/tests/test_bagging.py::test_base_estimator
2.27s call     tests/test_common.py::test_estimators_imblearn[ClusterCentroids(random_state=0)-check_samplers_fit_resample]
2.17s call     tests/test_common.py::test_estimators_imblearn[ClusterCentroids(random_state=0)-check_samplers_sampling_strategy_fit_resample]
2.17s call     datasets/tests/test_imbalance.py::test_make_imbalanced_iris[sampling_strategy0-expected_counts0-dataframe]
2.09s call     tests/test_pipeline.py::test_pipeline_fit_then_sample_with_sampler_last_estimator
1.88s call     tests/test_common.py::test_estimators_compatibility_sklearn[EasyEnsembleClassifier(random_state=0)-check_classifiers_train(readonly_memmap=True)]
1.87s call     tests/test_common.py::test_estimators_compatibility_sklearn[EasyEnsembleClassifier(random_state=0)-check_classifiers_train(readonly_memmap=True,X_dtype=float32)]
1.87s call     tests/test_common.py::test_estimators_compatibility_sklearn[EasyEnsembleClassifier(random_state=0)-check_classifiers_train]
1.76s call     tests/test_common.py::test_estimators_compatibility_sklearn[EasyEnsembleClassifier(random_state=0)-check_estimators_dtypes]
1.67s call     tests/test_common.py::test_estimators_compatibility_sklearn[EasyEnsembleClassifier(random_state=0)-check_methods_subset_invariance]
1.63s call     tests/test_common.py::test_estimators_compatibility_sklearn[EasyEnsembleClassifier(random_state=0)-check_classifier_data_not_an_array]
1.63s call     ensemble/tests/test_easy_ensemble.py::test_warm_start_equivalence
1.53s call     ensemble/tests/test_easy_ensemble.py::test_warm_start
1.49s call     tests/test_common.py::test_estimators_imblearn[InstanceHardnessThreshold(random_state=0)-check_samplers_sample_indices]
1.48s call     tests/test_common.py::test_estimators_imblearn[InstanceHardnessThreshold(random_state=0)-check_samplers_sampling_strategy_fit_resample]
1.47s call     tests/test_common.py::test_estimators_imblearn[InstanceHardnessThreshold(random_state=0)-check_samplers_preserve_dtype]
1.47s call     tests/test_common.py::test_estimators_imblearn[InstanceHardnessThreshold(random_state=0)-check_samplers_fit_resample]
1.19s call     under_sampling/_prototype_generation/_cluster_centroids.py::imblearn.under_sampling._prototype_generation._cluster_centroids.ClusterCentroids
1.18s call     ensemble/tests/test_weight_boosting.py::test_rusboost_sample_weight[SAMME.R]
1.06s call     under_sampling/_prototype_selection/_instance_hardness_threshold.py::imblearn.under_sampling._prototype_selection._instance_hardness_threshold.InstanceHardnessThreshold
0.99s call     ensemble/tests/test_forest.py::test_balanced_random_forest_pruning
0.96s call     under_sampling/_prototype_selection/tests/test_instance_hardness_threshold.py::test_iht_reproducibility
0.90s call     tests/test_common.py::test_estimators_compatibility_sklearn[EasyEnsembleClassifier(random_state=0)-check_classifiers_classes]
0.90s call     tests/test_common.py::test_estimators_compatibility_sklearn[EasyEnsembleClassifier(random_state=0)-check_fit_idempotent]
0.83s call     tests/test_common.py::test_estimators_compatibility_sklearn[EasyEnsembleClassifier(random_state=0)-check_supervised_y_2d]
0.76s call     tests/test_common.py::test_estimators_compatibility_sklearn[EasyEnsembleClassifier(random_state=0)-check_estimators_nan_inf]
0.76s call     tests/test_common.py::test_estimators_imblearn[InstanceHardnessThreshold(random_state=0)-check_samplers_2d_target]
0.74s call     ensemble/tests/test_easy_ensemble.py::test_easy_ensemble_classifier[base_estimator1-20]
0.73s call     tests/test_common.py::test_estimators_imblearn[SVMSMOTE(random_state=0)-check_samplers_pandas]
0.73s call     ensemble/tests/test_bagging.py::test_oob_score_classification
0.73s call     tests/test_common.py::test_estimators_imblearn[InstanceHardnessThreshold(random_state=0)-check_samplers_fit]
0.57s call     tests/test_pipeline.py::test_pipeline_methods_rus_pca_svm
0.56s call     tests/test_common.py::test_estimators_imblearn[KMeansSMOTE(random_state=0)-check_samplers_pandas]
0.54s call     tests/test_pipeline.py::test_pipeline_methods_pca_rus_svm
0.49s call     tests/test_common.py::test_estimators_imblearn[SVMSMOTE(random_state=0)-check_samplers_list]
0.47s call     tests/test_common.py::test_estimators_imblearn[SVMSMOTE(random_state=0)-check_samplers_multiclass_ova]
0.45s call     ensemble/tests/test_easy_ensemble.py::test_warm_start_equal_n_estimators
0.44s call     tests/test_common.py::test_estimators_imblearn[EasyEnsembleClassifier(random_state=0)-check_classifiers_with_encoded_labels]
0.44s call     tests/test_common.py::test_estimators_compatibility_sklearn[EasyEnsembleClassifier(random_state=0)-check_dtype_object]
0.43s call     ensemble/_easy_ensemble.py::imblearn.ensemble._easy_ensemble.EasyEnsembleClassifier
0.42s call     tests/test_common.py::test_estimators_compatibility_sklearn[EasyEnsembleClassifier(random_state=0)-check_fit_score_takes_y]
0.41s call     ensemble/tests/test_easy_ensemble.py::test_easy_ensemble_classifier[base_estimator0-20]
0.41s call     tests/test_common.py::test_estimators_imblearn[SVMSMOTE(random_state=0)-check_samplers_sparse]
0.39s call     tests/test_common.py::test_estimators_compatibility_sklearn[EasyEnsembleClassifier(random_state=0)-check_estimators_fit_returns_self]
0.39s call     tests/test_common.py::test_estimators_compatibility_sklearn[EasyEnsembleClassifier(random_state=0)-check_estimators_fit_returns_self(readonly_memmap=True)]
0.38s call     tests/test_common.py::test_estimators_compatibility_sklearn[EasyEnsembleClassifier(random_state=0)-check_n_features_in]
0.38s call     ensemble/tests/test_easy_ensemble.py::test_warm_start_smaller_n_estimators
0.38s call     tests/test_common.py::test_estimators_compatibility_sklearn[EasyEnsembleClassifier(random_state=0)-check_fit2d_predict1d]
0.38s call     tests/test_common.py::test_estimators_compatibility_sklearn[EasyEnsembleClassifier(random_state=0)-check_estimators_overwrite_params]
0.38s call     ensemble/tests/test_forest.py::test_balanced_random_forest_oob_binomial[0.5]
0.38s call     tests/test_common.py::test_estimators_compatibility_sklearn[EasyEnsembleClassifier(random_state=0)-check_dont_overwrite_parameters]
0.37s call     ensemble/tests/test_easy_ensemble.py::test_easy_ensemble_classifier[base_estimator1-10]
0.34s call     ensemble/tests/test_easy_ensemble.py::test_easy_ensemble_classifier[base_estimator0-10]
0.33s call     tests/test_common.py::test_estimators_imblearn[KMeansSMOTE(random_state=0)-check_samplers_sparse]
0.33s call     ensemble/_forest.py::imblearn.ensemble._forest.BalancedRandomForestClassifier
0.33s call     tests/test_common.py::test_estimators_imblearn[KMeansSMOTE(random_state=0)-check_samplers_list]
0.32s call     ensemble/tests/test_easy_ensemble.py::test_easy_ensemble_classifier_grid_search
0.32s call     tests/test_common.py::test_estimators_imblearn[NeighbourhoodCleaningRule()-check_samplers_pandas]
0.31s call     tests/test_common.py::test_estimators_imblearn[OneSidedSelection(random_state=0)-check_samplers_pandas]
0.31s call     tests/test_common.py::test_estimators_imblearn[KMeansSMOTE(random_state=0)-check_samplers_multiclass_ova]
0.31s call     ensemble/tests/test_forest.py::test_balanced_random_forest_oob_binomial[0.1]
0.29s call     tests/test_common.py::test_estimators_imblearn[SMOTEENN(random_state=0)-check_samplers_pandas]
0.29s call     ensemble/tests/test_easy_ensemble.py::test_base_estimator
0.29s call     tests/test_common.py::test_estimators_imblearn[SMOTEENN(random_state=0)-check_samplers_sparse]
0.26s call     tests/test_common.py::test_estimators_imblearn[NeighbourhoodCleaningRule()-check_samplers_sparse]
0.26s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedBaggingClassifier(random_state=0)-check_estimator_sparse_data]
0.25s call     tests/test_common.py::test_estimators_imblearn[ClusterCentroids(random_state=0)-check_samplers_2d_target]
0.24s call     tests/test_common.py::test_estimators_imblearn[SVMSMOTE(random_state=0)-check_samplers_sample_indices]
0.24s call     tests/test_common.py::test_estimators_imblearn[SVMSMOTE(random_state=0)-check_samplers_preserve_dtype]
0.24s call     tests/test_common.py::test_estimators_imblearn[SMOTETomek(random_state=0)-check_samplers_pandas]
0.23s call     tests/test_common.py::test_estimators_imblearn[SMOTETomek(random_state=0)-check_samplers_sparse]
0.23s call     ensemble/tests/test_forest.py::test_balanced_random_forest_attributes
0.23s call     tests/test_common.py::test_estimators_imblearn[OneSidedSelection(random_state=0)-check_samplers_sparse]
0.23s call     ensemble/_weight_boosting.py::imblearn.ensemble._weight_boosting.RUSBoostClassifier
0.22s call     tests/test_common.py::test_estimators_imblearn[SVMSMOTE(random_state=0)-check_samplers_fit_resample]
0.22s call     under_sampling/_prototype_selection/tests/test_instance_hardness_threshold.py::test_iht_fit_resample_class_obj
0.21s call     under_sampling/_prototype_selection/tests/test_instance_hardness_threshold.py::test_iht_fit_resample
0.21s call     tests/test_common.py::test_estimators_imblearn[NeighbourhoodCleaningRule()-check_samplers_list]
0.20s call     tests/test_common.py::test_estimators_imblearn[OneSidedSelection(random_state=0)-check_samplers_list]
0.20s call     tests/test_common.py::test_estimators_imblearn[NeighbourhoodCleaningRule()-check_samplers_multiclass_ova]
0.20s call     tests/test_common.py::test_estimators_compatibility_sklearn[RUSBoostClassifier(random_state=0)-check_estimator_sparse_data]
0.19s call     tests/test_common.py::test_estimators_imblearn[OneSidedSelection(random_state=0)-check_samplers_multiclass_ova]
0.19s call     ensemble/tests/test_easy_ensemble.py::test_bagging_with_pipeline
0.19s call     tests/test_common.py::test_estimators_imblearn[SMOTEENN(random_state=0)-check_samplers_list]
0.18s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedRandomForestClassifier(random_state=0)-check_estimator_sparse_data]
0.18s call     tests/test_common.py::test_estimators_imblearn[SMOTEENN(random_state=0)-check_samplers_multiclass_ova]
0.17s call     ensemble/tests/test_easy_ensemble.py::test_easy_ensemble_classifier_single_estimator
0.16s call     tests/test_common.py::test_estimators_imblearn[KMeansSMOTE(random_state=0)-check_samplers_sample_indices]
0.16s call     tests/test_common.py::test_estimators_imblearn[SMOTETomek(random_state=0)-check_samplers_list]
0.15s call     ensemble/tests/test_bagging.py::test_probability
0.15s call     tests/test_common.py::test_estimators_imblearn[KMeansSMOTE(random_state=0)-check_samplers_preserve_dtype]
0.14s call     tests/test_common.py::test_estimators_imblearn[SMOTETomek(random_state=0)-check_samplers_multiclass_ova]
0.14s call     tests/test_common.py::test_estimators_imblearn[RepeatedEditedNearestNeighbours()-check_samplers_sparse]
0.14s call     tests/test_common.py::test_estimators_imblearn[KMeansSMOTE(random_state=0)-check_samplers_fit_resample]
0.14s call     tests/test_common.py::test_estimators_imblearn[ADASYN(random_state=0)-check_samplers_sparse]
0.13s call     tests/test_common.py::test_estimators_imblearn[BorderlineSMOTE(random_state=0)-check_samplers_sparse]
0.13s call     tests/test_common.py::test_estimators_imblearn[TomekLinks()-check_samplers_sparse]
0.13s call     tests/test_common.py::test_estimators_imblearn[EditedNearestNeighbours()-check_samplers_sparse]
0.13s call     tests/test_pipeline.py::test_fit_predict_on_pipeline
0.13s call     tests/test_common.py::test_estimators_imblearn[ClusterCentroids(random_state=0)-check_samplers_fit]
0.13s call     tests/test_common.py::test_estimators_imblearn[EditedNearestNeighbours()-check_samplers_pandas]
0.13s call     tests/test_common.py::test_estimators_imblearn[AllKNN()-check_samplers_sparse]
0.12s call     tests/test_common.py::test_estimators_imblearn[ADASYN(random_state=0)-check_samplers_pandas]
0.12s call     tests/test_common.py::test_estimators_imblearn[RepeatedEditedNearestNeighbours()-check_samplers_pandas]
0.12s call     tests/test_common.py::test_estimators_imblearn[NearMiss(version=2)-check_samplers_pandas]
0.12s call     tests/test_common.py::test_estimators_imblearn[BorderlineSMOTE(random_state=0)-check_samplers_pandas]
0.12s call     tests/test_common.py::test_estimators_imblearn[SVMSMOTE(random_state=0)-check_samplers_sampling_strategy_fit_resample]
0.12s call     ensemble/tests/test_forest.py::test_balanced_random_forest_grid_search
0.12s call     tests/test_common.py::test_estimators_imblearn[NeighbourhoodCleaningRule()-check_samplers_fit_resample]
0.11s call     tests/test_pipeline.py::test_resampler_last_stage_passthrough
0.11s call     over_sampling/_smote.py::imblearn.over_sampling._smote.SMOTENC
0.11s call     combine/_smote_enn.py::imblearn.combine._smote_enn.SMOTEENN
0.11s call     tests/test_common.py::test_estimators_imblearn[CondensedNearestNeighbour(random_state=0)-check_samplers_2d_target]
0.11s call     tests/test_common.py::test_estimators_imblearn[KMeansSMOTE(random_state=0)-check_samplers_sampling_strategy_fit_resample]
0.11s call     tests/test_common.py::test_estimators_imblearn[NeighbourhoodCleaningRule()-check_samplers_preserve_dtype]
0.11s call     tests/test_common.py::test_estimators_imblearn[TomekLinks()-check_samplers_pandas]
0.11s call     over_sampling/_smote.py::imblearn.over_sampling._smote.KMeansSMOTE
0.11s call     tests/test_common.py::test_estimators_imblearn[NeighbourhoodCleaningRule()-check_samplers_sampling_strategy_fit_resample]
0.11s call     tests/test_common.py::test_estimators_imblearn[KMeansSMOTE(random_state=0)-check_samplers_2d_target]
0.11s call     combine/_smote_tomek.py::imblearn.combine._smote_tomek.SMOTETomek
0.11s call     ensemble/tests/test_bagging.py::test_gridsearch
0.11s call     under_sampling/_prototype_selection/_neighbourhood_cleaning_rule.py::imblearn.under_sampling._prototype_selection._neighbourhood_cleaning_rule.NeighbourhoodCleaningRule
0.10s call     tests/test_common.py::test_estimators_imblearn[OneSidedSelection(random_state=0)-check_samplers_fit_resample]
0.10s call     tests/test_pipeline.py::test_pipeline_none_classifier
0.10s call     tests/test_common.py::test_estimators_imblearn[NeighbourhoodCleaningRule()-check_samplers_sample_indices]
0.10s call     under_sampling/_prototype_selection/tests/test_allknn.py::test_all_knn_allow_minority
0.10s call     tests/test_common.py::test_estimators_imblearn[OneSidedSelection(random_state=0)-check_samplers_sample_indices]
0.09s call     tests/test_common.py::test_estimators_imblearn[SMOTEENN(random_state=0)-check_samplers_preserve_dtype]
0.09s call     tests/test_common.py::test_estimators_imblearn[NearMiss(version=2)-check_samplers_sparse]
0.09s call     tests/test_common.py::test_estimators_imblearn[AllKNN()-check_samplers_pandas]
0.09s call     tests/test_common.py::test_estimators_imblearn[OneSidedSelection(random_state=0)-check_samplers_preserve_dtype]
0.09s call     tests/test_common.py::test_estimators_imblearn[SMOTEENN(random_state=0)-check_samplers_fit_resample]
0.09s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedBaggingClassifier(random_state=0)-check_classifiers_classes]
0.09s call     tests/test_common.py::test_estimators_imblearn[SMOTEENN(random_state=0)-check_samplers_sample_indices]
0.09s call     under_sampling/_prototype_selection/_one_sided_selection.py::imblearn.under_sampling._prototype_selection._one_sided_selection.OneSidedSelection
0.08s call     tests/test_common.py::test_estimators_imblearn[NearMiss(version=3)-check_samplers_pandas]
0.08s call     tests/test_common.py::test_estimators_imblearn[ADASYN(random_state=0)-check_samplers_list]
0.08s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedBaggingClassifier(random_state=0)-check_classifiers_train(readonly_memmap=True)]
0.08s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedBaggingClassifier(random_state=0)-check_classifiers_train(readonly_memmap=True,X_dtype=float32)]
0.08s call     tests/test_common.py::test_estimators_imblearn[NearMiss(version=3)-check_samplers_sparse]
0.08s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedBaggingClassifier(random_state=0)-check_estimators_dtypes]
0.08s call     tests/test_common.py::test_estimators_imblearn[OneSidedSelection(random_state=0)-check_samplers_sampling_strategy_fit_resample]
0.08s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedBaggingClassifier(random_state=0)-check_classifiers_train]
0.08s call     tests/test_common.py::test_estimators_imblearn[BorderlineSMOTE(random_state=0)-check_samplers_list]
0.08s call     tests/test_common.py::test_estimators_imblearn[RepeatedEditedNearestNeighbours()-check_samplers_list]
0.08s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedRandomForestClassifier(random_state=0)-check_classifiers_classes]
0.08s call     tests/test_common.py::test_estimators_imblearn[SMOTETomek(random_state=0)-check_samplers_fit_resample]
0.08s call     ensemble/tests/test_bagging.py::test_oob_score_consistency
0.08s call     under_sampling/_prototype_selection/_edited_nearest_neighbours.py::imblearn.under_sampling._prototype_selection._edited_nearest_neighbours.AllKNN
0.08s call     tests/test_common.py::test_estimators_imblearn[NearMiss(version=2)-check_samplers_list]
0.07s call     tests/test_common.py::test_estimators_imblearn[BalancedBaggingClassifier(random_state=0)-check_classifiers_with_encoded_labels]
0.07s call     tests/test_common.py::test_estimators_imblearn[SMOTETomek(random_state=0)-check_samplers_sample_indices]
0.07s call     tests/test_common.py::test_estimators_imblearn[NearMiss()-check_samplers_pandas]
0.07s call     tests/test_common.py::test_estimators_imblearn[EditedNearestNeighbours()-check_samplers_list]
0.07s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedBaggingClassifier(random_state=0)-check_classifier_data_not_an_array]
0.07s call     tests/test_common.py::test_estimators_compatibility_sklearn[RUSBoostClassifier(random_state=0)-check_classifiers_train(readonly_memmap=True,X_dtype=float32)]
0.07s call     tests/test_common.py::test_estimators_compatibility_sklearn[RUSBoostClassifier(random_state=0)-check_classifiers_train(readonly_memmap=True)]
0.07s call     tests/test_common.py::test_estimators_imblearn[RepeatedEditedNearestNeighbours()-check_samplers_multiclass_ova]
0.07s call     under_sampling/_prototype_selection/_edited_nearest_neighbours.py::imblearn.under_sampling._prototype_selection._edited_nearest_neighbours.RepeatedEditedNearestNeighbours
0.07s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedRandomForestClassifier(random_state=0)-check_classifiers_train(readonly_memmap=True)]
0.07s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedRandomForestClassifier(random_state=0)-check_classifiers_train(readonly_memmap=True,X_dtype=float32)]
0.07s call     tests/test_common.py::test_estimators_compatibility_sklearn[RUSBoostClassifier(random_state=0)-check_classifiers_train]
0.07s call     tests/test_common.py::test_estimators_imblearn[TomekLinks()-check_samplers_list]
0.07s call     ensemble/tests/test_bagging.py::test_bootstrap_samples
0.07s call     tests/test_common.py::test_estimators_imblearn[ADASYN(random_state=0)-check_samplers_multiclass_ova]
0.07s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedRandomForestClassifier(random_state=0)-check_classifiers_train]
0.07s call     tests/test_common.py::test_estimators_imblearn[NearMiss(version=2)-check_samplers_multiclass_ova]
0.07s call     tests/test_common.py::test_estimators_imblearn[SMOTETomek(random_state=0)-check_samplers_preserve_dtype]
0.07s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedRandomForestClassifier(random_state=0)-check_estimators_dtypes]
0.07s call     ensemble/tests/test_bagging.py::test_warm_start_equivalence
0.07s call     tests/test_common.py::test_estimators_imblearn[EditedNearestNeighbours()-check_samplers_multiclass_ova]
0.07s call     tests/test_common.py::test_estimators_imblearn[BorderlineSMOTE(random_state=0)-check_samplers_multiclass_ova]
0.06s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedRandomForestClassifier(random_state=0)-check_classifier_data_not_an_array]
0.06s call     tests/test_common.py::test_estimators_imblearn[SMOTE(random_state=0)-check_samplers_pandas]
0.06s call     tests/test_common.py::test_estimators_compatibility_sklearn[RUSBoostClassifier(random_state=0)-check_estimators_dtypes]
0.06s call     ensemble/tests/test_bagging.py::test_bootstrap_features
0.06s call     ensemble/tests/test_bagging.py::test_warm_start
0.06s call     under_sampling/_prototype_generation/tests/test_cluster_centroids.py::test_fit_resample_check_voting[X1-hard]
0.06s call     ensemble/tests/test_bagging.py::test_estimators_samples
0.06s call     tests/test_common.py::test_estimators_compatibility_sklearn[RUSBoostClassifier(random_state=0)-check_classifier_data_not_an_array]
0.06s call     tests/test_common.py::test_estimators_compatibility_sklearn[RUSBoostClassifier(random_state=0)-check_methods_subset_invariance]
0.06s call     tests/test_common.py::test_estimators_imblearn[TomekLinks()-check_samplers_multiclass_ova]
0.06s call     tests/test_common.py::test_estimators_imblearn[AllKNN()-check_samplers_list]
0.06s call     tests/test_pipeline.py::test_pipeline_sample
0.06s call     over_sampling/tests/test_kmeans_smote.py::test_sample_kmeans_not_enough_clusters
0.06s call     ensemble/tests/test_forest.py::test_balanced_random_forest_error_warning_warm_start
0.06s call     tests/test_common.py::test_estimators_imblearn[SMOTE(random_state=0)-check_samplers_sparse]
0.06s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedBaggingClassifier(random_state=0)-check_methods_subset_invariance]
0.05s call     tests/test_common.py::test_estimators_imblearn[RUSBoostClassifier(random_state=0)-check_classifiers_with_encoded_labels]
0.05s call     ensemble/tests/test_forest.py::test_balanced_random_forest
0.05s call     ensemble/tests/test_bagging.py::test_bagging_with_pipeline
0.05s call     pipeline.py::imblearn.pipeline.Pipeline
0.05s call     tests/test_common.py::test_estimators_imblearn[AllKNN()-check_samplers_multiclass_ova]
0.05s call     tests/test_common.py::test_estimators_imblearn[AllKNN()-check_samplers_sampling_strategy_fit_resample]
0.05s call     tests/test_pipeline.py::test_pipeline_sample_transform
0.05s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedRandomForestClassifier(random_state=0)-check_methods_subset_invariance]
0.05s call     tests/test_pipeline.py::test_pipeline_methods_anova
0.05s call     tests/test_pipeline.py::test_pipeline_memory_transformer
0.05s call     tests/test_common.py::test_estimators_imblearn[NearMiss(version=3)-check_samplers_list]
0.05s call     tests/test_common.py::test_estimators_compatibility_sklearn[EasyEnsembleClassifier(random_state=0)-check_pipeline_consistency]
0.05s call     tests/test_common.py::test_estimators_compatibility_sklearn[RUSBoostClassifier(random_state=0)-check_classifiers_classes]
0.04s call     tests/test_common.py::test_estimators_imblearn[SMOTE(random_state=0)-check_samplers_list]
0.04s call     ensemble/_bagging.py::imblearn.ensemble._bagging.BalancedBaggingClassifier
0.04s call     tests/test_common.py::test_estimators_imblearn[RepeatedEditedNearestNeighbours()-check_samplers_sampling_strategy_fit_resample]
0.04s call     tests/test_common.py::test_estimators_imblearn[NearMiss(version=3)-check_samplers_multiclass_ova]
0.04s call     ensemble/tests/test_bagging.py::test_error
0.04s call     ensemble/tests/test_forest.py::test_little_tree_with_small_max_samples
0.04s call     tests/test_common.py::test_estimators_imblearn[NearMiss()-check_samplers_sparse]
0.04s call     tests/test_pipeline.py::test_pipeline_none_sampler_classifier
0.04s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedBaggingClassifier(random_state=0)-check_fit_idempotent]
0.04s call     under_sampling/_prototype_selection/_edited_nearest_neighbours.py::imblearn.under_sampling._prototype_selection._edited_nearest_neighbours.EditedNearestNeighbours
0.04s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedBaggingClassifier(random_state=0)-check_supervised_y_2d]
0.04s call     under_sampling/_prototype_generation/tests/test_cluster_centroids.py::test_fit_resample_half
0.04s call     tests/test_common.py::test_estimators_imblearn[RepeatedEditedNearestNeighbours()-check_samplers_preserve_dtype]
0.04s call     tests/test_pipeline.py::test_pipeline_sampler_none_classifier
0.04s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedBaggingClassifier(random_state=0)-check_pipeline_consistency]
0.04s call     under_sampling/_prototype_generation/tests/test_cluster_centroids.py::test_fit_resample_check_voting[X0-soft]
0.04s call     tests/test_common.py::test_estimators_imblearn[NearMiss(version=2)-check_samplers_sample_indices]
0.04s call     tests/test_common.py::test_estimators_imblearn[CondensedNearestNeighbour(random_state=0)-check_samplers_fit]
0.04s call     tests/test_common.py::test_estimators_imblearn[BalancedRandomForestClassifier(random_state=0)-check_classifiers_with_encoded_labels]
0.04s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedRandomForestClassifier(random_state=0)-check_fit_idempotent]
0.04s call     tests/test_common.py::test_estimators_imblearn[ADASYN(random_state=0)-check_samplers_preserve_dtype]
0.04s call     tests/test_common.py::test_estimators_imblearn[RepeatedEditedNearestNeighbours()-check_samplers_sample_indices]
0.03s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedRandomForestClassifier(random_state=0)-check_sample_weights_invariance(kind=zeros)]
0.03s call     tests/test_common.py::test_estimators_imblearn[EditedNearestNeighbours()-check_samplers_preserve_dtype]
0.03s call     tests/test_common.py::test_estimators_imblearn[ADASYN(random_state=0)-check_samplers_sample_indices]
0.03s call     tests/test_common.py::test_estimators_imblearn[NearMiss()-check_samplers_multiclass_ova]
0.03s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedRandomForestClassifier(random_state=0)-check_class_weight_classifiers]
0.03s call     tests/test_common.py::test_estimators_imblearn[EditedNearestNeighbours()-check_samplers_fit_resample]
0.03s call     under_sampling/_prototype_selection/tests/test_condensed_nearest_neighbour.py::test_cnn_fit_resample_with_object
0.03s call     ensemble/tests/test_weight_boosting.py::test_rusboost_sample_weight[SAMME]
0.03s call     tests/test_common.py::test_estimators_imblearn[NearMiss(version=2)-check_samplers_sampling_strategy_fit_resample]
0.03s call     tests/test_common.py::test_estimators_imblearn[EditedNearestNeighbours()-check_samplers_sample_indices]
0.03s call     tests/test_common.py::test_estimators_compatibility_sklearn[EasyEnsembleClassifier(random_state=0)-check_estimators_pickle]
0.03s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedRandomForestClassifier(random_state=0)-check_sample_weights_invariance(kind=ones)]
0.03s call     tests/test_common.py::test_estimators_imblearn[BorderlineSMOTE(random_state=0)-check_samplers_preserve_dtype]
0.03s call     tests/test_common.py::test_estimators_compatibility_sklearn[RUSBoostClassifier(random_state=0)-check_fit_idempotent]
0.03s call     under_sampling/_prototype_selection/_tomek_links.py::imblearn.under_sampling._prototype_selection._tomek_links.TomekLinks
0.03s call     tests/test_common.py::test_estimators_imblearn[BorderlineSMOTE(random_state=0)-check_samplers_sample_indices]
0.03s call     tests/test_common.py::test_estimators_imblearn[NearMiss()-check_samplers_list]
0.03s call     tests/test_common.py::test_estimators_imblearn[RepeatedEditedNearestNeighbours()-check_samplers_fit_resample]
0.03s call     tests/test_common.py::test_estimators_imblearn[EditedNearestNeighbours()-check_samplers_sampling_strategy_fit_resample]
0.03s call     tests/test_common.py::test_estimators_imblearn[NearMiss(version=2)-check_samplers_preserve_dtype]
0.03s call     over_sampling/tests/test_smote_nc.py::test_smotenc_pandas
0.03s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedRandomForestClassifier(random_state=0)-check_supervised_y_2d]
0.03s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedRandomForestClassifier(random_state=0)-check_pipeline_consistency]
0.03s call     tests/test_common.py::test_estimators_imblearn[BorderlineSMOTE(random_state=0)-check_samplers_fit_resample]
0.03s call     tests/test_common.py::test_estimators_imblearn[ADASYN(random_state=0)-check_samplers_fit_resample]
0.03s call     tests/test_common.py::test_estimators_imblearn[NearMiss(version=2)-check_samplers_fit_resample]
0.03s call     tests/test_common.py::test_estimators_imblearn[TomekLinks()-check_samplers_fit_resample]
0.03s call     tests/test_common.py::test_estimators_imblearn[TomekLinks()-check_samplers_preserve_dtype]
0.03s call     tests/test_pipeline.py::test_pipeline_methods_anova_rus
0.03s call     utils/tests/test_show_versions.py::test_get_deps_info
0.03s call     tests/test_common.py::test_estimators_imblearn[TomekLinks()-check_samplers_sampling_strategy_fit_resample]
0.03s call     tests/test_common.py::test_estimators_imblearn[TomekLinks()-check_samplers_sample_indices]
0.03s call     tests/test_pipeline.py::test_pipeline_methods_preprocessing_svm
0.03s call     tests/test_common.py::test_estimators_imblearn[KMeansSMOTE(random_state=0)-check_samplers_fit]
0.03s call     tests/test_common.py::test_estimators_imblearn[SMOTE(random_state=0)-check_samplers_multiclass_ova]
0.03s call     tests/test_common.py::test_estimators_compatibility_sklearn[RUSBoostClassifier(random_state=0)-check_supervised_y_2d]
0.03s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedRandomForestClassifier(random_state=0)-check_estimators_nan_inf]
0.03s call     ensemble/tests/test_forest.py::test_balanced_random_forest_sample_weight
0.03s call     tests/test_common.py::test_estimators_compatibility_sklearn[RUSBoostClassifier(random_state=0)-check_estimators_nan_inf]
0.03s call     ensemble/tests/test_bagging.py::test_max_samples_consistency
0.03s call     tests/test_common.py::test_estimators_imblearn[AllKNN()-check_samplers_fit_resample]
0.03s call     tests/test_common.py::test_estimators_imblearn[FunctionSampler()-check_samplers_pandas]
0.03s call     tests/test_common.py::test_estimators_imblearn[AllKNN()-check_samplers_preserve_dtype]
0.03s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedBaggingClassifier(random_state=0)-check_dtype_object]
0.03s call     tests/test_common.py::test_estimators_compatibility_sklearn[EasyEnsembleClassifier(random_state=0)-check_dict_unchanged]
0.03s call     utils/tests/test_show_versions.py::test_show_versions_default
0.03s call     tests/test_common.py::test_estimators_imblearn[NearMiss()-check_samplers_sample_indices]
0.03s call     over_sampling/tests/test_kmeans_smote.py::test_kmeans_smote
0.03s call     tests/test_common.py::test_estimators_imblearn[AllKNN()-check_samplers_sample_indices]
0.02s call     tests/test_common.py::test_estimators_imblearn[SVMSMOTE(random_state=0)-check_samplers_2d_target]
0.02s call     tests/test_pipeline.py::test_pipeline_none_transformer
0.02s call     metrics/tests/test_classification.py::test_classification_report_imbalanced_multiclass_with_string_label
0.02s call     under_sampling/_prototype_generation/tests/test_cluster_centroids.py::test_multiclass_fit_resample
0.02s call     over_sampling/tests/test_kmeans_smote.py::test_sample_kmeans_custom[kmeans_estimator1-k_neighbors1]
0.02s call     metrics/tests/test_classification.py::test_classification_report_imbalanced_multiclass
0.02s call     metrics/tests/test_classification.py::test_classification_report_imbalanced_multiclass_with_digits
0.02s call     over_sampling/tests/test_kmeans_smote.py::test_sample_kmeans_custom[kmeans_estimator1-2]
0.02s call     tests/test_common.py::test_estimators_imblearn[NearMiss(version=3)-check_samplers_sampling_strategy_fit_resample]
0.02s call     tests/test_common.py::test_estimators_imblearn[NearMiss(version=3)-check_samplers_fit_resample]
0.02s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedBaggingClassifier(random_state=0)-check_estimators_pickle]
0.02s call     tests/test_common.py::test_estimators_compatibility_sklearn[EasyEnsembleClassifier(random_state=0)-check_fit2d_1feature]
0.02s call     tests/test_common.py::test_estimators_imblearn[NearMiss(version=3)-check_samplers_preserve_dtype]
0.02s call     metrics/tests/test_classification.py::test_classification_report_imbalanced_multiclass_with_long_string_label
0.02s call     over_sampling/_smote.py::imblearn.over_sampling._smote.SVMSMOTE
0.02s call     over_sampling/tests/test_kmeans_smote.py::test_sample_kmeans_custom[3-2]
0.02s call     metrics/tests/test_score_objects.py::test_scorer_common_average[micro-geometric_mean_score-0.85]
0.02s call     metrics/tests/test_score_objects.py::test_scorer_common_average[weighted-geometric_mean_score-0.85]
0.02s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedRandomForestClassifier(random_state=0)-check_estimators_pickle]
0.02s call     ensemble/tests/test_bagging.py::test_warm_start_equal_n_estimators
0.02s call     tests/test_common.py::test_estimators_imblearn[NearMiss()-check_samplers_preserve_dtype]
0.02s call     tests/test_common.py::test_estimators_imblearn[NearMiss(version=3)-check_samplers_sample_indices]
0.02s call     ensemble/tests/test_weight_boosting.py::test_rusboost[SAMME]
0.02s call     metrics/tests/test_score_objects.py::test_scorer_common_average[macro-geometric_mean_score-0.85]
0.02s call     over_sampling/tests/test_kmeans_smote.py::test_sample_kmeans_density_estimation[0.8-auto]
0.02s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedRandomForestClassifier(random_state=0)-check_set_params]
0.02s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedBaggingClassifier(random_state=0)-check_estimators_overwrite_params]
0.02s call     tests/test_common.py::test_estimators_imblearn[BorderlineSMOTE(random_state=0)-check_samplers_sampling_strategy_fit_resample]
0.02s call     metrics/tests/test_score_objects.py::test_scorer_default_average[geometric_mean_score-multiclass-0.84]
0.02s call     tests/test_common.py::test_estimators_compatibility_sklearn[RUSBoostClassifier(random_state=0)-check_dtype_object]
0.02s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedBaggingClassifier(random_state=0)-check_dict_unchanged]
0.02s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedBaggingClassifier(random_state=0)-check_fit2d_predict1d]
0.02s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedBaggingClassifier(random_state=0)-check_fit_score_takes_y]
0.02s call     metrics/tests/test_classification.py::test_geometric_mean_score_prediction[multiclass-0.41]
0.02s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedBaggingClassifier(random_state=0)-check_estimators_fit_returns_self(readonly_memmap=True)]
0.02s call     over_sampling/tests/test_kmeans_smote.py::test_sample_kmeans_density_estimation[auto-auto]
0.02s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedBaggingClassifier(random_state=0)-check_estimators_nan_inf]
0.02s call     tests/test_common.py::test_estimators_imblearn[ADASYN(random_state=0)-check_samplers_sampling_strategy_fit_resample]
0.02s call     metrics/tests/test_classification.py::test_geometric_mean_score_prediction[weighted-0.65]
0.02s call     metrics/tests/test_classification.py::test_geometric_mean_score_prediction[None-expected_gmean1]
0.02s call     over_sampling/tests/test_kmeans_smote.py::test_sample_kmeans_density_estimation[0.8-2]
0.02s call     metrics/tests/test_classification.py::test_geometric_mean_score_prediction[macro-0.68]
0.02s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedRandomForestClassifier(random_state=0)-check_dict_unchanged]
0.02s call     tests/test_common.py::test_estimators_imblearn[OneSidedSelection(random_state=0)-check_samplers_2d_target]
0.02s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedBaggingClassifier(random_state=0)-check_n_features_in]
0.02s call     tests/test_common.py::test_estimators_imblearn[RandomOverSampler(random_state=0)-check_samplers_pandas]
0.02s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedBaggingClassifier(random_state=0)-check_fit2d_1feature]
0.02s call     ensemble/tests/test_bagging.py::test_warm_start_smaller_n_estimators
0.02s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedBaggingClassifier(random_state=0)-check_estimators_fit_returns_self]
0.02s call     over_sampling/tests/test_kmeans_smote.py::test_sample_kmeans_density_estimation[auto-2]
0.02s call     under_sampling/_prototype_generation/tests/test_cluster_centroids.py::test_fit_hard_voting
0.02s call     under_sampling/_prototype_selection/tests/test_condensed_nearest_neighbour.py::test_cnn_fit_resample
0.02s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedBaggingClassifier(random_state=0)-check_dont_overwrite_parameters]
0.02s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedRandomForestClassifier(random_state=0)-check_fit_score_takes_y]
0.02s call     metrics/tests/test_classification.py::test_classification_report_imbalanced_multiclass_with_unicode_label
0.02s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedRandomForestClassifier(random_state=0)-check_sample_weights_pandas_series]
0.02s call     tests/test_common.py::test_estimators_imblearn[SMOTE(random_state=0)-check_samplers_fit_resample]
0.02s call     metrics/tests/test_score_objects.py::test_scorer_common_average[weighted-sensitivity_score-0.92]
0.02s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedRandomForestClassifier(random_state=0)-check_estimators_fit_returns_self(readonly_memmap=True)]
0.02s call     metrics/tests/test_score_objects.py::test_scorer_common_average[macro-sensitivity_score-0.92]
0.02s call     metrics/tests/test_score_objects.py::test_scorer_default_average[sensitivity_score-binary-0.92]
0.02s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedRandomForestClassifier(random_state=0)-check_dtype_object]
0.02s call     metrics/tests/test_score_objects.py::test_scorer_common_average[weighted-specificity_score-0.92]
0.02s call     under_sampling/_prototype_generation/tests/test_cluster_centroids.py::test_fit_resample_object
0.02s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedRandomForestClassifier(random_state=0)-check_estimators_overwrite_params]
0.02s call     tests/test_common.py::test_estimators_imblearn[RandomUnderSampler(random_state=0)-check_samplers_pandas]
0.02s call     metrics/tests/test_score_objects.py::test_scorer_default_average[specificity_score-binary-0.95]
0.02s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedRandomForestClassifier(random_state=0)-check_fit2d_predict1d]
0.02s call     metrics/tests/test_score_objects.py::test_scorer_common_average[weighted-geometric_mean_score-0.92]
0.02s call     metrics/tests/test_score_objects.py::test_scorer_common_average[micro-geometric_mean_score-0.92]
0.02s call     metrics/tests/test_score_objects.py::test_scorer_common_average[micro-specificity_score-0.92]
0.02s call     under_sampling/_prototype_generation/tests/test_cluster_centroids.py::test_fit_resample_auto
0.02s call     metrics/tests/test_score_objects.py::test_scorer_common_average[macro-geometric_mean_score-0.92]
0.02s call     metrics/tests/test_score_objects.py::test_scorer_common_average[micro-sensitivity_score-0.92]
0.02s call     tests/test_common.py::test_estimators_compatibility_sklearn[RUSBoostClassifier(random_state=0)-check_sample_weights_pandas_series]
0.02s call     tests/test_common.py::test_estimators_imblearn[NeighbourhoodCleaningRule()-check_samplers_2d_target]
0.02s call     under_sampling/_prototype_selection/tests/test_allknn.py::test_allknn_fit_resample
0.02s call     tests/test_pipeline.py::test_pipeline_none_sampler_sample
0.02s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedRandomForestClassifier(random_state=0)-check_n_features_in]
0.02s call     tests/test_common.py::test_estimators_compatibility_sklearn[RUSBoostClassifier(random_state=0)-check_decision_proba_consistency]
0.02s call     metrics/tests/test_score_objects.py::test_scorer_common_average[macro-specificity_score-0.92]
0.02s call     tests/test_common.py::test_estimators_compatibility_sklearn[RUSBoostClassifier(random_state=0)-check_fit_score_takes_y]
0.02s call     tests/test_common.py::test_estimators_imblearn[SMOTE(random_state=0)-check_samplers_sample_indices]
0.02s call     tests/test_common.py::test_estimators_imblearn[NearMiss()-check_samplers_sampling_strategy_fit_resample]
0.02s call     over_sampling/_smote.py::imblearn.over_sampling._smote.BorderlineSMOTE
0.02s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedRandomForestClassifier(random_state=0)-check_estimators_fit_returns_self]
0.02s call     tests/test_common.py::test_estimators_compatibility_sklearn[RUSBoostClassifier(random_state=0)-check_estimators_fit_returns_self(readonly_memmap=True)]
0.02s call     metrics/tests/test_score_objects.py::test_scorer_default_average[geometric_mean_score-multiclass-0.92]
0.02s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedRandomForestClassifier(random_state=0)-check_fit2d_1feature]
0.02s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedRandomForestClassifier(random_state=0)-check_dont_overwrite_parameters]
0.02s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedRandomForestClassifier(random_state=0)-check_sample_weights_shape]
0.02s call     tests/test_common.py::test_estimators_imblearn[NearMiss()-check_samplers_2d_target]
0.02s call     under_sampling/_prototype_generation/tests/test_cluster_centroids.py::test_cluster_centroids_n_jobs
0.02s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedRandomForestClassifier(random_state=0)-check_sample_weights_list]
0.01s call     tests/test_common.py::test_estimators_imblearn[SMOTE(random_state=0)-check_samplers_preserve_dtype]
0.01s call     tests/test_common.py::test_estimators_compatibility_sklearn[RUSBoostClassifier(random_state=0)-check_sample_weights_list]
0.01s call     tests/test_common.py::test_estimators_compatibility_sklearn[RUSBoostClassifier(random_state=0)-check_estimators_overwrite_params]
0.01s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedRandomForestClassifier(random_state=0)-check_sample_weights_not_an_array]
0.01s call     tests/test_common.py::test_estimators_imblearn[SMOTEENN(random_state=0)-check_samplers_2d_target]
0.01s call     tests/test_common.py::test_estimators_compatibility_sklearn[RUSBoostClassifier(random_state=0)-check_fit2d_predict1d]
0.01s call     datasets/tests/test_imbalance.py::test_make_imbalanced_iris[sampling_strategy1-expected_counts1-dataframe]
0.01s call     tests/test_common.py::test_estimators_compatibility_sklearn[RUSBoostClassifier(random_state=0)-check_estimators_fit_returns_self]
0.01s call     tests/test_base.py::test_function_sampler_validate
0.01s call     tests/test_common.py::test_estimators_compatibility_sklearn[RUSBoostClassifier(random_state=0)-check_dont_overwrite_parameters]
0.01s call     tests/test_common.py::test_estimators_compatibility_sklearn[RUSBoostClassifier(random_state=0)-check_n_features_in]
0.01s call     over_sampling/tests/test_smote_nc.py::test_smotenc_preserve_dtype
0.01s call     tests/test_common.py::test_estimators_compatibility_sklearn[RUSBoostClassifier(random_state=0)-check_sample_weights_not_an_array]
0.01s call     utils/tests/test_testing.py::test_all_estimators
0.01s call     tests/test_pipeline.py::test_pipeline_with_step_that_it_is_pipeline
0.01s call     tests/test_pipeline.py::test_pipeline_init
0.01s call     tests/test_pipeline.py::test_classes_property
0.01s call     over_sampling/_smote.py::imblearn.over_sampling._smote.SMOTE
0.01s call     metrics/tests/test_classification.py::test_sensitivity_specificity_score_binary
0.01s call     tests/test_common.py::test_estimators_imblearn[NearMiss(version=2)-check_samplers_fit]
0.01s call     over_sampling/tests/test_kmeans_smote.py::test_sample_kmeans_custom[kmeans_estimator2-2]
0.01s call     over_sampling/tests/test_kmeans_smote.py::test_sample_kmeans_custom[kmeans_estimator2-k_neighbors1]
0.01s call     over_sampling/tests/test_kmeans_smote.py::test_sample_kmeans_custom[3-k_neighbors1]
0.01s call     tests/test_common.py::test_estimators_imblearn[SMOTETomek(random_state=0)-check_samplers_2d_target]
0.01s call     tests/test_common.py::test_estimators_imblearn[BorderlineSMOTE(random_state=0)-check_samplers_2d_target]
0.01s call     over_sampling/_adasyn.py::imblearn.over_sampling._adasyn.ADASYN
0.01s call     tests/test_common.py::test_estimators_imblearn[NearMiss(version=3)-check_samplers_2d_target]
0.01s call     tests/test_common.py::test_estimators_imblearn[ADASYN(random_state=0)-check_samplers_2d_target]
0.01s call     metrics/tests/test_classification.py::test_iba_sklearn_metrics[recall_score-0.41616]
0.01s call     over_sampling/tests/test_smote_nc.py::test_smotenc[data4]
0.01s call     over_sampling/tests/test_smote_nc.py::test_smotenc[data3]
0.01s call     under_sampling/_prototype_selection/tests/test_allknn.py::test_allknn_fit_resample_mode
0.01s call     tests/test_common.py::test_estimators_imblearn[RandomOverSampler(random_state=0)-check_samplers_list]
0.01s call     under_sampling/_prototype_selection/tests/test_allknn.py::test_allknn_fit_resample_with_nn_object
0.01s call     tests/test_common.py::test_estimators_imblearn[SMOTE(random_state=0)-check_samplers_sampling_strategy_fit_resample]
0.01s call     metrics/tests/test_classification.py::test_iba_sklearn_metrics[precision_score-0.65025]
0.01s call     tests/test_common.py::test_estimators_compatibility_sklearn[ClusterCentroids(random_state=0)-check_estimator_sparse_data]
0.01s call     over_sampling/_random_over_sampler.py::imblearn.over_sampling._random_over_sampler.RandomOverSampler
0.01s call     under_sampling/_prototype_selection/tests/test_nearmiss.py::test_nm_fit_resample_float_sampling_strategy
0.01s call     tests/test_pipeline.py::test_pipeline_methods_pca_svm
0.01s call     metrics/tests/test_classification.py::test_iba_sklearn_metrics[jaccard_score-0.33176]
0.01s call     tests/test_common.py::test_estimators_imblearn[NearMiss()-check_samplers_fit_resample]
0.01s call     tests/test_common.py::test_estimators_imblearn[NeighbourhoodCleaningRule()-check_samplers_fit]
0.01s call     metrics/tests/test_classification.py::test_iba_geo_mean_binary
0.01s call     ensemble/tests/test_bagging.py::test_single_estimator
0.01s call     over_sampling/tests/test_svm_smote.py::test_svm_smote
0.01s call     metrics/tests/test_classification.py::test_iba_sklearn_metrics[accuracy_score-0.54756]
0.01s call     over_sampling/tests/test_smote_nc.py::test_smotenc_fit
0.01s call     tests/test_common.py::test_estimators_imblearn[SMOTEENN(random_state=0)-check_samplers_fit]
0.01s call     over_sampling/tests/test_smote_nc.py::test_smotenc_fit_resample_sampling_strategy
0.01s call     over_sampling/tests/test_smote_nc.py::test_smotenc_fit_resample
0.01s call     tests/test_pipeline.py::test_pipeline_score_samples_pca_lof
0.01s call     metrics/tests/test_classification.py::test_sensitivity_specificity_support_errors
0.01s call     tests/test_common.py::test_estimators_imblearn[OneSidedSelection(random_state=0)-check_samplers_fit]
0.01s call     under_sampling/_prototype_selection/_random_under_sampler.py::imblearn.under_sampling._prototype_selection._random_under_sampler.RandomUnderSampler
0.01s call     metrics/tests/test_classification.py::test_geometric_mean_support_binary
0.01s call     under_sampling/_prototype_selection/_nearmiss.py::imblearn.under_sampling._prototype_selection._nearmiss.NearMiss
0.01s call     tests/test_pipeline.py::test_pipeline_with_step_that_implements_both_sample_and_transform
0.01s call     tests/test_common.py::test_estimators_imblearn[SVMSMOTE(random_state=0)-check_samplers_fit]
0.01s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedBaggingClassifier(random_state=0)-check_set_params]
0.01s call     tests/test_common.py::test_estimators_compatibility_sklearn[RUSBoostClassifier(random_state=0)-check_sample_weights_invariance(kind=ones)]
0.01s call     tests/test_common.py::test_estimators_compatibility_sklearn[RUSBoostClassifier(random_state=0)-check_sample_weights_invariance(kind=zeros)]
0.01s call     base.py::imblearn.base.FunctionSampler
0.01s call     over_sampling/tests/test_smote_nc.py::test_smotenc[data2]
0.01s setup    tests/test_common.py::test_estimators_imblearn[NearMiss(version=2)-check_target_type]
0.01s call     over_sampling/tests/test_smote_nc.py::test_smotenc[data0]
0.01s call     metrics/tests/test_classification.py::test_iba_error_y_score_prob_error[average_precision_score]
0.01s call     tests/test_common.py::test_estimators_imblearn[FunctionSampler()-check_samplers_sparse]
0.01s call     metrics/tests/test_classification.py::test_iba_error_y_score_prob_error[brier_score_loss]
0.01s call     metrics/tests/test_classification.py::test_iba_error_y_score_prob_error[cohen_kappa_score]
0.01s call     metrics/tests/test_classification.py::test_iba_error_y_score_prob_error[roc_auc_score]
0.01s call     over_sampling/tests/test_smote_nc.py::test_smotenc[data1]
0.01s call     under_sampling/_prototype_selection/tests/test_instance_hardness_threshold.py::test_iht_fit_resample_half
0.01s call     tests/test_common.py::test_estimators_imblearn[RepeatedEditedNearestNeighbours()-check_samplers_2d_target]
0.01s call     under_sampling/_prototype_selection/tests/test_repeated_edited_nearest_neighbours.py::test_renn_fit_resample_mode
0.01s call     under_sampling/_prototype_selection/tests/test_nearmiss.py::test_nm_fit_resample_nn_obj
0.01s call     tests/test_common.py::test_estimators_compatibility_sklearn[SMOTEENN(random_state=0)-check_estimator_sparse_data]
0.01s call     tests/test_common.py::test_estimators_compatibility_sklearn[KMeansSMOTE(random_state=0)-check_estimator_sparse_data]
0.01s call     tests/test_common.py::test_estimators_imblearn[NearMiss(version=2)-check_samplers_2d_target]
0.01s call     combine/tests/test_smote_enn.py::test_sample_regular
0.01s call     under_sampling/_prototype_selection/tests/test_repeated_edited_nearest_neighbours.py::test_renn_fit_resample_mode_object
0.01s call     tests/test_common.py::test_estimators_imblearn[AllKNN()-check_samplers_2d_target]
0.01s call     tests/test_common.py::test_estimators_imblearn[FunctionSampler()-check_samplers_list]
0.01s call     tests/test_common.py::test_estimators_compatibility_sklearn[RUSBoostClassifier(random_state=0)-check_pipeline_consistency]
0.01s call     under_sampling/_prototype_selection/tests/test_repeated_edited_nearest_neighbours.py::test_renn_fit_resample
0.01s call     tests/test_common.py::test_estimators_imblearn[BalancedRandomForestClassifier(random_state=0)-check_classifier_on_multilabel_or_multioutput_targets]
0.01s call     under_sampling/_prototype_selection/tests/test_nearmiss.py::test_nm_fit_resample_auto
0.01s call     tests/test_common.py::test_estimators_compatibility_sklearn[ADASYN(random_state=0)-check_estimator_sparse_data]
0.01s call     tests/test_common.py::test_estimators_compatibility_sklearn[SVMSMOTE(random_state=0)-check_estimator_sparse_data]
0.01s call     tests/test_common.py::test_estimators_imblearn[RandomUnderSampler(random_state=0)-check_samplers_list]
0.01s call     tests/test_common.py::test_estimators_imblearn[AllKNN()-check_samplers_fit]
0.01s call     under_sampling/_prototype_selection/tests/test_one_sided_selection.py::test_oss_with_object
0.01s call     tests/test_common.py::test_estimators_compatibility_sklearn[SMOTETomek(random_state=0)-check_estimator_sparse_data]
0.01s call     under_sampling/_prototype_selection/tests/test_repeated_edited_nearest_neighbours.py::test_renn_iter_attribute[5-3]
0.01s call     tests/test_common.py::test_estimators_compatibility_sklearn[NearMiss()-check_estimator_sparse_data]
0.01s call     tests/test_common.py::test_estimators_compatibility_sklearn[BorderlineSMOTE(random_state=0)-check_estimator_sparse_data]
0.01s call     tests/test_common.py::test_estimators_compatibility_sklearn[NearMiss(version=3)-check_estimator_sparse_data]
0.01s call     tests/test_common.py::test_estimators_compatibility_sklearn[NearMiss(version=2)-check_estimator_sparse_data]
0.01s call     tests/test_common.py::test_estimators_compatibility_sklearn[InstanceHardnessThreshold(random_state=0)-check_estimator_sparse_data]
0.01s call     tests/test_common.py::test_estimators_compatibility_sklearn[RepeatedEditedNearestNeighbours()-check_estimator_sparse_data]
0.01s call     tests/test_common.py::test_estimators_imblearn[SMOTE(random_state=0)-check_samplers_2d_target]
0.01s call     tests/test_common.py::test_estimators_compatibility_sklearn[NeighbourhoodCleaningRule()-check_estimator_sparse_data]
0.01s call     tests/test_common.py::test_estimators_compatibility_sklearn[OneSidedSelection(random_state=0)-check_estimator_sparse_data]
0.01s call     tests/test_common.py::test_estimators_compatibility_sklearn[AllKNN()-check_estimator_sparse_data]
0.01s call     tests/test_common.py::test_estimators_compatibility_sklearn[CondensedNearestNeighbour(random_state=0)-check_estimator_sparse_data]
0.01s call     tests/test_common.py::test_estimators_compatibility_sklearn[SMOTE(random_state=0)-check_estimator_sparse_data]
0.01s call     over_sampling/tests/test_borderline_smote.py::test_borderline_smote[borderline-1]
0.01s call     tests/test_common.py::test_estimators_compatibility_sklearn[TomekLinks()-check_estimator_sparse_data]
0.01s call     tests/test_common.py::test_estimators_compatibility_sklearn[EditedNearestNeighbours()-check_estimator_sparse_data]
0.01s call     tests/test_common.py::test_estimators_imblearn[SMOTETomek(random_state=0)-check_samplers_fit]
0.01s call     tests/test_common.py::test_estimators_imblearn[EditedNearestNeighbours()-check_samplers_2d_target]
0.01s call     tests/test_common.py::test_estimators_compatibility_sklearn[FunctionSampler()-check_estimator_sparse_data]
0.01s call     over_sampling/tests/test_borderline_smote.py::test_borderline_smote[borderline-2]
0.01s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedRandomForestClassifier(random_state=0)-check_fit2d_1sample]
0.01s call     tests/test_common.py::test_estimators_imblearn[BalancedBaggingClassifier(random_state=0)-check_classifier_on_multilabel_or_multioutput_targets]
0.01s call     utils/tests/test_estimator_checks.py::test_all_checks
0.01s call     over_sampling/tests/test_smote_nc.py::test_smote_nc_with_null_median_std
0.01s call     tests/test_common.py::test_estimators_compatibility_sklearn[RandomUnderSampler(random_state=0)-check_estimator_sparse_data]
0.01s call     tests/test_common.py::test_estimators_compatibility_sklearn[RUSBoostClassifier(random_state=0)-check_estimators_pickle]
0.01s call     tests/test_common.py::test_estimators_compatibility_sklearn[RandomOverSampler(random_state=0)-check_estimator_sparse_data]
0.01s call     tests/test_common.py::test_estimators_compatibility_sklearn[RUSBoostClassifier(random_state=0)-check_fit2d_1feature]
0.01s call     tests/test_common.py::test_estimators_imblearn[NearMiss(version=3)-check_samplers_fit]
0.01s call     tests/test_common.py::test_estimators_compatibility_sklearn[BalancedRandomForestClassifier(random_state=0)-check_classifiers_one_label]
0.01s call     tests/test_common.py::test_estimators_imblearn[TomekLinks()-check_samplers_2d_target]
0.01s call     tests/test_common.py::test_estimators_imblearn[RandomOverSampler(random_state=0)-check_samplers_multiclass_ova]
0.01s call     tests/test_common.py::test_estimators_imblearn[RandomOverSampler(random_state=0)-check_samplers_sparse]
0.01s call     metrics/tests/test_classification.py::test_sensitivity_specificity_ignored_labels
0.01s call     tests/test_common.py::test_estimators_imblearn[SMOTEENN(random_state=0)-check_samplers_sampling_strategy_fit_resample]
0.01s call     tests/test_common.py::test_estimators_imblearn[RUSBoostClassifier(random_state=0)-check_classifier_on_multilabel_or_multioutput_targets]
0.01s call     tests/test_common.py::test_estimators_imblearn[NearMiss(version=2)-check_samplers_one_label]
0.01s call     tests/test_common.py::test_estimators_imblearn[FunctionSampler()-check_samplers_fit_resample]
0.01s call     under_sampling/_prototype_selection/tests/test_repeated_edited_nearest_neighbours.py::test_renn_iter_attribute[2-2]
0.01s call     pipeline.py::imblearn.pipeline.make_pipeline
0.01s call     utils/tests/test_validation.py::test_arrays_transformer_pandas
0.01s call     tests/test_common.py::test_estimators_imblearn[RandomUnderSampler(random_state=0)-check_samplers_multiclass_ova]
0.01s call     tests/test_common.py::test_estimators_imblearn[RandomUnderSampler(random_state=0)-check_samplers_sparse]
0.01s call     tests/test_common.py::test_estimators_imblearn[SMOTETomek(random_state=0)-check_samplers_sampling_strategy_fit_resample]
(0.00 durations hidden.  Use -vv to show these durations.)
=========================== short test summary info ============================
SKIPPED [2] /home/travis/build/aryaman4/imbalanced-learn/imblearn/keras/tests/test_generator.py:8: could not import 'keras': No module named 'keras'
SKIPPED [2] /home/travis/build/aryaman4/imbalanced-learn/imblearn/tensorflow/tests/test_generator.py:15: could not import 'tensorflow': No module named 'tensorflow'
SKIPPED [2] /home/travis/build/aryaman4/imbalanced-learn/conftest.py:27: The keras package is not installed.
SKIPPED [1] /home/travis/miniconda/envs/testenv/lib/python3.8/site-packages/_pytest/doctest.py:403: all tests skipped by +SKIP option
XFAIL tests/test_common.py::test_estimators_compatibility_sklearn[BalancedBaggingClassifier(random_state=0)-check_estimators_nan_inf]
  Fails because the sampler removed infinity and NaN values
XFAIL tests/test_common.py::test_estimators_imblearn[NearMiss(version=3)-check_samplers_fit_resample]
  Fails for NearMiss-3 with less samples than expected
= 1 failed, 1531 passed, 7 skipped, 2 xfailed, 3 xpassed, 1 warning in 275.08s (0:04:35)