SYMBOL INDEX (687 symbols across 51 files)

FILE: tests/benchmark.py
  function create_data (line 13) | def create_data(time_series_length, num_ids, random_seed=42):
  function test_benchmark_small_data (line 32) | def test_benchmark_small_data(benchmark):
  function test_benchmark_large_data (line 45) | def test_benchmark_large_data(benchmark):
  function test_benchmark_with_selection (line 58) | def test_benchmark_with_selection(benchmark):

FILE: tests/fixtures.py
  function warning_free (line 14) | def warning_free():
  class DataTestCase (line 27) | class DataTestCase(TestCase):
    method create_test_data_sample (line 28) | def create_test_data_sample(self):
    method create_test_data_sample_wide (line 200) | def create_test_data_sample_wide(self):
    method create_test_data_sample_with_time_index (line 256) | def create_test_data_sample_with_time_index(self):
    method create_test_data_nearly_numerical_indices (line 431) | def create_test_data_nearly_numerical_indices(self):
    method create_one_valued_time_series (line 603) | def create_one_valued_time_series(self):
    method create_test_data_sample_with_target (line 611) | def create_test_data_sample_with_target(self):
    method create_test_data_sample_with_multiclass_target (line 624) | def create_test_data_sample_with_multiclass_target(self):

FILE: tests/integrations/examples/test_driftbif_simulation.py
  class DriftBifSimlationTestCase (line 16) | class DriftBifSimlationTestCase(unittest.TestCase):
    method setUp (line 17) | def setUp(self):
    method test_intrinsic_velocity_at_default_bifurcation_point (line 20) | def test_intrinsic_velocity_at_default_bifurcation_point(self):
    method test_relaxation_dynamics (line 27) | def test_relaxation_dynamics(self):
    method test_equlibrium_velocity (line 57) | def test_equlibrium_velocity(self):
    method test_dimensionality (line 71) | def test_dimensionality(self):
    method test_relevant_feature_extraction (line 89) | def test_relevant_feature_extraction(self):
  class SampleTauTestCase (line 107) | class SampleTauTestCase(unittest.TestCase):
    method setUp (line 108) | def setUp(self):
    method test_range (line 111) | def test_range(self):
    method test_ratio (line 116) | def test_ratio(self):
  class LoadDriftBifTestCase (line 124) | class LoadDriftBifTestCase(unittest.TestCase):
    method setUp (line 125) | def setUp(self):
    method test_classification_labels (line 128) | def test_classification_labels(self):
    method test_regression_labels (line 132) | def test_regression_labels(self):
    method test_default_dimensionality (line 141) | def test_default_dimensionality(self):
    method test_configured_dimensionality (line 147) | def test_configured_dimensionality(self):

FILE: tests/integrations/examples/test_har_dataset.py
  class HumanActivityTestCase (line 18) | class HumanActivityTestCase(TestCase):
    method setUp (line 19) | def setUp(self):
    method tearDown (line 26) | def tearDown(self):
    method test_characteristics_downloaded_robot_execution_failures (line 29) | def test_characteristics_downloaded_robot_execution_failures(self):
    method test_index (line 36) | def test_index(self):

FILE: tests/integrations/examples/test_robot_execution_failures.py
  class RobotExecutionFailuresTestCase (line 20) | class RobotExecutionFailuresTestCase(TestCase):
    method setUp (line 21) | def setUp(self):
    method tearDown (line 28) | def tearDown(self):
    method test_characteristics_downloaded_robot_execution_failures (line 31) | def test_characteristics_downloaded_robot_execution_failures(self):
    method test_extraction_runs_through (line 40) | def test_extraction_runs_through(self):
    method test_binary_target_is_default (line 46) | def test_binary_target_is_default(self):
    method test_multilabel_target_on_request (line 51) | def test_multilabel_target_on_request(self):

FILE: tests/integrations/test_bindings.py
  class DaskBindingsTestCase (line 10) | class DaskBindingsTestCase(TestCase):
    method test_feature_extraction (line 11) | def test_feature_extraction(self):

FILE: tests/integrations/test_feature_extraction.py
  class FeatureExtractionTestCase (line 14) | class FeatureExtractionTestCase(TestCase):
    method setUp (line 15) | def setUp(self):
    method test_pandas (line 23) | def test_pandas(self):
    method test_pandas_no_pivot (line 73) | def test_pandas_no_pivot(self):
    method test_dask (line 142) | def test_dask(self):
    method test_dask_no_pivot (line 191) | def test_dask_no_pivot(self):

FILE: tests/integrations/test_full_pipeline.py
  class FullPipelineTestCase_robot_failures (line 21) | class FullPipelineTestCase_robot_failures(TestCase):
    method setUp (line 22) | def setUp(self):
    method tearDown (line 35) | def tearDown(self):
    method test_relevant_extraction (line 38) | def test_relevant_extraction(self):

FILE: tests/integrations/test_notebooks.py
  function _notebook_run (line 16) | def _notebook_run(path, timeout=default_timeout):
  class NotebooksTestCase (line 70) | class NotebooksTestCase(TestCase):
    method test_basic_example (line 71) | def test_basic_example(self):
    method test_pipeline_example (line 78) | def test_pipeline_example(self):
    method test_extraction_settings (line 84) | def test_extraction_settings(self):
    method test_multiclass_selection_example (line 90) | def test_multiclass_selection_example(self):
    method test_timeseries_forecasting (line 96) | def test_timeseries_forecasting(self):
    method test_timeseries_forecasting_exprt (line 102) | def test_timeseries_forecasting_exprt(self):
    method test_inspect_dft_features (line 109) | def test_inspect_dft_features(self):
    method test_feature_extraction_with_datetime_index (line 115) | def test_feature_extraction_with_datetime_index(self):
    method test_friedrich_coefficients (line 122) | def test_friedrich_coefficients(self):
    method test_inspect_dft_features (line 128) | def test_inspect_dft_features(self):
    method test_perform_PCA_on_extracted_features (line 134) | def test_perform_PCA_on_extracted_features(self):
    method test_visualize_benjamini_yekutieli_procedure (line 141) | def test_visualize_benjamini_yekutieli_procedure(self):

FILE: tests/integrations/test_relevant_feature_extraction.py
  class RelevantFeatureExtractionDataTestCase (line 17) | class RelevantFeatureExtractionDataTestCase(DataTestCase):
    method test_functional_equality (line 22) | def test_functional_equality(self):
  class RelevantFeatureExtractionTestCase (line 68) | class RelevantFeatureExtractionTestCase(TestCase):
    method setUp (line 69) | def setUp(self):
    method test_extracted_features_contain_X_features (line 86) | def test_extracted_features_contain_X_features(self):
    method test_extraction_null_as_column_name (line 95) | def test_extraction_null_as_column_name(self):
    method test_raises_mismatch_index_df_and_y_df_more (line 127) | def test_raises_mismatch_index_df_and_y_df_more(self):
    method test_raises_mismatch_index_df_and_y_y_more (line 146) | def test_raises_mismatch_index_df_and_y_y_more(self):
    method test_raises_y_not_series (line 162) | def test_raises_y_not_series(self):
    method test_raises_y_not_more_than_one_label (line 181) | def test_raises_y_not_more_than_one_label(self):

FILE: tests/units/feature_extraction/test_data.py
  class DataAdapterTestCase (line 258) | class DataAdapterTestCase(DataTestCase):
    method test_long_tsframe (line 259) | def test_long_tsframe(self):
    method test_long_tsframe_no_value_column (line 265) | def test_long_tsframe_no_value_column(self):
    method test_wide_tsframe (line 271) | def test_wide_tsframe(self):
    method test_wide_tsframe_without_sort (line 277) | def test_wide_tsframe_without_sort(self):
    method test_dict_tsframe (line 284) | def test_dict_tsframe(self):
    method assert_tsdata (line 290) | def assert_tsdata(self, data, expected):
    method assert_data_chunk_object_equal (line 295) | def assert_data_chunk_object_equal(self, result, expected):
    method test_simple_data_sample_two_timeseries (line 303) | def test_simple_data_sample_two_timeseries(self):
    method test_simple_data_sample_four_timeseries (line 317) | def test_simple_data_sample_four_timeseries(self):
    method test_with_dictionaries_two_rows (line 327) | def test_with_dictionaries_two_rows(self):
    method test_with_dictionaries_two_rows (line 345) | def test_with_dictionaries_two_rows(self):
    method test_wide_dataframe_order_preserved_with_sort_column (line 356) | def test_wide_dataframe_order_preserved_with_sort_column(self):
    method test_dask_dataframe_with_kind (line 377) | def test_dask_dataframe_with_kind(self):
    method test_dask_dataframe_without_kind (line 401) | def test_dask_dataframe_without_kind(self):
    method test_with_wrong_input (line 459) | def test_with_wrong_input(self):
  class PivotListTestCase (line 551) | class PivotListTestCase(TestCase):
    method test_empty_list (line 552) | def test_empty_list(self):
    method test_different_input (line 562) | def test_different_input(self):
    method test_long_input (line 585) | def test_long_input(self):

FILE: tests/units/feature_extraction/test_extraction.py
  class ExtractionTestCase (line 21) | class ExtractionTestCase(DataTestCase):
    method setUp (line 24) | def setUp(self):
    method test_extract_features (line 28) | def test_extract_features(self):
    method test_extract_features_uses_only_kind_to_fc_settings (line 78) | def test_extract_features_uses_only_kind_to_fc_settings(self):
    method test_extract_features_for_one_time_series (line 91) | def test_extract_features_for_one_time_series(self):
    method test_extract_features_for_index_based_functions (line 137) | def test_extract_features_for_index_based_functions(self):
    method test_extract_features_custom_function (line 172) | def test_extract_features_custom_function(self):
    method test_extract_features_after_randomisation (line 207) | def test_extract_features_after_randomisation(self):
    method test_profiling_file_written_out (line 239) | def test_profiling_file_written_out(self):
    method test_profiling_cumulative_file_written_out (line 257) | def test_profiling_cumulative_file_written_out(self):
    method test_extract_features_without_settings (line 280) | def test_extract_features_without_settings(self):
    method test_extract_features_with_and_without_parallelization (line 292) | def test_extract_features_with_and_without_parallelization(self):
    method test_extract_index_preservation (line 320) | def test_extract_index_preservation(self):
    method test_extract_features_alphabetically_sorted (line 334) | def test_extract_features_alphabetically_sorted(self):
  class ParallelExtractionTestCase (line 354) | class ParallelExtractionTestCase(DataTestCase):
    method setUp (line 355) | def setUp(self):
    method test_extract_features (line 368) | def test_extract_features(self):
  class DistributorUsageTestCase (line 399) | class DistributorUsageTestCase(DataTestCase):
    method setUp (line 400) | def setUp(self):
    method test_distributor_map_reduce_is_called (line 404) | def test_distributor_map_reduce_is_called(self):
    method test_distributor_close_is_called (line 423) | def test_distributor_close_is_called(self):

FILE: tests/units/feature_extraction/test_feature_calculations.py
  class FeatureCalculationTestCase (line 21) | class FeatureCalculationTestCase(TestCase):
    method setUp (line 22) | def setUp(self):
    method tearDown (line 27) | def tearDown(self):
    method assertIsNaN (line 30) | def assertIsNaN(self, result):
    method assertEqualOnAllArrayTypes (line 33) | def assertEqualOnAllArrayTypes(self, f, input_to_f, result, *args, **k...
    method assertTrueOnAllArrayTypes (line 53) | def assertTrueOnAllArrayTypes(self, f, input_to_f, *args, **kwargs):
    method assertAllTrueOnAllArrayTypes (line 62) | def assertAllTrueOnAllArrayTypes(self, f, input_to_f, *args, **kwargs):
    method assertFalseOnAllArrayTypes (line 75) | def assertFalseOnAllArrayTypes(self, f, input_to_f, *args, **kwargs):
    method assertAllFalseOnAllArrayTypes (line 84) | def assertAllFalseOnAllArrayTypes(self, f, input_to_f, *args, **kwargs):
    method assertAlmostEqualOnAllArrayTypes (line 98) | def assertAlmostEqualOnAllArrayTypes(self, f, input_to_f, result, *arg...
    method assertIsNanOnAllArrayTypes (line 122) | def assertIsNanOnAllArrayTypes(self, f, input_to_f, *args, **kwargs):
    method assertEqualPandasSeriesWrapper (line 135) | def assertEqualPandasSeriesWrapper(self, f, input_to_f, result, *args,...
    method test__roll (line 144) | def test__roll(self):
    method test___get_length_sequences_where (line 150) | def test___get_length_sequences_where(self):
    method test__into_subchunks (line 169) | def test__into_subchunks(self):
    method test_variance_larger_than_standard_deviation (line 177) | def test_variance_larger_than_standard_deviation(self):
    method test_large_standard_deviation (line 185) | def test_large_standard_deviation(self):
    method test_symmetry_looking (line 193) | def test_symmetry_looking(self):
    method test_has_duplicate_max (line 210) | def test_has_duplicate_max(self):
    method test_has_duplicate_min (line 219) | def test_has_duplicate_min(self):
    method test_has_duplicate (line 226) | def test_has_duplicate(self):
    method test_sum (line 233) | def test_sum(self):
    method test_agg_autocorrelation_returns_correct_values (line 238) | def test_agg_autocorrelation_returns_correct_values(self):
    method test_agg_autocorrelation_returns_max_lag_does_not_affect_other_results (line 268) | def test_agg_autocorrelation_returns_max_lag_does_not_affect_other_res...
    method test_partial_autocorrelation (line 282) | def test_partial_autocorrelation(self):
    method test_augmented_dickey_fuller (line 346) | def test_augmented_dickey_fuller(self):
    method test_abs_energy (line 414) | def test_abs_energy(self):
    method test_cid_ce (line 421) | def test_cid_ce(self):
    method test_lempel_ziv_complexity (line 432) | def test_lempel_ziv_complexity(self):
    method test_fourier_entropy (line 463) | def test_fourier_entropy(self):
    method test_permutation_entropy (line 488) | def test_permutation_entropy(self):
    method test_ratio_beyond_r_sigma (line 534) | def test_ratio_beyond_r_sigma(self):
    method test_mean_abs_change (line 542) | def test_mean_abs_change(self):
    method test_mean_change (line 546) | def test_mean_change(self):
    method test_mean_second_derivate_central (line 553) | def test_mean_second_derivate_central(self):
    method test_median (line 562) | def test_median(self):
    method test_mean (line 568) | def test_mean(self):
    method test_length (line 574) | def test_length(self):
    method test_standard_deviation (line 581) | def test_standard_deviation(self):
    method test_variation_coefficient (line 588) | def test_variation_coefficient(self):
    method test_variance (line 601) | def test_variance(self):
    method test_skewness (line 606) | def test_skewness(self):
    method test_kurtosis (line 614) | def test_kurtosis(self):
    method test_root_mean_square (line 621) | def test_root_mean_square(self):
    method test_mean_n_absolute_max (line 630) | def test_mean_n_absolute_max(self):
    method test_absolute_sum_of_changes (line 651) | def test_absolute_sum_of_changes(self):
    method test_longest_strike_below_mean (line 657) | def test_longest_strike_below_mean(self):
    method test_longest_strike_above_mean (line 668) | def test_longest_strike_above_mean(self):
    method test_count_above_mean (line 679) | def test_count_above_mean(self):
    method test_count_below_mean (line 685) | def test_count_below_mean(self):
    method test_last_location_maximum (line 691) | def test_last_location_maximum(self):
    method test_first_location_of_maximum (line 707) | def test_first_location_of_maximum(self):
    method test_last_location_of_minimum (line 723) | def test_last_location_of_minimum(self):
    method test_first_location_of_minimum (line 739) | def test_first_location_of_minimum(self):
    method test_percentage_of_doubled_datapoints (line 755) | def test_percentage_of_doubled_datapoints(self):
    method test_ratio_of_doubled_values (line 774) | def test_ratio_of_doubled_values(self):
    method test_sum_of_reoccurring_values (line 793) | def test_sum_of_reoccurring_values(self):
    method test_sum_of_reoccurring_data_points (line 806) | def test_sum_of_reoccurring_data_points(self):
    method test_uniqueness_factor (line 819) | def test_uniqueness_factor(self):
    method test_fft_coefficient (line 834) | def test_fft_coefficient(self):
    method test_fft_aggregated (line 893) | def test_fft_aggregated(self):
    method test_number_peaks (line 971) | def test_number_peaks(self):
    method test_mass_quantile (line 980) | def test_mass_quantile(self):
    method test_number_cwt_peaks (line 1041) | def test_number_cwt_peaks(self):
    method test_spkt_welch_density (line 1045) | def test_spkt_welch_density(self):
    method test_cwt_coefficients (line 1055) | def test_cwt_coefficients(self):
    method test_ar_coefficient (line 1077) | def test_ar_coefficient(self):
    method test_time_reversal_asymmetry_statistic (line 1129) | def test_time_reversal_asymmetry_statistic(self):
    method test_number_crossing_m (line 1156) | def test_number_crossing_m(self):
    method test_c3 (line 1165) | def test_c3(self):
    method test_binned_entropy (line 1178) | def test_binned_entropy(self):
    method test_sample_entropy (line 1205) | def test_sample_entropy(self):
    method test_autocorrelation (line 1329) | def test_autocorrelation(self):
    method test_quantile (line 1348) | def test_quantile(self):
    method test_mean_abs_change_quantiles (line 1361) | def test_mean_abs_change_quantiles(self):
    method test_value_count (line 1511) | def test_value_count(self):
    method test_range_count (line 1533) | def test_range_count(self):
    method test_approximate_entropy (line 1550) | def test_approximate_entropy(self):
    method test_absolute_maximum (line 1562) | def test_absolute_maximum(self):
    method test_max_langevin_fixed_point (line 1567) | def test_max_langevin_fixed_point(self):
    method test_linear_trend (line 1585) | def test_linear_trend(self):
    method test__aggregate_on_chunks (line 1634) | def test__aggregate_on_chunks(self):
    method test_agg_linear_trend (line 1691) | def test_agg_linear_trend(self):
    method test_energy_ratio_by_chunks (line 1757) | def test_energy_ratio_by_chunks(self):
    method test_linear_trend_timewise_hours (line 1796) | def test_linear_trend_timewise_hours(self):
    method test_linear_trend_timewise_days (line 1836) | def test_linear_trend_timewise_days(self):
    method test_linear_trend_timewise_seconds (line 1867) | def test_linear_trend_timewise_seconds(self):
    method test_linear_trend_timewise_years (line 1898) | def test_linear_trend_timewise_years(self):
    method test_change_quantiles (line 1934) | def test_change_quantiles(self):
    method test_count_above (line 1940) | def test_count_above(self):
    method test_count_below (line 1962) | def test_count_below(self):
    method test_benford_correlation (line 1984) | def test_benford_correlation(self):
    method test_query_similarity_count (line 2017) | def test_query_similarity_count(self):
    method test_matrix_profile_window (line 2043) | def test_matrix_profile_window(self):
    method test_matrix_profile_no_window (line 2066) | def test_matrix_profile_no_window(self):
    method test_matrix_profile_nan (line 2091) | def test_matrix_profile_nan(self):
  class FriedrichTestCase (line 2108) | class FriedrichTestCase(TestCase):
    method test_estimate_friedrich_coefficients (line 2109) | def test_estimate_friedrich_coefficients(self):
    method test_friedrich_coefficients (line 2127) | def test_friedrich_coefficients(self):
    method test_friedrich_number_of_returned_features_is_equal_to_number_of_parameters (line 2142) | def test_friedrich_number_of_returned_features_is_equal_to_number_of_p...
    method test_friedrich_equal_to_snapshot (line 2158) | def test_friedrich_equal_to_snapshot(self):

FILE: tests/units/feature_extraction/test_settings.py
  class TestSettingsObject (line 26) | class TestSettingsObject(TestCase):
    method test_range_count_correctly_configured (line 31) | def test_range_count_correctly_configured(self):
    method test_from_column_raises_on_wrong_column_format (line 37) | def test_from_column_raises_on_wrong_column_format(self):
    method test_from_column_correct_for_selected_columns (line 45) | def test_from_column_correct_for_selected_columns(self):
    method test_from_column_correct_for_comprehensive_fc_parameters (line 98) | def test_from_column_correct_for_comprehensive_fc_parameters(self):
    method test_from_columns_ignores_columns (line 117) | def test_from_columns_ignores_columns(self):
    method test_default_calculates_all_features (line 138) | def test_default_calculates_all_features(self):
    method test_from_columns_correct_for_different_kind_datatypes (line 159) | def test_from_columns_correct_for_different_kind_datatypes(self):
  class TestEfficientFCParameters (line 195) | class TestEfficientFCParameters(TestCase):
    method test_extraction_runs_through (line 200) | def test_extraction_runs_through(self):
    method test_contains_all_non_high_comp_cost_features (line 217) | def test_contains_all_non_high_comp_cost_features(self):
    method test_contains_all_time_based_features (line 238) | def test_contains_all_time_based_features(self):
    method test_contains_all_index_based_features (line 260) | def test_contains_all_index_based_features(self):
  class TestMinimalSettingsObject (line 281) | class TestMinimalSettingsObject(TestCase):
    method test_all_minimal_features_in (line 282) | def test_all_minimal_features_in(self):
    method test_extraction_runs_through (line 295) | def test_extraction_runs_through(self):
  class TestSettingPickability (line 329) | class TestSettingPickability(TestCase):
    method test_settings_pickable (line 330) | def test_settings_pickable(self):
  class TestIncludeFunction (line 354) | class TestIncludeFunction(TestCase):
    method test_no_fctype (line 355) | def test_no_fctype(self):
    method test_fctype (line 361) | def test_fctype(self):
    method test_fctype_default_exclusion (line 384) | def test_fctype_default_exclusion(self):
    method test_fctype_exclude (line 403) | def test_fctype_exclude(self):

FILE: tests/units/feature_selection/test_checks.py
  function binary_series_with_nan (line 20) | def binary_series_with_nan():
  function real_series_with_nan (line 25) | def real_series_with_nan():
  function binary_series (line 30) | def binary_series():
  function real_series (line 35) | def real_series():
  class TestChecksBinaryReal (line 39) | class TestChecksBinaryReal:
    method test_check_target_is_binary (line 44) | def test_check_target_is_binary(self, real_series):
    method test_checks_test_function (line 50) | def test_checks_test_function(self, binary_series, real_series):
    method test_checks_feature_nan (line 56) | def test_checks_feature_nan(self, real_series_with_nan, binary_series):
    method test_checks_target_nan (line 64) | def test_checks_target_nan(self, binary_series_with_nan, real_series):
    method test_check_feature_is_series (line 72) | def test_check_feature_is_series(self, binary_series, real_series):
    method test_check_feature_is_series (line 76) | def test_check_feature_is_series(self, binary_series, real_series):
  class TestChecksBinaryBinary (line 81) | class TestChecksBinaryBinary:
    method test_checks_feature_is_binary (line 86) | def test_checks_feature_is_binary(self, binary_series, real_series):
    method test_checks_target_is_binary (line 90) | def test_checks_target_is_binary(self, binary_series, real_series):
    method test_checks_feature_is_series (line 94) | def test_checks_feature_is_series(self, binary_series):
    method test_checks_target_is_series (line 98) | def test_checks_target_is_series(self, binary_series):
    method test_checks_feature_nan (line 102) | def test_checks_feature_nan(self, binary_series_with_nan, binary_series):
    method test_checks_target_nan (line 106) | def test_checks_target_nan(self, binary_series_with_nan, binary_series):
  class TestChecksRealReal (line 111) | class TestChecksRealReal:
    method test_checks_feature_is_series (line 116) | def test_checks_feature_is_series(self, real_series):
    method test_checks_target_is_series (line 120) | def test_checks_target_is_series(self, real_series):
    method test_checks_feature_nan (line 124) | def test_checks_feature_nan(self, real_series_with_nan, real_series):
    method test_checks_target_nan (line 128) | def test_checks_target_nan(self, real_series_with_nan, real_series):
  class TestChecksRealBinary (line 133) | class TestChecksRealBinary:
    method test_feature_is_binary (line 138) | def test_feature_is_binary(self, real_series):
    method test_feature_is_series (line 142) | def test_feature_is_series(self, real_series, binary_series):
    method test_feature_is_series (line 146) | def test_feature_is_series(self, real_series, binary_series):
    method test_checks_feature_nan (line 150) | def test_checks_feature_nan(self, binary_series_with_nan, real_series):
    method test_checks_target_nan (line 154) | def test_checks_target_nan(self, real_series_with_nan, binary_series):

FILE: tests/units/feature_selection/test_fdr_control.py
  function test_fdr_control (line 35) | def test_fdr_control(p_value, ind, fdr, expected):

FILE: tests/units/feature_selection/test_feature_significance.py
  class FeatureSignificanceTestCase (line 13) | class FeatureSignificanceTestCase(TestCase):
    method setUp (line 16) | def setUp(self):
    method test_binary_target_mixed_case (line 20) | def test_binary_target_mixed_case(self):
    method test_binary_target_binary_features (line 82) | def test_binary_target_binary_features(self):
    method test_binomial_target_realvalued_features (line 140) | def test_binomial_target_realvalued_features(self):
    method test_real_target_mixed_case (line 181) | def test_real_target_mixed_case(self):
    method test_real_target_binary_features (line 233) | def test_real_target_binary_features(self):
    method test_all_features_good (line 264) | def test_all_features_good(self):
    method test_all_features_bad (line 288) | def test_all_features_bad(self):

FILE: tests/units/feature_selection/test_relevance.py
  class TestInferMLTask (line 20) | class TestInferMLTask:
    method test_infers_classification_for_integer_target (line 21) | def test_infers_classification_for_integer_target(self):
    method test_infers_classification_for_boolean_target (line 25) | def test_infers_classification_for_boolean_target(self):
    method test_infers_classification_for_object_target (line 29) | def test_infers_classification_for_object_target(self):
    method test_infers_regression_for_float_target (line 33) | def test_infers_regression_for_float_target(self):
  class TestCalculateRelevanceTable (line 38) | class TestCalculateRelevanceTable:
    method y_binary (line 40) | def y_binary(self):
    method y_real (line 44) | def y_real(self):
    method y_multi (line 48) | def y_multi(self):
    method X (line 55) | def X(self):
    method test_restrict_ml_task_options (line 61) | def test_restrict_ml_task_options(self, X, y_binary):
    method test_constant_feature_irrelevant (line 65) | def test_constant_feature_irrelevant(self, y_binary):
    method test_target_binary_calls_correct_tests (line 76) | def test_target_binary_calls_correct_tests(
    method test_target_real_calls_correct_tests (line 94) | def test_target_real_calls_correct_tests(
    method test_warning_for_no_relevant_feature (line 127) | def test_warning_for_no_relevant_feature(
    method test_multiclass_requires_classification (line 148) | def test_multiclass_requires_classification(self, X, y_real):
    method test_multiclass_n_significant_error (line 152) | def test_multiclass_n_significant_error(self, X, y_binary):
    method test_multiclass_relevance_table_columns (line 158) | def test_multiclass_relevance_table_columns(self, X, y_binary):
    method test_multiclass_correct_features_relevant (line 165) | def test_multiclass_correct_features_relevant(self, y_multi):
  class TestCombineRelevanceTables (line 190) | class TestCombineRelevanceTables:
    method relevance_table (line 192) | def relevance_table(self):
    method test_disjuncts_relevance (line 201) | def test_disjuncts_relevance(self, relevance_table):
    method test_respects_index (line 208) | def test_respects_index(self, relevance_table):
    method test_aggregates_p_value (line 216) | def test_aggregates_p_value(self, relevance_table):
  class TestGetFeatureType (line 224) | class TestGetFeatureType:
    method test_binary (line 225) | def test_binary(self):
    method test_constant (line 229) | def test_constant(self):
    method test_real (line 233) | def test_real(self):

FILE: tests/units/feature_selection/test_selection.py
  class TestSelectFeatures (line 12) | class TestSelectFeatures:
    method test_assert_list (line 13) | def test_assert_list(self):
    method test_assert_one_row_X (line 17) | def test_assert_one_row_X(self):
    method test_assert_one_label_y (line 23) | def test_assert_one_label_y(self):
    method test_assert_different_index (line 29) | def test_assert_different_index(self):
    method test_assert_shorter_y (line 35) | def test_assert_shorter_y(self):
    method test_assert_X_is_DataFrame (line 41) | def test_assert_X_is_DataFrame(self):
    method test_selects_for_each_class (line 47) | def test_selects_for_each_class(self):
    method test_multiclass_selects_correct_n_significant (line 59) | def test_multiclass_selects_correct_n_significant(self):

FILE: tests/units/feature_selection/test_significance_tests.py
  function set_random_seed (line 18) | def set_random_seed():
  function binary_feature (line 23) | def binary_feature(set_random_seed):
  function binary_target_not_related (line 28) | def binary_target_not_related(set_random_seed):
  function real_feature (line 33) | def real_feature(set_random_seed):
  function real_target_not_related (line 38) | def real_target_not_related(set_random_seed):
  class TestUnsignificant (line 42) | class TestUnsignificant:
    method minimal_p_value_for_unsignificant_features (line 44) | def minimal_p_value_for_unsignificant_features(self):
    method test_feature_selection_target_binary_features_binary (line 47) | def test_feature_selection_target_binary_features_binary(
    method test_feature_selection_target_binary_features_realvalued (line 62) | def test_feature_selection_target_binary_features_realvalued(
    method test_feature_selection_target_realvalued_features_binary (line 77) | def test_feature_selection_target_realvalued_features_binary(
    method test_feature_selection_target_realvalued_features_realvalued (line 91) | def test_feature_selection_target_realvalued_features_realvalued(
  class TestSignificant (line 105) | class TestSignificant:
    method maximal_p_value_for_significant_features (line 107) | def maximal_p_value_for_significant_features(self):
    method test_feature_selection_target_binary_features_binary (line 110) | def test_feature_selection_target_binary_features_binary(
    method test_feature_selection_target_binary_features_realvalued_mann (line 127) | def test_feature_selection_target_binary_features_realvalued_mann(
    method test_feature_selection_target_binary_features_realvalued_smir (line 146) | def test_feature_selection_target_binary_features_realvalued_smir(
    method test_feature_selection_target_realvalued_features_binary (line 163) | def test_feature_selection_target_realvalued_features_binary(
    method test_feature_selection_target_realvalued_features_realvalued (line 177) | def test_feature_selection_target_realvalued_features_realvalued(

FILE: tests/units/scripts/test_run_tsfresh.py
  class RunTSFreshTestCase (line 14) | class RunTSFreshTestCase(TestCase):
    method setUp (line 20) | def setUp(self):
    method tearDown (line 39) | def tearDown(self):
    method call_main_function (line 46) | def call_main_function(self, input_csv_string=None, arguments=""):
    method test_invalid_arguments (line 69) | def test_invalid_arguments(self):
    method test_csv_without_headers_wrong_arguments (line 74) | def test_csv_without_headers_wrong_arguments(self):
    method test_csv_without_headers (line 79) | def test_csv_without_headers(self):
    method test_csv_with_header (line 104) | def test_csv_with_header(self):

FILE: tests/units/transformers/test_feature_augmenter.py
  class FeatureAugmenterTestCase (line 13) | class FeatureAugmenterTestCase(DataTestCase):
    method setUp (line 14) | def setUp(self):
    method test_fit_and_transform (line 23) | def test_fit_and_transform(self):
    method test_add_features_to_only_a_part (line 65) | def test_add_features_to_only_a_part(self):
    method test_no_ids_present (line 96) | def test_no_ids_present(self):

FILE: tests/units/transformers/test_feature_selector.py
  class FeatureSelectorTestCase (line 14) | class FeatureSelectorTestCase(TestCase):
    method setUp (line 15) | def setUp(self):
    method test_not_fitted (line 18) | def test_not_fitted(self):
    method test_extract_relevant_features (line 25) | def test_extract_relevant_features(self):
    method test_nothing_relevant (line 70) | def test_nothing_relevant(self):
    method test_with_numpy_array (line 86) | def test_with_numpy_array(self):
    method test_feature_importance (line 108) | def test_feature_importance(self):
    method test_feature_importance (line 122) | def test_feature_importance(self):
    method test_multiclass_relevant_features_selected (line 139) | def test_multiclass_relevant_features_selected(self):
    method test_multiclass_importance_p_values (line 157) | def test_multiclass_importance_p_values(self):
    method test_multiclass_max_avg_p_values (line 189) | def test_multiclass_max_avg_p_values(self):

FILE: tests/units/transformers/test_per_column_imputer.py
  class PerColumnImputerTestCase (line 18) | class PerColumnImputerTestCase(TestCase):
    method setUp (line 19) | def setUp(self):
    method test_not_fitted (line 22) | def test_not_fitted(self):
    method test_only_nans_and_infs (line 29) | def test_only_nans_and_infs(self):
    method test_with_numpy_array (line 50) | def test_with_numpy_array(self):
    method test_standard_replacement_behavior (line 87) | def test_standard_replacement_behavior(self):
    method test_partial_preset_col_to_NINF_given (line 100) | def test_partial_preset_col_to_NINF_given(self):
    method test_partial_preset_col_to_PINF_given (line 114) | def test_partial_preset_col_to_PINF_given(self):
    method test_partial_preset_col_to_NAN_given (line 128) | def test_partial_preset_col_to_NAN_given(self):
    method test_different_shapes_fitted_and_transformed (line 142) | def test_different_shapes_fitted_and_transformed(self):
    method test_preset_has_higher_priority_than_fit (line 153) | def test_preset_has_higher_priority_than_fit(self):
    method test_only_parameters_of_last_fit_count (line 168) | def test_only_parameters_of_last_fit_count(self):
    method test_only_subset_of_columns_given (line 187) | def test_only_subset_of_columns_given(self):
    method test_NINF_preset_contains_more_columns_than_dataframe_to_fit (line 202) | def test_NINF_preset_contains_more_columns_than_dataframe_to_fit(self):
    method test_PINF_preset_contains_more_columns_than_dataframe_to_fit (line 212) | def test_PINF_preset_contains_more_columns_than_dataframe_to_fit(self):
    method test_NAN_preset_contains_more_columns_than_dataframe_to_fit (line 222) | def test_NAN_preset_contains_more_columns_than_dataframe_to_fit(self):

FILE: tests/units/transformers/test_relevant_feature_augmenter.py
  class RelevantFeatureAugmenterTestCase (line 17) | class RelevantFeatureAugmenterTestCase(DataTestCase):
    method setUp (line 18) | def setUp(self):
    method test_not_fitted (line 26) | def test_not_fitted(self):
    method test_no_timeseries (line 33) | def test_no_timeseries(self):
    method test_nothing_relevant (line 42) | def test_nothing_relevant(self):
    method test_filter_only_tsfresh_features_true (line 65) | def test_filter_only_tsfresh_features_true(self):
    method test_filter_only_tsfresh_features_false (line 97) | def test_filter_only_tsfresh_features_false(self):
    method test_does_impute (line 137) | def test_does_impute(self, calculate_relevance_table_mock):
    method test_no_ids_present (line 156) | def test_no_ids_present(self):
    method test_multiclass_selection (line 186) | def test_multiclass_selection(self):
  function test_relevant_augmentor_cross_validated (line 205) | def test_relevant_augmentor_cross_validated():

FILE: tests/units/utilities/test_dataframe_functions.py
  class RollingTestCase (line 17) | class RollingTestCase(TestCase):
    method test_with_wrong_input (line 18) | def test_with_wrong_input(self):
    method test_assert_single_row (line 135) | def test_assert_single_row(self):
    method test_positive_rolling (line 148) | def test_positive_rolling(self):
    method test_negative_rolling (line 318) | def test_negative_rolling(self):
    method test_rolling_with_larger_shift (line 578) | def test_rolling_with_larger_shift(self):
    method test_stacked_rolling (line 652) | def test_stacked_rolling(self):
    method test_dict_rolling (line 742) | def test_dict_rolling(self):
    method test_dict_rolling_maxshift_1 (line 806) | def test_dict_rolling_maxshift_1(self):
    method test_order_rolling (line 868) | def test_order_rolling(self):
    method test_warning_on_non_uniform_time_steps (line 916) | def test_warning_on_non_uniform_time_steps(self):
    method test_multicore_rolling (line 946) | def test_multicore_rolling(self):
  class CheckForNanTestCase (line 1040) | class CheckForNanTestCase(TestCase):
    method test_all_columns (line 1041) | def test_all_columns(self):
    method test_not_all_columns (line 1053) | def test_not_all_columns(self):
  class ImputeTestCase (line 1084) | class ImputeTestCase(TestCase):
    method test_impute_zero (line 1085) | def test_impute_zero(self):
    method test_toplevel_impute (line 1123) | def test_toplevel_impute(self):
    method test_impute_range (line 1166) | def test_impute_range(self):
  class RestrictTestCase (line 1261) | class RestrictTestCase(TestCase):
    method test_restrict_dataframe (line 1262) | def test_restrict_dataframe(self):
    method test_restrict_dict (line 1273) | def test_restrict_dict(self):
    method test_restrict_wrong (line 1291) | def test_restrict_wrong(self):
  class GetRangeValuesPerColumnTestCase (line 1303) | class GetRangeValuesPerColumnTestCase(TestCase):
    method test_ignores_non_finite_values (line 1304) | def test_ignores_non_finite_values(self):
    method test_range_values_correct_with_even_length (line 1317) | def test_range_values_correct_with_even_length(self):
    method test_range_values_correct_with_uneven_length (line 1330) | def test_range_values_correct_with_uneven_length(self):
    method test_no_finite_values_yields_0 (line 1343) | def test_no_finite_values_yields_0(self):
  class MakeForecastingFrameTestCase (line 1364) | class MakeForecastingFrameTestCase(TestCase):
    method test_make_forecasting_frame_list (line 1365) | def test_make_forecasting_frame_list(self):
    method test_make_forecasting_frame_range (line 1386) | def test_make_forecasting_frame_range(self):
    method test_make_forecasting_frame_pdSeries (line 1406) | def test_make_forecasting_frame_pdSeries(self):
    method test_make_forecasting_frame_feature_extraction (line 1453) | def test_make_forecasting_frame_feature_extraction(self):
  class GetIDsTestCase (line 1472) | class GetIDsTestCase(TestCase):
    method test_get_id__correct_DataFrame (line 1473) | def test_get_id__correct_DataFrame(self):
    method test_get_id__correct_dict (line 1477) | def test_get_id__correct_dict(self):
    method test_get_id_wrong (line 1488) | def test_get_id_wrong(self):
  class AddSubIdTestCase (line 1493) | class AddSubIdTestCase(TestCase):
    method test_no_parameters (line 1494) | def test_no_parameters(self):
    method test_id_parameters (line 1501) | def test_id_parameters(self):
    method test_kind_parameters (line 1516) | def test_kind_parameters(self):
    method test_sort_parameters (line 1536) | def test_sort_parameters(self):
    method test_dict_input (line 1558) | def test_dict_input(self):

FILE: tests/units/utilities/test_distribution.py
  class MultiprocessingDistributorTestCase (line 22) | class MultiprocessingDistributorTestCase(TestCase):
    method test_n_jobs (line 23) | def test_n_jobs(self):
    method test_partition (line 36) | def test_partition(self):
    method test__calculate_best_chunk_size (line 50) | def test__calculate_best_chunk_size(self):
  class LocalDaskDistributorTestCase (line 64) | class LocalDaskDistributorTestCase(DataTestCase):
    method test_local_dask_cluster_extraction_one_worker (line 65) | def test_local_dask_cluster_extraction_one_worker(self):
    method test_local_dask_cluster_extraction_two_worker (line 97) | def test_local_dask_cluster_extraction_two_worker(self):
  class ClusterDaskDistributorTestCase (line 130) | class ClusterDaskDistributorTestCase(DataTestCase):
    method test_dask_cluster_extraction_one_worker (line 132) | def test_dask_cluster_extraction_one_worker(self):
    method test_dask_cluster_extraction_two_workers (line 170) | def test_dask_cluster_extraction_two_workers(self):

FILE: tests/units/utilities/test_string_manipilations.py
  class StringUtilities (line 10) | class StringUtilities(TestCase):
    method test_convert_to_output_format (line 11) | def test_convert_to_output_format(self):
    method test_convert_to_output_format_wrong_order (line 24) | def test_convert_to_output_format_wrong_order(self):

FILE: tsfresh/convenience/bindings.py
  function _feature_extraction_on_chunk_helper (line 9) | def _feature_extraction_on_chunk_helper(
  function dask_feature_extraction_on_chunk (line 45) | def dask_feature_extraction_on_chunk(
  function spark_feature_extraction_on_chunk (line 148) | def spark_feature_extraction_on_chunk(

FILE: tsfresh/convenience/relevant_extraction.py
  function extract_relevant_features (line 17) | def extract_relevant_features(

FILE: tsfresh/examples/driftbif_simulation.py
  class velocity (line 15) | class velocity:
    method __init__ (line 43) | def __init__(self, tau=3.8, kappa_3=0.3, Q=1950.0, R=3e-4, delta_t=0.0...
    method __call__ (line 77) | def __call__(self, v):
    method simulate (line 89) | def simulate(self, N, v0=np.zeros(2)):
  function sample_tau (line 111) | def sample_tau(n=10, kappa_3=0.3, ratio=0.5, rel_increase=0.15):
  function load_driftbif (line 136) | def load_driftbif(n, length, m=2, classification=True, kappa_3=0.3, seed...

FILE: tsfresh/examples/har_dataset.py
  function download_har_dataset (line 36) | def download_har_dataset(folder_name=data_file_name):
  function load_har_dataset (line 73) | def load_har_dataset(folder_name=data_file_name):
  function load_har_classes (line 90) | def load_har_classes(folder_name=data_file_name):

FILE: tsfresh/examples/robot_execution_failures.py
  function download_robot_execution_failures (line 44) | def download_robot_execution_failures(file_name=data_file_name):
  function load_robot_execution_failures (line 84) | def load_robot_execution_failures(multiclass=False, file_name=data_file_...

FILE: tsfresh/feature_extraction/data.py
  function _binding_helper (line 13) | def _binding_helper(f, kwargs, column_sort, column_id, column_kind, colu...
  class Timeseries (line 31) | class Timeseries(namedtuple("Timeseries", ["id", "kind", "data"])):
  class TsData (line 40) | class TsData:
  class PartitionedTsData (line 55) | class PartitionedTsData(Iterable[Timeseries], Sized, TsData):
    method __init__ (line 61) | def __init__(self, df, column_id):
    method pivot (line 64) | def pivot(self, results):
  function _check_colname (line 102) | def _check_colname(*columns):
  function _check_nan (line 126) | def _check_nan(df, *columns):
  function _get_value_columns (line 148) | def _get_value_columns(df, *other_columns):
  class WideTsFrameAdapter (line 159) | class WideTsFrameAdapter(PartitionedTsData):
    method __init__ (line 160) | def __init__(self, df, column_id, column_sort=None, value_columns=None):
    method __len__ (line 199) | def __len__(self):
    method __iter__ (line 202) | def __iter__(self):
  class LongTsFrameAdapter (line 211) | class LongTsFrameAdapter(PartitionedTsData):
    method __init__ (line 212) | def __init__(self, df, column_id, column_kind, column_value=None, colu...
    method __len__ (line 262) | def __len__(self):
    method __iter__ (line 265) | def __iter__(self):
  class TsDictAdapter (line 272) | class TsDictAdapter(PartitionedTsData):
    method __init__ (line 273) | def __init__(self, ts_dict, column_id, column_value, column_sort=None):
    method __iter__ (line 310) | def __iter__(self):
    method __len__ (line 315) | def __len__(self):
  class DaskTsAdapter (line 319) | class DaskTsAdapter(TsData):
    method __init__ (line 320) | def __init__(
    method apply (line 388) | def apply(self, f, meta, **kwargs):
    method pivot (line 407) | def pivot(self, results):
  function to_tsdata (line 425) | def to_tsdata(

FILE: tsfresh/feature_extraction/extraction.py
  function extract_features (line 30) | def extract_features(
  function _do_extraction (line 193) | def _do_extraction(
  function _do_extraction_on_chunk (line 308) | def _do_extraction_on_chunk(

FILE: tsfresh/feature_extraction/feature_calculators.py
  function _roll (line 56) | def _roll(a, shift):
  function _get_length_sequences_where (line 102) | def _get_length_sequences_where(x):
  function _estimate_friedrich_coefficients (line 131) | def _estimate_friedrich_coefficients(x, m, r):
  function _aggregate_on_chunks (line 176) | def _aggregate_on_chunks(x, f_agg, chunk_len):
  function _into_subchunks (line 196) | def _into_subchunks(x, subchunk_length, every_n=1):
  function set_property (line 222) | def set_property(key, value):
  function variance_larger_than_standard_deviation (line 239) | def variance_larger_than_standard_deviation(x):
  function ratio_beyond_r_sigma (line 256) | def ratio_beyond_r_sigma(x, r):
  function large_standard_deviation (line 273) | def large_standard_deviation(x, r):
  function symmetry_looking (line 299) | def symmetry_looking(x, param):
  function has_duplicate_max (line 325) | def has_duplicate_max(x):
  function has_duplicate_min (line 340) | def has_duplicate_min(x):
  function has_duplicate (line 355) | def has_duplicate(x):
  function sum_values (line 371) | def sum_values(x):
  function agg_autocorrelation (line 387) | def agg_autocorrelation(x, param):
  function partial_autocorrelation (line 440) | def partial_autocorrelation(x, param):
  function augmented_dickey_fuller (line 499) | def augmented_dickey_fuller(x, param):
  function abs_energy (line 548) | def abs_energy(x):
  function cid_ce (line 567) | def cid_ce(x, normalize):
  function mean_abs_change (line 604) | def mean_abs_change(x):
  function mean_change (line 624) | def mean_change(x):
  function mean_second_derivative_central (line 644) | def mean_second_derivative_central(x):
  function median (line 663) | def median(x):
  function mean (line 677) | def mean(x):
  function length (line 691) | def length(x):
  function standard_deviation (line 705) | def standard_deviation(x):
  function variation_coefficient (line 718) | def variation_coefficient(x):
  function variance (line 735) | def variance(x):
  function skewness (line 749) | def skewness(x):
  function kurtosis (line 766) | def kurtosis(x):
  function root_mean_square (line 783) | def root_mean_square(x):
  function absolute_sum_of_changes (line 796) | def absolute_sum_of_changes(x):
  function longest_strike_below_mean (line 813) | def longest_strike_below_mean(x):
  function longest_strike_above_mean (line 828) | def longest_strike_above_mean(x):
  function count_above_mean (line 843) | def count_above_mean(x):
  function count_below_mean (line 857) | def count_below_mean(x):
  function last_location_of_maximum (line 871) | def last_location_of_maximum(x):
  function first_location_of_maximum (line 886) | def first_location_of_maximum(x):
  function last_location_of_minimum (line 902) | def last_location_of_minimum(x):
  function first_location_of_minimum (line 917) | def first_location_of_minimum(x):
  function percentage_of_reoccurring_values_to_all_values (line 933) | def percentage_of_reoccurring_values_to_all_values(x):
  function percentage_of_reoccurring_datapoints_to_all_datapoints (line 961) | def percentage_of_reoccurring_datapoints_to_all_datapoints(x):
  function sum_of_reoccurring_values (line 992) | def sum_of_reoccurring_values(x):
  function sum_of_reoccurring_data_points (line 1020) | def sum_of_reoccurring_data_points(x):
  function ratio_value_number_to_time_series_length (line 1045) | def ratio_value_number_to_time_series_length(x):
  function fft_coefficient (line 1067) | def fft_coefficient(x, param):
  function fft_aggregated (line 1123) | def fft_aggregated(x, param):
  function number_peaks (line 1235) | def number_peaks(x, n):
  function index_mass_quantile (line 1275) | def index_mass_quantile(x, param):
  function _ricker (line 1307) | def _ricker(points, a):
  function number_cwt_peaks (line 1320) | def number_cwt_peaks(x, n):
  function linear_trend (line 1343) | def linear_trend(x, param):
  function cwt_coefficients (line 1370) | def cwt_coefficients(x, param):
  function spkt_welch_density (line 1418) | def spkt_welch_density(x, param):
  function ar_coefficient (line 1459) | def ar_coefficient(x, param):
  function change_quantiles (line 1511) | def change_quantiles(x, ql, qh, isabs, f_agg):
  function time_reversal_asymmetry_statistic (line 1557) | def time_reversal_asymmetry_statistic(x, lag):
  function c3 (line 1600) | def c3(x, lag):
  function mean_n_absolute_max (line 1643) | def mean_n_absolute_max(x, number_of_maxima):
  function binned_entropy (line 1666) | def binned_entropy(x, max_bins):
  function sample_entropy (line 1701) | def sample_entropy(x):
  function approximate_entropy (line 1759) | def approximate_entropy(x, m, r):
  function fourier_entropy (line 1809) | def fourier_entropy(x, bins):
  function lempel_ziv_complexity (line 1825) | def lempel_ziv_complexity(x, bins):
  function permutation_entropy (line 1866) | def permutation_entropy(x, tau, dimension):
  function autocorrelation (line 1919) | def autocorrelation(x, lag):
  function quantile (line 1963) | def quantile(x, q):
  function number_crossing_m (line 1980) | def number_crossing_m(x, m):
  function maximum (line 2003) | def maximum(x):
  function absolute_maximum (line 2017) | def absolute_maximum(x):
  function minimum (line 2031) | def minimum(x):
  function value_count (line 2044) | def value_count(x, value):
  function range_count (line 2065) | def range_count(x, min, max):
  function friedrich_coefficients (line 2082) | def friedrich_coefficients(x, param):
  function max_langevin_fixed_point (line 2134) | def max_langevin_fixed_point(x, r, m):
  function agg_linear_trend (line 2171) | def agg_linear_trend(x, param):
  function energy_ratio_by_chunks (line 2226) | def energy_ratio_by_chunks(x, param):
  function linear_trend_timewise (line 2274) | def linear_trend_timewise(x, param):
  function count_above (line 2309) | def count_above(x, t):
  function count_below (line 2325) | def count_below(x, t):
  function benford_correlation (line 2341) | def benford_correlation(x):
  function matrix_profile (line 2385) | def matrix_profile(x, param):
  function query_similarity_count (line 2475) | def query_similarity_count(x, param):

FILE: tsfresh/feature_extraction/settings.py
  function from_columns (line 23) | def from_columns(columns, columns_to_ignore=None):
  function include_function (line 86) | def include_function(func, exclusion_attr="input_type"):
  class PickableSettings (line 109) | class PickableSettings(UserDict):
    method __getstate__ (line 120) | def __getstate__(self):
    method __setstate__ (line 125) | def __setstate__(self, state):
  class ComprehensiveFCParameters (line 133) | class ComprehensiveFCParameters(PickableSettings):
    method __init__ (line 154) | def __init__(self):
  class MinimalFCParameters (line 297) | class MinimalFCParameters(ComprehensiveFCParameters):
    method __init__ (line 313) | def __init__(self):
  class EfficientFCParameters (line 323) | class EfficientFCParameters(ComprehensiveFCParameters):
    method __init__ (line 337) | def __init__(self):
  class IndexBasedFCParameters (line 346) | class IndexBasedFCParameters(ComprehensiveFCParameters):
    method __init__ (line 355) | def __init__(self):
  class TimeBasedFCParameters (line 363) | class TimeBasedFCParameters(ComprehensiveFCParameters):
    method __init__ (line 372) | def __init__(self):

FILE: tsfresh/feature_selection/relevance.py
  function calculate_relevance_table (line 31) | def calculate_relevance_table(
  function _calculate_relevance_table_for_implicit_target (line 323) | def _calculate_relevance_table_for_implicit_target(
  function infer_ml_task (line 351) | def infer_ml_task(y):
  function combine_relevance_tables (line 371) | def combine_relevance_tables(relevance_tables):
  function get_feature_type (line 390) | def get_feature_type(feature_column):

FILE: tsfresh/feature_selection/selection.py
  function select_features (line 17) | def select_features(

FILE: tsfresh/feature_selection/significance_tests.py
  function target_binary_feature_binary_test (line 43) | def target_binary_feature_binary_test(x, y):
  function target_binary_feature_real_test (line 84) | def target_binary_feature_real_test(x, y, test):
  function target_real_feature_binary_test (line 135) | def target_real_feature_binary_test(x, y):
  function target_real_feature_real_test (line 170) | def target_real_feature_real_test(x, y):
  function __check_if_pandas_series (line 191) | def __check_if_pandas_series(x, y):
  function __check_for_binary_target (line 214) | def __check_for_binary_target(y):
  function __check_for_binary_feature (line 239) | def __check_for_binary_feature(x):
  function _check_for_nans (line 266) | def _check_for_nans(x, y):

FILE: tsfresh/scripts/measure_execution_time.py
  class DataCreationTask (line 22) | class DataCreationTask(luigi.Task):
    method output (line 29) | def output(self):
    method run (line 32) | def run(self):
  class TimingTask (line 53) | class TimingTask(luigi.Task):
    method output (line 60) | def output(self):
    method run (line 63) | def run(self):
  class FullTimingTask (line 100) | class FullTimingTask(luigi.Task):
    method output (line 105) | def output(self):
    method run (line 108) | def run(self):
  class CombinerTask (line 135) | class CombinerTask(luigi.Task):
    method complete (line 138) | def complete(self):
    method requires (line 141) | def requires(self):
    method output (line 178) | def output(self):
    method run (line 181) | def run(self):

FILE: tsfresh/scripts/run_tsfresh.py
  function _preprocess (line 32) | def _preprocess(df):
  function main (line 47) | def main(console_args=None):

FILE: tsfresh/scripts/test_timing.py
  function simulate_with_length (line 11) | def simulate_with_length(length, df):
  function plot_results (line 36) | def plot_results():
  function measure_temporal_complexity (line 70) | def measure_temporal_complexity():

FILE: tsfresh/transformers/feature_augmenter.py
  class FeatureAugmenter (line 13) | class FeatureAugmenter(BaseEstimator, TransformerMixin):
    method __init__ (line 64) | def __init__(
    method set_timeseries_container (line 156) | def set_timeseries_container(self, timeseries_container):
    method fit (line 172) | def fit(self, X=None, y=None):
    method transform (line 187) | def transform(self, X):

FILE: tsfresh/transformers/feature_selector.py
  class FeatureSelector (line 12) | class FeatureSelector(BaseEstimator, TransformerMixin):
    method __init__ (line 61) | def __init__(
    method fit (line 152) | def fit(self, X, y):
    method transform (line 223) | def transform(self, X):

FILE: tsfresh/transformers/per_column_imputer.py
  class PerColumnImputer (line 15) | class PerColumnImputer(BaseEstimator, TransformerMixin):
    method __init__ (line 33) | def __init__(
    method fit (line 57) | def fit(self, X, y=None):
    method transform (line 104) | def transform(self, X):

FILE: tsfresh/transformers/relevant_feature_augmenter.py
  class RelevantFeatureAugmenter (line 21) | class RelevantFeatureAugmenter(BaseEstimator, TransformerMixin):
    method __init__ (line 92) | def __init__(
    method set_timeseries_container (line 253) | def set_timeseries_container(self, timeseries_container):
    method fit (line 269) | def fit(self, X, y):
    method transform (line 293) | def transform(self, X):
    method fit_transform (line 365) | def fit_transform(self, X, y):
    method _fit_and_augment (line 394) | def _fit_and_augment(self, X, y):

FILE: tsfresh/utilities/dataframe_functions.py
  function check_for_nans_in_columns (line 21) | def check_for_nans_in_columns(df, columns=None):
  function impute (line 49) | def impute(df_impute):
  function impute_dataframe_zero (line 80) | def impute_dataframe_zero(df_impute):
  function impute_dataframe_range (line 102) | def impute_dataframe_range(df_impute, col_to_max, col_to_min, col_to_med...
  function get_range_values_per_column (line 176) | def get_range_values_per_column(df):
  function restrict_input_to_index (line 216) | def restrict_input_to_index(df_or_dict, column_id, index):
  function get_ids (line 252) | def get_ids(df_or_dict, column_id):
  function _roll_out_time_series (line 274) | def _roll_out_time_series(
  function roll_time_series (line 353) | def roll_time_series(
  function make_forecasting_frame (line 582) | def make_forecasting_frame(x, kind, max_timeshift, rolling_direction):
  function add_sub_time_series_index (line 652) | def add_sub_time_series_index(

FILE: tsfresh/utilities/distribution.py
  function _function_with_partly_reduce (line 24) | def _function_with_partly_reduce(chunk_list, map_function, kwargs):
  function initialize_warnings_in_workers (line 47) | def initialize_warnings_in_workers(show_warnings):
  class DistributorBaseClass (line 64) | class DistributorBaseClass:
    method map_reduce (line 74) | def map_reduce(
  class IterableDistributorBaseClass (line 107) | class IterableDistributorBaseClass(DistributorBaseClass):
    method partition (line 119) | def partition(data, chunk_size):
    method __init__ (line 150) | def __init__(self):
    method calculate_best_chunk_size (line 156) | def calculate_best_chunk_size(self, data_length):
    method map_reduce (line 173) | def map_reduce(
    method distribute (line 247) | def distribute(self, func, partitioned_chunks, kwargs):
    method close (line 265) | def close(self):
  class MapDistributor (line 272) | class MapDistributor(IterableDistributorBaseClass):
    method __init__ (line 277) | def __init__(
    method distribute (line 291) | def distribute(self, func, partitioned_chunks, kwargs):
    method calculate_best_chunk_size (line 308) | def calculate_best_chunk_size(self, data_length):
  class LocalDaskDistributor (line 318) | class LocalDaskDistributor(IterableDistributorBaseClass):
    method __init__ (line 323) | def __init__(self, n_workers):
    method distribute (line 345) | def distribute(self, func, partitioned_chunks, kwargs):
    method close (line 370) | def close(self):
  class ClusterDaskDistributor (line 377) | class ClusterDaskDistributor(IterableDistributorBaseClass):
    method __init__ (line 382) | def __init__(self, address):
    method calculate_best_chunk_size (line 394) | def calculate_best_chunk_size(self, data_length):
    method distribute (line 408) | def distribute(self, func, partitioned_chunks, kwargs):
    method close (line 431) | def close(self):
  class MultiprocessingDistributor (line 438) | class MultiprocessingDistributor(IterableDistributorBaseClass):
    method __init__ (line 443) | def __init__(
    method distribute (line 471) | def distribute(self, func, partitioned_chunks, kwargs):
    method close (line 488) | def close(self):
  class ApplyDistributor (line 497) | class ApplyDistributor(DistributorBaseClass):
    method __init__ (line 498) | def __init__(self, meta):
    method map_reduce (line 501) | def map_reduce(

FILE: tsfresh/utilities/profiling.py
  function start_profiling (line 22) | def start_profiling():
  function end_profiling (line 40) | def end_profiling(profiler, filename, sorting=None):
  function get_n_jobs (line 73) | def get_n_jobs():
  function set_n_jobs (line 83) | def set_n_jobs(n_jobs):

FILE: tsfresh/utilities/string_manipulation.py
  function get_config_from_string (line 10) | def get_config_from_string(parts):
  function convert_to_output_format (line 47) | def convert_to_output_format(param):