Index

A

abs_energy() (in module tsfresh.feature_extraction.feature_calculators) absolute_maximum() (in module tsfresh.feature_extraction.feature_calculators) absolute_sum_of_changes() (in module tsfresh.feature_extraction.feature_calculators) add_sub_time_series_index() (in module tsfresh.utilities.dataframe_functions) agg_autocorrelation() (in module tsfresh.feature_extraction.feature_calculators) agg_linear_trend() (in module tsfresh.feature_extraction.feature_calculators)

apply() (tsfresh.feature_extraction.data.DaskTsAdapter method) ApplyDistributor (class in tsfresh.utilities.distribution) approximate_entropy() (in module tsfresh.feature_extraction.feature_calculators) ar_coefficient() (in module tsfresh.feature_extraction.feature_calculators) augmented_dickey_fuller() (in module tsfresh.feature_extraction.feature_calculators) autocorrelation() (in module tsfresh.feature_extraction.feature_calculators)

B

benford_correlation() (in module tsfresh.feature_extraction.feature_calculators)

binned_entropy() (in module tsfresh.feature_extraction.feature_calculators)

C

c3() (in module tsfresh.feature_extraction.feature_calculators) calculate_best_chunk_size() (tsfresh.utilities.distribution.ClusterDaskDistributor method) (tsfresh.utilities.distribution.IterableDistributorBaseClass method) (tsfresh.utilities.distribution.MapDistributor method) calculate_relevance_table() (in module tsfresh.feature_selection.relevance) change_quantiles() (in module tsfresh.feature_extraction.feature_calculators) check_for_nans_in_columns() (in module tsfresh.utilities.dataframe_functions) cid_ce() (in module tsfresh.feature_extraction.feature_calculators) close() (tsfresh.utilities.distribution.ClusterDaskDistributor method) (tsfresh.utilities.distribution.IterableDistributorBaseClass method) (tsfresh.utilities.distribution.LocalDaskDistributor method) (tsfresh.utilities.distribution.MultiprocessingDistributor method)

ClusterDaskDistributor (class in tsfresh.utilities.distribution) combine_relevance_tables() (in module tsfresh.feature_selection.relevance) CombinerTask (class in tsfresh.scripts.measure_execution_time) complete() (tsfresh.scripts.measure_execution_time.CombinerTask method) ComprehensiveFCParameters (class in tsfresh.feature_extraction.settings) convert_to_output_format() (in module tsfresh.utilities.string_manipulation) count_above() (in module tsfresh.feature_extraction.feature_calculators) count_above_mean() (in module tsfresh.feature_extraction.feature_calculators) count_below() (in module tsfresh.feature_extraction.feature_calculators) count_below_mean() (in module tsfresh.feature_extraction.feature_calculators) cwt_coefficients() (in module tsfresh.feature_extraction.feature_calculators)

D

dask_feature_extraction_on_chunk() (in module tsfresh.convenience.bindings) DaskTsAdapter (class in tsfresh.feature_extraction.data) DataCreationTask (class in tsfresh.scripts.measure_execution_time) distribute() (tsfresh.utilities.distribution.ClusterDaskDistributor method) (tsfresh.utilities.distribution.IterableDistributorBaseClass method) (tsfresh.utilities.distribution.LocalDaskDistributor method) (tsfresh.utilities.distribution.MapDistributor method) (tsfresh.utilities.distribution.MultiprocessingDistributor method)

DistributorBaseClass (class in tsfresh.utilities.distribution) download_har_dataset() (in module tsfresh.examples.har_dataset) download_robot_execution_failures() (in module tsfresh.examples.robot_execution_failures)

E

EfficientFCParameters (class in tsfresh.feature_extraction.settings) end_profiling() (in module tsfresh.utilities.profiling)

energy_ratio_by_chunks() (in module tsfresh.feature_extraction.feature_calculators) extract_features() (in module tsfresh.feature_extraction.extraction) extract_relevant_features() (in module tsfresh.convenience.relevant_extraction)

F

feature_parameter (tsfresh.scripts.measure_execution_time.TimingTask attribute) FeatureAugmenter (class in tsfresh.transformers.feature_augmenter) FeatureSelector (class in tsfresh.transformers.feature_selector) fft_aggregated() (in module tsfresh.feature_extraction.feature_calculators) fft_coefficient() (in module tsfresh.feature_extraction.feature_calculators) first_location_of_maximum() (in module tsfresh.feature_extraction.feature_calculators) first_location_of_minimum() (in module tsfresh.feature_extraction.feature_calculators) fit() (tsfresh.transformers.feature_augmenter.FeatureAugmenter method) (tsfresh.transformers.feature_selector.FeatureSelector method) (tsfresh.transformers.per_column_imputer.PerColumnImputer method) (tsfresh.transformers.relevant_feature_augmenter.RelevantFeatureAugmenter method)

fit_transform() (tsfresh.transformers.relevant_feature_augmenter.RelevantFeatureAugmenter method) fourier_entropy() (in module tsfresh.feature_extraction.feature_calculators) friedrich_coefficients() (in module tsfresh.feature_extraction.feature_calculators) from_columns() (in module tsfresh.feature_extraction.settings) FullTimingTask (class in tsfresh.scripts.measure_execution_time)

G

get_config_from_string() (in module tsfresh.utilities.string_manipulation) get_feature_type() (in module tsfresh.feature_selection.relevance)

get_ids() (in module tsfresh.utilities.dataframe_functions) get_n_jobs() (in module tsfresh.utilities.profiling) get_range_values_per_column() (in module tsfresh.utilities.dataframe_functions)

H

has_duplicate() (in module tsfresh.feature_extraction.feature_calculators)

has_duplicate_max() (in module tsfresh.feature_extraction.feature_calculators) has_duplicate_min() (in module tsfresh.feature_extraction.feature_calculators)

I

impute() (in module tsfresh.utilities.dataframe_functions) impute_dataframe_range() (in module tsfresh.utilities.dataframe_functions) impute_dataframe_zero() (in module tsfresh.utilities.dataframe_functions) include_function() (in module tsfresh.feature_extraction.settings)

index_mass_quantile() (in module tsfresh.feature_extraction.feature_calculators) IndexBasedFCParameters (class in tsfresh.feature_extraction.settings) infer_ml_task() (in module tsfresh.feature_selection.relevance) initialize_warnings_in_workers() (in module tsfresh.utilities.distribution) IterableDistributorBaseClass (class in tsfresh.utilities.distribution)

K

kurtosis() (in module tsfresh.feature_extraction.feature_calculators)

L

large_standard_deviation() (in module tsfresh.feature_extraction.feature_calculators) last_location_of_maximum() (in module tsfresh.feature_extraction.feature_calculators) last_location_of_minimum() (in module tsfresh.feature_extraction.feature_calculators) lempel_ziv_complexity() (in module tsfresh.feature_extraction.feature_calculators) length() (in module tsfresh.feature_extraction.feature_calculators) linear_trend() (in module tsfresh.feature_extraction.feature_calculators) linear_trend_timewise() (in module tsfresh.feature_extraction.feature_calculators)

load_driftbif() (in module tsfresh.examples.driftbif_simulation) load_har_classes() (in module tsfresh.examples.har_dataset) load_har_dataset() (in module tsfresh.examples.har_dataset) load_robot_execution_failures() (in module tsfresh.examples.robot_execution_failures) LocalDaskDistributor (class in tsfresh.utilities.distribution) longest_strike_above_mean() (in module tsfresh.feature_extraction.feature_calculators) longest_strike_below_mean() (in module tsfresh.feature_extraction.feature_calculators) LongTsFrameAdapter (class in tsfresh.feature_extraction.data)

M

main() (in module tsfresh.scripts.run_tsfresh) make_forecasting_frame() (in module tsfresh.utilities.dataframe_functions) map_reduce() (tsfresh.utilities.distribution.ApplyDistributor method) (tsfresh.utilities.distribution.DistributorBaseClass method) (tsfresh.utilities.distribution.IterableDistributorBaseClass method) MapDistributor (class in tsfresh.utilities.distribution) matrix_profile() (in module tsfresh.feature_extraction.feature_calculators) max_langevin_fixed_point() (in module tsfresh.feature_extraction.feature_calculators) maximum() (in module tsfresh.feature_extraction.feature_calculators) mean() (in module tsfresh.feature_extraction.feature_calculators) mean_abs_change() (in module tsfresh.feature_extraction.feature_calculators) mean_change() (in module tsfresh.feature_extraction.feature_calculators) mean_n_absolute_max() (in module tsfresh.feature_extraction.feature_calculators) mean_second_derivative_central() (in module tsfresh.feature_extraction.feature_calculators) measure_temporal_complexity() (in module tsfresh.scripts.test_timing) median() (in module tsfresh.feature_extraction.feature_calculators) MinimalFCParameters (class in tsfresh.feature_extraction.settings) minimum() (in module tsfresh.feature_extraction.feature_calculators) module tsfresh tsfresh.convenience tsfresh.convenience.bindings tsfresh.convenience.relevant_extraction tsfresh.defaults tsfresh.examples tsfresh.examples.driftbif_simulation tsfresh.examples.har_dataset tsfresh.examples.robot_execution_failures tsfresh.feature_extraction tsfresh.feature_extraction.data tsfresh.feature_extraction.extraction tsfresh.feature_extraction.feature_calculators tsfresh.feature_extraction.settings tsfresh.feature_selection tsfresh.feature_selection.relevance tsfresh.feature_selection.selection tsfresh.feature_selection.significance_tests tsfresh.scripts tsfresh.scripts.measure_execution_time tsfresh.scripts.run_tsfresh tsfresh.scripts.test_timing tsfresh.transformers tsfresh.transformers.feature_augmenter tsfresh.transformers.feature_selector tsfresh.transformers.per_column_imputer tsfresh.transformers.relevant_feature_augmenter tsfresh.utilities tsfresh.utilities.dataframe_functions tsfresh.utilities.distribution tsfresh.utilities.profiling tsfresh.utilities.string_manipulation

MultiprocessingDistributor (class in tsfresh.utilities.distribution)

N

n_jobs (tsfresh.scripts.measure_execution_time.FullTimingTask attribute) (tsfresh.scripts.measure_execution_time.TimingTask attribute) num_ids (tsfresh.scripts.measure_execution_time.DataCreationTask attribute) (tsfresh.scripts.measure_execution_time.FullTimingTask attribute) (tsfresh.scripts.measure_execution_time.TimingTask attribute)

number_crossing_m() (in module tsfresh.feature_extraction.feature_calculators) number_cwt_peaks() (in module tsfresh.feature_extraction.feature_calculators) number_peaks() (in module tsfresh.feature_extraction.feature_calculators)

O

output() (tsfresh.scripts.measure_execution_time.CombinerTask method) (tsfresh.scripts.measure_execution_time.DataCreationTask method) (tsfresh.scripts.measure_execution_time.FullTimingTask method) (tsfresh.scripts.measure_execution_time.TimingTask method)

P

partial_autocorrelation() (in module tsfresh.feature_extraction.feature_calculators) partition() (tsfresh.utilities.distribution.IterableDistributorBaseClass static method) PartitionedTsData (class in tsfresh.feature_extraction.data) percentage_of_reoccurring_datapoints_to_all_datapoints() (in module tsfresh.feature_extraction.feature_calculators) percentage_of_reoccurring_values_to_all_values() (in module tsfresh.feature_extraction.feature_calculators)

PerColumnImputer (class in tsfresh.transformers.per_column_imputer) permutation_entropy() (in module tsfresh.feature_extraction.feature_calculators) PickableSettings (class in tsfresh.feature_extraction.settings) pivot() (tsfresh.feature_extraction.data.DaskTsAdapter method) (tsfresh.feature_extraction.data.PartitionedTsData method) plot_results() (in module tsfresh.scripts.test_timing)

Q

quantile() (in module tsfresh.feature_extraction.feature_calculators)

query_similarity_count() (in module tsfresh.feature_extraction.feature_calculators)

R

random_seed (tsfresh.scripts.measure_execution_time.DataCreationTask attribute) (tsfresh.scripts.measure_execution_time.FullTimingTask attribute) (tsfresh.scripts.measure_execution_time.TimingTask attribute) range_count() (in module tsfresh.feature_extraction.feature_calculators) ratio_beyond_r_sigma() (in module tsfresh.feature_extraction.feature_calculators) ratio_value_number_to_time_series_length() (in module tsfresh.feature_extraction.feature_calculators) RelevantFeatureAugmenter (class in tsfresh.transformers.relevant_feature_augmenter) requires() (tsfresh.scripts.measure_execution_time.CombinerTask method) (tsfresh.scripts.measure_execution_time.FullTimingTask method) (tsfresh.scripts.measure_execution_time.TimingTask method)

restrict_input_to_index() (in module tsfresh.utilities.dataframe_functions) roll_time_series() (in module tsfresh.utilities.dataframe_functions) root_mean_square() (in module tsfresh.feature_extraction.feature_calculators) run() (tsfresh.scripts.measure_execution_time.CombinerTask method) (tsfresh.scripts.measure_execution_time.DataCreationTask method) (tsfresh.scripts.measure_execution_time.FullTimingTask method) (tsfresh.scripts.measure_execution_time.TimingTask method)

S

sample_entropy() (in module tsfresh.feature_extraction.feature_calculators) sample_tau() (in module tsfresh.examples.driftbif_simulation) select_features() (in module tsfresh.feature_selection.selection) set_n_jobs() (in module tsfresh.utilities.profiling) set_property() (in module tsfresh.feature_extraction.feature_calculators) set_timeseries_container() (tsfresh.transformers.feature_augmenter.FeatureAugmenter method) (tsfresh.transformers.relevant_feature_augmenter.RelevantFeatureAugmenter method) simulate() (tsfresh.examples.driftbif_simulation.velocity method) simulate_with_length() (in module tsfresh.scripts.test_timing)

skewness() (in module tsfresh.feature_extraction.feature_calculators) spark_feature_extraction_on_chunk() (in module tsfresh.convenience.bindings) spkt_welch_density() (in module tsfresh.feature_extraction.feature_calculators) standard_deviation() (in module tsfresh.feature_extraction.feature_calculators) start_profiling() (in module tsfresh.utilities.profiling) sum_of_reoccurring_data_points() (in module tsfresh.feature_extraction.feature_calculators) sum_of_reoccurring_values() (in module tsfresh.feature_extraction.feature_calculators) sum_values() (in module tsfresh.feature_extraction.feature_calculators) symmetry_looking() (in module tsfresh.feature_extraction.feature_calculators)

T

target_binary_feature_binary_test() (in module tsfresh.feature_selection.significance_tests) target_binary_feature_real_test() (in module tsfresh.feature_selection.significance_tests) target_real_feature_binary_test() (in module tsfresh.feature_selection.significance_tests) target_real_feature_real_test() (in module tsfresh.feature_selection.significance_tests) time_reversal_asymmetry_statistic() (in module tsfresh.feature_extraction.feature_calculators) time_series_length (tsfresh.scripts.measure_execution_time.DataCreationTask attribute) (tsfresh.scripts.measure_execution_time.FullTimingTask attribute) (tsfresh.scripts.measure_execution_time.TimingTask attribute) TimeBasedFCParameters (class in tsfresh.feature_extraction.settings) Timeseries (class in tsfresh.feature_extraction.data) TimingTask (class in tsfresh.scripts.measure_execution_time) to_tsdata() (in module tsfresh.feature_extraction.data) transform() (tsfresh.transformers.feature_augmenter.FeatureAugmenter method) (tsfresh.transformers.feature_selector.FeatureSelector method) (tsfresh.transformers.per_column_imputer.PerColumnImputer method) (tsfresh.transformers.relevant_feature_augmenter.RelevantFeatureAugmenter method) try_number (tsfresh.scripts.measure_execution_time.TimingTask attribute) TsData (class in tsfresh.feature_extraction.data) TsDictAdapter (class in tsfresh.feature_extraction.data) tsfresh module tsfresh.convenience module tsfresh.convenience.bindings module tsfresh.convenience.relevant_extraction module tsfresh.defaults module tsfresh.examples module tsfresh.examples.driftbif_simulation module tsfresh.examples.har_dataset module tsfresh.examples.robot_execution_failures module tsfresh.feature_extraction module tsfresh.feature_extraction.data module

tsfresh.feature_extraction.extraction module tsfresh.feature_extraction.feature_calculators module tsfresh.feature_extraction.settings module tsfresh.feature_selection module tsfresh.feature_selection.relevance module tsfresh.feature_selection.selection module tsfresh.feature_selection.significance_tests module tsfresh.scripts module tsfresh.scripts.measure_execution_time module tsfresh.scripts.run_tsfresh module tsfresh.scripts.test_timing module tsfresh.transformers module tsfresh.transformers.feature_augmenter module tsfresh.transformers.feature_selector module tsfresh.transformers.per_column_imputer module tsfresh.transformers.relevant_feature_augmenter module tsfresh.utilities module tsfresh.utilities.dataframe_functions module tsfresh.utilities.distribution module tsfresh.utilities.profiling module tsfresh.utilities.string_manipulation module

V

value_count() (in module tsfresh.feature_extraction.feature_calculators) variance() (in module tsfresh.feature_extraction.feature_calculators)

variance_larger_than_standard_deviation() (in module tsfresh.feature_extraction.feature_calculators) variation_coefficient() (in module tsfresh.feature_extraction.feature_calculators) velocity (class in tsfresh.examples.driftbif_simulation)

W

WideTsFrameAdapter (class in tsfresh.feature_extraction.data)