Index

A

abs_energy() (in module tsfresh.feature_extraction.feature_calculators) absolute_sum_of_changes() (in module tsfresh.feature_extraction.feature_calculators) agg_linear_trend() (in module tsfresh.feature_extraction.feature_calculators)

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

benjamini_hochberg_test() (in module tsfresh.feature_selection.feature_selector)

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

C

check_for_nans_in_columns() (in module tsfresh.utilities.dataframe_functions) check_fs_sig_bh() (in module tsfresh.feature_selection.feature_selector) ComprehensiveFCParameters (class in tsfresh.feature_extraction.settings)

count_above_mean() (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

download_har_dataset() (in module tsfresh.examples.har_dataset)

download_json_dataset() (in module tsfresh.examples.test_tsfresh_baseline_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)

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

F

FeatureAugmenter (class in tsfresh.transformers.feature_augmenter) FeatureSelector (class in tsfresh.transformers.feature_selector) 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) friedrich_coefficients() (in module tsfresh.feature_extraction.feature_calculators) from_columns() (in module tsfresh.feature_extraction.settings)

G

get_aggregate_functions() (in module tsfresh.feature_extraction.settings)

get_apply_functions() (in module tsfresh.feature_extraction.settings) 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) index_mass_quantile() (in module tsfresh.feature_extraction.feature_calculators)

K

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

L

large_number_of_peaks() (in module tsfresh.feature_extraction.feature_calculators) 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) length() (in module tsfresh.feature_extraction.feature_calculators) linear_trend() (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) longest_strike_above_mean() (in module tsfresh.feature_extraction.feature_calculators) longest_strike_below_mean() (in module tsfresh.feature_extraction.feature_calculators)

M

main() (in module tsfresh.scripts.run_tsfresh) 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_abs_change_quantiles() (in module tsfresh.feature_extraction.feature_calculators)

mean_autocorrelation() (in module tsfresh.feature_extraction.feature_calculators) mean_change() (in module tsfresh.feature_extraction.feature_calculators) mean_second_derivate_central() (in module tsfresh.feature_extraction.feature_calculators) median() (in module tsfresh.feature_extraction.feature_calculators) MinimalFCParameters (class in tsfresh.feature_extraction.settings) minimum() (in module tsfresh.feature_extraction.feature_calculators)

N

normalize_input_to_internal_representation() (in module tsfresh.utilities.dataframe_functions) not_apply_to_raw_numbers() (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)

P

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)

Q

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

R

range_count() (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) restrict_input_to_index() (in module tsfresh.utilities.dataframe_functions) roll_time_series() (in module tsfresh.utilities.dataframe_functions)

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_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)

skewness() (in module tsfresh.feature_extraction.feature_calculators) 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) tests (module) time_reversal_asymmetry_statistic() (in module tsfresh.feature_extraction.feature_calculators) 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) tsfresh (module) tsfresh.convenience (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.examples.test_tsfresh_baseline_dataset (module) tsfresh.feature_extraction (module) tsfresh.feature_extraction.extraction (module) tsfresh.feature_extraction.feature_calculators (module) tsfresh.feature_extraction.settings (module) tsfresh.feature_selection (module) tsfresh.feature_selection.feature_selector (module) tsfresh.feature_selection.selection (module) tsfresh.feature_selection.significance_tests (module) tsfresh.scripts (module) tsfresh.scripts.run_tsfresh (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.profiling (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) velocity (class in tsfresh.examples.driftbif_simulation)