Index

A

ABOVE_9TH_DECILE (interpreTS.Features attribute) (interpreTS.utils.feature_loader.Features attribute) ABSOLUTE_ENERGY (interpreTS.Features attribute) (interpreTS.utils.feature_loader.Features attribute)

add_custom_feature() (interpreTS.core.feature_extractor.FeatureExtractor method), [1] (interpreTS.FeatureExtractor method) available_features() (interpreTS.FeatureLoader static method) (interpreTS.utils.feature_loader.FeatureLoader static method)

B

BELOW_1ST_DECILE (interpreTS.Features attribute) (interpreTS.utils.feature_loader.Features attribute)

BINARIZE_MEAN (interpreTS.Features attribute) (interpreTS.utils.feature_loader.Features attribute)

C

calculate_above_9th_decile() (in module interpreTS.core.features.feature_above_9th_decile) calculate_absolute_energy() (in module interpreTS.core.features.feature_absolute_energy) calculate_amplitude_change_rate() (in module interpreTS.core.features.feature_amplitude_change_rate) calculate_below_1st_decile() (in module interpreTS.core.features.feature_below_1st_decile) calculate_binarize_mean() (in module interpreTS.core.features.feature_binarize_mean) calculate_change_in_variance() (in module interpreTS.core.features.feature_variance_change) calculate_crossing_points() (in module interpreTS.core.features.feature_crossing_points) calculate_distance_to_last_trend_change() (in module interpreTS.core.features.feature_distance_to_the_last_change_point) calculate_dominant() (in module interpreTS.core.features.feature_histogram_dominant) calculate_entropy() (in module interpreTS.core.features.feature_entropy) calculate_flat_spots() (in module interpreTS.core.features.feature_flat_spots) calculate_heterogeneity() (in module interpreTS.core.features.feature_heterogeneity) calculate_length() (in module interpreTS.core.features.feature_length), [1] calculate_linearity() (in module interpreTS.core.features.feature_linearity) calculate_mean() (in module interpreTS.core.features.feature_mean), [1] calculate_missing_points() (in module interpreTS.core.features.feature_missing_points) calculate_outliers_iqr() (in module interpreTS.core.features.feature_outliers_iqr)

calculate_outliers_std() (in module interpreTS.core.features.feature_outliers_std) calculate_peak() (in module interpreTS.core.features.feature_peak), [1] calculate_seasonality_strength() (in module interpreTS.core.features.feature_seasonality_strength) calculate_significant_changes() (in module interpreTS.core.features.feature_significant_changes) calculate_spikeness() (in module interpreTS.core.features.feature_spikeness), [1] calculate_stability() (in module interpreTS.core.features.feature_stability) calculate_std_1st_der() (in module interpreTS.core.features.feature_std_1st_der), [1] calculate_trend_strength() (in module interpreTS.core.features.feature_trend_strength) calculate_trough() (in module interpreTS.core.features.feature_trough), [1] calculate_variability_in_sub_periods() (in module interpreTS.core.features.feature_variability_in_sub_periods) calculate_variance() (in module interpreTS.core.features.feature_variance), [1] CAN_USE_NAN (interpreTS.core.feature_extractor.FeatureExtractor attribute), [1] (interpreTS.FeatureExtractor attribute) CHANGE_IN_VARIANCE (interpreTS.Features attribute) (interpreTS.utils.feature_loader.Features attribute) convert_to_time_series() (in module interpreTS.utils.data_conversion), [1] CROSSING_POINTS (interpreTS.Features attribute) (interpreTS.utils.feature_loader.Features attribute)

D

DEFAULT_FEATURES_BIG (interpreTS.core.feature_extractor.FeatureExtractor attribute), [1] (interpreTS.FeatureExtractor attribute) DEFAULT_FEATURES_SMALL (interpreTS.core.feature_extractor.FeatureExtractor attribute), [1] (interpreTS.FeatureExtractor attribute)

DISTANCE_TO_LAST_TREND_CHANGE (interpreTS.Features attribute) (interpreTS.utils.feature_loader.Features attribute) DOMINANT (interpreTS.Features attribute) (interpreTS.utils.feature_loader.Features attribute)

E

ENTROPY (interpreTS.Features attribute) (interpreTS.utils.feature_loader.Features attribute) extract_features() (interpreTS.core.feature_extractor.FeatureExtractor method), [1] (interpreTS.FeatureExtractor method)

extract_features_stream() (interpreTS.core.feature_extractor.FeatureExtractor method), [1] (interpreTS.FeatureExtractor method)

F

feature_functions (interpreTS.utils.task_manager.TaskManager attribute) feature_params (interpreTS.utils.task_manager.TaskManager attribute) FeatureExtractor (class in interpreTS) (class in interpreTS.core.feature_extractor), [1] FeatureLoader (class in interpreTS) (class in interpreTS.utils.feature_loader) Features (class in interpreTS) (class in interpreTS.utils.feature_loader)

features (interpreTS.utils.task_manager.TaskManager attribute) FEATURES_ALL (interpreTS.core.feature_extractor.FeatureExtractor attribute), [1] (interpreTS.FeatureExtractor attribute) FLAT_SPOTS (interpreTS.Features attribute) (interpreTS.utils.feature_loader.Features attribute) FOR_ML (interpreTS.core.feature_extractor.FeatureExtractor attribute), [1] (interpreTS.FeatureExtractor attribute)

G

generate_feature_descriptions() (in module interpreTS) (in module interpreTS.utils.data_manager) generate_feature_options() (interpreTS.FeatureLoader method) (interpreTS.utils.feature_loader.FeatureLoader method)

group_data() (interpreTS.core.feature_extractor.FeatureExtractor method), [1] (interpreTS.FeatureExtractor method) group_features_by_interpretability() (interpreTS.core.feature_extractor.FeatureExtractor method), [1] (interpreTS.FeatureExtractor method)

H

head() (interpreTS.core.feature_extractor.FeatureExtractor method), [1] (interpreTS.FeatureExtractor method)

HETEROGENEITY (interpreTS.Features attribute) (interpreTS.utils.feature_loader.Features attribute)

I

interpreTS module interpreTS.core module interpreTS.core.feature_extractor module, [1] interpreTS.core.features module interpreTS.core.features.feature_above_9th_decile module interpreTS.core.features.feature_absolute_energy module interpreTS.core.features.feature_amplitude_change_rate module interpreTS.core.features.feature_below_1st_decile module interpreTS.core.features.feature_binarize_mean module interpreTS.core.features.feature_crossing_points module interpreTS.core.features.feature_distance_to_the_last_change_point module interpreTS.core.features.feature_entropy module interpreTS.core.features.feature_flat_spots module interpreTS.core.features.feature_heterogeneity module interpreTS.core.features.feature_histogram_dominant module interpreTS.core.features.feature_length module, [1] interpreTS.core.features.feature_linearity module interpreTS.core.features.feature_mean module, [1] interpreTS.core.features.feature_missing_points module interpreTS.core.features.feature_outliers_iqr module

interpreTS.core.features.feature_outliers_std module interpreTS.core.features.feature_peak module, [1] interpreTS.core.features.feature_seasonality_strength module interpreTS.core.features.feature_significant_changes module interpreTS.core.features.feature_spikeness module, [1] interpreTS.core.features.feature_stability module interpreTS.core.features.feature_std_1st_der module, [1] interpreTS.core.features.feature_trend_strength module interpreTS.core.features.feature_trough module, [1] interpreTS.core.features.feature_variability_in_sub_periods module interpreTS.core.features.feature_variance module, [1] interpreTS.core.features.feature_variance_change module interpreTS.core.time_series_data module interpreTS.utils module interpreTS.utils.data_conversion module, [1] interpreTS.utils.data_manager module interpreTS.utils.data_validation module, [1] interpreTS.utils.feature_loader module interpreTS.utils.task_manager module

L

LENGTH (interpreTS.Features attribute) (interpreTS.utils.feature_loader.Features attribute) LINEARITY (interpreTS.Features attribute) (interpreTS.utils.feature_loader.Features attribute)

load_feature_functions() (in module interpreTS.utils.data_manager) load_metadata() (in module interpreTS.utils.data_manager) load_validation_requirements() (in module interpreTS.utils.data_manager)

M

MEAN (interpreTS.Features attribute) (interpreTS.utils.feature_loader.Features attribute) MEAN_CHANGE (interpreTS.Features attribute) (interpreTS.utils.feature_loader.Features attribute) MISSING_POINTS (interpreTS.Features attribute) (interpreTS.utils.feature_loader.Features attribute) module interpreTS interpreTS.core interpreTS.core.feature_extractor, [1] interpreTS.core.features interpreTS.core.features.feature_above_9th_decile interpreTS.core.features.feature_absolute_energy interpreTS.core.features.feature_amplitude_change_rate interpreTS.core.features.feature_below_1st_decile interpreTS.core.features.feature_binarize_mean interpreTS.core.features.feature_crossing_points interpreTS.core.features.feature_distance_to_the_last_change_point interpreTS.core.features.feature_entropy interpreTS.core.features.feature_flat_spots interpreTS.core.features.feature_heterogeneity interpreTS.core.features.feature_histogram_dominant interpreTS.core.features.feature_length, [1] interpreTS.core.features.feature_linearity interpreTS.core.features.feature_mean, [1] interpreTS.core.features.feature_missing_points interpreTS.core.features.feature_outliers_iqr interpreTS.core.features.feature_outliers_std interpreTS.core.features.feature_peak, [1] interpreTS.core.features.feature_seasonality_strength interpreTS.core.features.feature_significant_changes interpreTS.core.features.feature_spikeness, [1] interpreTS.core.features.feature_stability interpreTS.core.features.feature_std_1st_der, [1] interpreTS.core.features.feature_trend_strength interpreTS.core.features.feature_trough, [1] interpreTS.core.features.feature_variability_in_sub_periods interpreTS.core.features.feature_variance, [1] interpreTS.core.features.feature_variance_change interpreTS.core.time_series_data interpreTS.utils interpreTS.utils.data_conversion, [1] interpreTS.utils.data_manager interpreTS.utils.data_validation, [1] interpreTS.utils.feature_loader interpreTS.utils.task_manager

O

OUTLIERS_IQR (interpreTS.Features attribute) (interpreTS.utils.feature_loader.Features attribute)

OUTLIERS_STD (interpreTS.Features attribute) (interpreTS.utils.feature_loader.Features attribute)

P

PEAK (interpreTS.Features attribute) (interpreTS.utils.feature_loader.Features attribute)

R

resample() (interpreTS.core.time_series_data.TimeSeriesData method)

S

SEASONALITY_STRENGTH (interpreTS.Features attribute) (interpreTS.utils.feature_loader.Features attribute) SIGNIFICANT_CHANGES (interpreTS.Features attribute) (interpreTS.utils.feature_loader.Features attribute) SPIKENESS (interpreTS.Features attribute) (interpreTS.utils.feature_loader.Features attribute)

split() (interpreTS.core.time_series_data.TimeSeriesData method) STABILITY (interpreTS.Features attribute) (interpreTS.utils.feature_loader.Features attribute) STD_1ST_DER (interpreTS.Features attribute) (interpreTS.utils.feature_loader.Features attribute) stride (interpreTS.utils.task_manager.TaskManager attribute)

T

TaskManager (class in interpreTS.utils.task_manager) TimeSeriesData (class in interpreTS.core.time_series_data) TREND_STRENGTH (interpreTS.Features attribute) (interpreTS.utils.feature_loader.Features attribute)

TROUGH (interpreTS.Features attribute) (interpreTS.utils.feature_loader.Features attribute)

V

validate_data_frequency() (interpreTS.core.feature_extractor.FeatureExtractor method), [1] (interpreTS.FeatureExtractor method) validate_time_series_data() (in module interpreTS) (in module interpreTS.utils.data_validation), [1]

validation_requirements (interpreTS.utils.task_manager.TaskManager attribute) VARIABILITY_IN_SUB_PERIODS (interpreTS.Features attribute) (interpreTS.utils.feature_loader.Features attribute) VARIANCE (interpreTS.Features attribute) (interpreTS.utils.feature_loader.Features attribute)

W

warning_registry (interpreTS.utils.task_manager.TaskManager attribute)

window_size (interpreTS.utils.task_manager.TaskManager attribute)