Index

A

ABSOLUTE_ENERGY (interpreTS.core.feature_extractor.Features attribute)

available_features() (interpreTS.core.feature_extractor.FeatureExtractor static method)

B

BINARIZE_MEAN (interpreTS.core.feature_extractor.Features attribute)

C

calculate_dominant() (in module interpreTS.core.features.histogram_dominant) calculate_length() (in module interpreTS.core.features.feature_length) calculate_mean() (in module interpreTS.core.features.feature_mean) calculate_peak() (in module interpreTS.core.features.feature_peak) CALCULATE_SEASONALITY_STRENGTH (interpreTS.core.feature_extractor.Features attribute) calculate_seasonality_strength() (in module interpreTS.core.features.seasonality_strength)

calculate_spikeness() (in module interpreTS.core.features.feature_spikeness) calculate_std_1st_der() (in module interpreTS.core.features.feature_std_1st_der) calculate_trend_strength() (in module interpreTS.core.features.trend_strength) calculate_trough() (in module interpreTS.core.features.feature_trough) calculate_variance() (in module interpreTS.core.features.feature_variance) convert_to_time_series() (in module interpreTS.utils.data_conversion) CROSSING_POINTS (interpreTS.core.feature_extractor.Features attribute)

E

ENTROPY (interpreTS.core.feature_extractor.Features attribute)

extract_features() (interpreTS.core.feature_extractor.FeatureExtractor method)

F

FeatureExtractor (class in interpreTS.core.feature_extractor)

Features (class in interpreTS.core.feature_extractor) FLAT_SPOTS (interpreTS.core.feature_extractor.Features attribute)

I

interpreTS module interpreTS.core module interpreTS.core.feature_extractor module interpreTS.core.features module interpreTS.core.features.feature_length module interpreTS.core.features.feature_mean module interpreTS.core.features.feature_peak module interpreTS.core.features.feature_spikeness module interpreTS.core.features.feature_std_1st_der module

interpreTS.core.features.feature_trough module interpreTS.core.features.feature_variance module interpreTS.core.features.histogram_dominant module interpreTS.core.features.seasonality_strength module interpreTS.core.features.trend_strength module interpreTS.core.time_series_data module interpreTS.utils module interpreTS.utils.data_conversion module interpreTS.utils.data_validation module

L

LENGTH (interpreTS.core.feature_extractor.Features attribute)

M

MEAN (interpreTS.core.feature_extractor.Features attribute) MISSING_POINTS (interpreTS.core.feature_extractor.Features attribute) module interpreTS interpreTS.core interpreTS.core.feature_extractor interpreTS.core.features interpreTS.core.features.feature_length interpreTS.core.features.feature_mean interpreTS.core.features.feature_peak interpreTS.core.features.feature_spikeness interpreTS.core.features.feature_std_1st_der interpreTS.core.features.feature_trough interpreTS.core.features.feature_variance interpreTS.core.features.histogram_dominant interpreTS.core.features.seasonality_strength interpreTS.core.features.trend_strength interpreTS.core.time_series_data interpreTS.utils interpreTS.utils.data_conversion interpreTS.utils.data_validation tests tests.core tests.core.features tests.core.features.test_feature_length tests.core.features.test_feature_mean tests.core.features.test_feature_peak tests.core.features.test_feature_spikeness tests.core.features.test_feature_std_1st_der tests.core.features.test_feature_trough tests.core.features.test_feature_variance tests.core.features.test_histogram_dominant tests.core.features.test_seasonality_strength tests.core.features.test_trend_strength tests.core.test_feature_extractor tests.core.test_time_series_data tests.utils tests.utils.test_convert_to_time_series tests.utils.test_validate_time_series_data

P

PEAK (interpreTS.core.feature_extractor.Features attribute)

R

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

S

SPIKENESS (interpreTS.core.feature_extractor.Features attribute) split() (interpreTS.core.time_series_data.TimeSeriesData method)

STABILITY (interpreTS.core.feature_extractor.Features attribute) STD_1ST_DER (interpreTS.core.feature_extractor.Features attribute)

T

test_calculate_dominant_basic() (in module tests.core.features.test_histogram_dominant) test_calculate_dominant_bins_parameter() (in module tests.core.features.test_histogram_dominant) test_calculate_dominant_empty_series() (in module tests.core.features.test_histogram_dominant) test_calculate_dominant_multiple_modes() (in module tests.core.features.test_histogram_dominant) test_calculate_dominant_negative_values() (in module tests.core.features.test_histogram_dominant) test_calculate_dominant_numpy_array() (in module tests.core.features.test_histogram_dominant) test_calculate_length_array() (in module tests.core.features.test_feature_length) test_calculate_length_dataframe() (in module tests.core.features.test_feature_length) test_calculate_length_empty_array() (in module tests.core.features.test_feature_length) test_calculate_length_empty_series() (in module tests.core.features.test_feature_length) test_calculate_length_series() (in module tests.core.features.test_feature_length) test_calculate_mean() (in module tests.core.features.test_feature_mean) test_calculate_mean_empty_series() (in module tests.core.features.test_feature_mean) test_calculate_mean_negative_values() (in module tests.core.features.test_feature_mean) test_calculate_mean_numpy_array() (in module tests.core.features.test_feature_mean) test_calculate_peak() (in module tests.core.features.test_feature_peak) test_calculate_peak_empty_series() (in module tests.core.features.test_feature_peak) test_calculate_peak_numpy_array() (in module tests.core.features.test_feature_peak) test_calculate_peak_with_negative_values() (in module tests.core.features.test_feature_peak) test_calculate_peak_with_out_of_range_indices() (in module tests.core.features.test_feature_peak) test_calculate_peak_with_start_and_end() (in module tests.core.features.test_feature_peak) test_calculate_peak_with_start_greater_than_end() (in module tests.core.features.test_feature_peak) test_calculate_seasonality_strength_empty_series() (in module tests.core.features.test_seasonality_strength) test_calculate_seasonality_strength_insufficient_data() (in module tests.core.features.test_seasonality_strength) test_calculate_seasonality_strength_no_seasonality() (in module tests.core.features.test_seasonality_strength) test_calculate_seasonality_strength_numpy_array() (in module tests.core.features.test_seasonality_strength) test_calculate_seasonality_strength_strong_seasonality() (in module tests.core.features.test_seasonality_strength) test_calculate_seasonality_strength_weak_seasonality() (in module tests.core.features.test_seasonality_strength) test_calculate_seasonality_strength_with_long_periodicity() (in module tests.core.features.test_seasonality_strength) test_calculate_seasonality_strength_with_short_periodicity() (in module tests.core.features.test_seasonality_strength) test_calculate_std_1st_derivative_constant_series() (in module tests.core.features.test_feature_std_1st_der) test_calculate_std_1st_derivative_linear_series() (in module tests.core.features.test_feature_std_1st_der) test_calculate_std_1st_derivative_numpy_array() (in module tests.core.features.test_feature_std_1st_der) test_calculate_std_1st_derivative_varying_series() (in module tests.core.features.test_feature_std_1st_der) test_calculate_trend_strength_decreasing() (in module tests.core.features.test_trend_strength) test_calculate_trend_strength_empty_series() (in module tests.core.features.test_trend_strength) test_calculate_trend_strength_increasing() (in module tests.core.features.test_trend_strength) test_calculate_trend_strength_insufficient_data() (in module tests.core.features.test_trend_strength) test_calculate_trend_strength_no_trend() (in module tests.core.features.test_trend_strength) test_calculate_trend_strength_numpy_array() (in module tests.core.features.test_trend_strength) test_calculate_trend_strength_random_data() (in module tests.core.features.test_trend_strength) test_calculate_trough() (in module tests.core.features.test_feature_trough) test_calculate_trough_empty_series() (in module tests.core.features.test_feature_trough) test_calculate_trough_numpy_array() (in module tests.core.features.test_feature_trough) test_calculate_trough_with_negative_values() (in module tests.core.features.test_feature_trough) test_calculate_trough_with_out_of_range_indices() (in module tests.core.features.test_feature_trough) test_calculate_trough_with_start_and_end() (in module tests.core.features.test_feature_trough) test_calculate_trough_with_start_greater_than_end() (in module tests.core.features.test_feature_trough) test_calculate_variance() (in module tests.core.features.test_feature_variance) test_calculate_variance_empty_series() (in module tests.core.features.test_feature_variance) test_calculate_variance_negative_values() (in module tests.core.features.test_feature_variance) test_calculate_variance_numpy_array() (in module tests.core.features.test_feature_variance) test_calculate_variance_with_ddof_0() (in module tests.core.features.test_feature_variance) test_calculate_variance_with_identical_values() (in module tests.core.features.test_feature_variance) test_calculate_variance_with_single_value() (in module tests.core.features.test_feature_variance) test_convert_invalid_type() (in module tests.utils.test_convert_to_time_series) test_convert_numpy_array() (in module tests.utils.test_convert_to_time_series) test_convert_pandas_series() (in module tests.utils.test_convert_to_time_series) test_extract_absolute_energy_feature() (in module tests.core.test_feature_extractor) test_extract_entropy_feature() (in module tests.core.test_feature_extractor) test_extract_length_feature() (in module tests.core.test_feature_extractor) test_extract_mean_feature() (in module tests.core.test_feature_extractor)

test_extract_missing_points_feature() (in module tests.core.test_feature_extractor) test_extract_peak_and_trough_features() (in module tests.core.test_feature_extractor) test_extract_seasonality_strength_feature() (in module tests.core.test_feature_extractor) test_extract_spikeness_feature() (in module tests.core.test_feature_extractor) test_extract_stability_features() (in module tests.core.test_feature_extractor) test_extract_std_1st_der_feature() (in module tests.core.test_feature_extractor) test_extract_variance_feature() (in module tests.core.test_feature_extractor) test_extract_with_id_column() (in module tests.core.test_feature_extractor) test_extract_with_sort_column() (in module tests.core.test_feature_extractor) test_extract_with_window_size_and_stride() (in module tests.core.test_feature_extractor) test_spikeness_empty_series() (in module tests.core.features.test_feature_spikeness) test_spikeness_negative_skew() (in module tests.core.features.test_feature_spikeness) test_spikeness_no_skew() (in module tests.core.features.test_feature_spikeness) test_spikeness_numpy_array() (in module tests.core.features.test_feature_spikeness) test_spikeness_positive_skew() (in module tests.core.features.test_feature_spikeness) test_spikeness_with_nan_values() (in module tests.core.features.test_feature_spikeness) test_time_series_initialization() (in module tests.core.test_time_series_data) test_time_series_resample() (in module tests.core.test_time_series_data) test_time_series_split() (in module tests.core.test_time_series_data) test_validate_invalid_type() (in module tests.utils.test_validate_time_series_data) test_validate_numpy_array() (in module tests.utils.test_validate_time_series_data) test_validate_pandas_series() (in module tests.utils.test_validate_time_series_data) test_validate_with_nan_values() (in module tests.utils.test_validate_time_series_data) test_validate_without_datetime_index() (in module tests.utils.test_validate_time_series_data) tests module tests.core module tests.core.features module tests.core.features.test_feature_length module tests.core.features.test_feature_mean module tests.core.features.test_feature_peak module tests.core.features.test_feature_spikeness module tests.core.features.test_feature_std_1st_der module tests.core.features.test_feature_trough module tests.core.features.test_feature_variance module tests.core.features.test_histogram_dominant module tests.core.features.test_seasonality_strength module tests.core.features.test_trend_strength module tests.core.test_feature_extractor module tests.core.test_time_series_data module tests.utils module tests.utils.test_convert_to_time_series module tests.utils.test_validate_time_series_data module TimeSeriesData (class in interpreTS.core.time_series_data) TROUGH (interpreTS.core.feature_extractor.Features attribute)

V

validate_time_series_data() (in module interpreTS.utils.data_validation)

VARIANCE (interpreTS.core.feature_extractor.Features attribute)