Index

_

__init__() (tseda.change_point.change_point_estimator.ChangePointEstimator method) (tseda.change_point.change_point_estimator.PELT_ChangePointEstimator method) (tseda.dataloader.coffee_prices_data_loader.CoffeePricesDataLoader method) (tseda.dataloader.hyndman_examples_data_loader.HyndmanExamplesDataLoader method) (tseda.dataloader.local_dataloader.LocalDataLoader method) (tseda.dataloader.synthetic_series_data_loader.SyntheticSeriesDataLoader method) (tseda.dataloader.ticket_resolution_data_loader.TicketResolutionDataLoader method) (tseda.dataloader.uci_air_quality_data_loader.UCIAirQualityDataLoader method) (tseda.dataloader.white_noise_data_loader.WhiteNoiseDataLoader method) (tseda.decomposition.automatic_grouping_heuristic.AutomaticGroupingHeuristic method) (tseda.decomposition.ssa_decomposition.SSADecomposition method) (tseda.decomposition.ssa_result_summary.SSAResultSummary method) (tseda.notebook_api.GroupingAutoTuneResult method) (tseda.notebook_api.NotebookThreeStepAPI method) (tseda.notebook_api.SuitabilityResult method) (tseda.NotebookThreeStepAPI method) (tseda.periodicity.fft_analyzer.FFT_Analyzer method) (tseda.series_stats.sampling_prop.SamplingProp method) (tseda.series_stats.summary_statistics.SummaryStatistics method) (tseda.SuitabilityResult method) (tseda.visualization.autocorrelation_vis.ACFPlotter method) (tseda.visualization.series_histogram_visualizer.SeriesHistogramVisualizer method) (tseda.visualization.series_kde_visualizer.SeriesKDEVisualizer method) (tseda.visualization.series_visualizer.SegmentedSeriesVisualizer method) (tseda.visualization.series_visualizer.SeriesVisualizer method)

A

ACFPlotter (class in tseda.visualization.autocorrelation_vis)

AutomaticGroupingHeuristic (class in tseda.decomposition.automatic_grouping_heuristic)

B

build_observation_text() (tseda.decomposition.ssa_result_summary.SSAResultSummary method)

C

calc_ACF() (tseda.visualization.autocorrelation_vis.ACFPlotter method) calc_dates() (tseda.visualization.series_visualizer.SeriesVisualizer method) calc_epoch() (tseda.visualization.series_visualizer.SeriesVisualizer method) calc_PACF() (tseda.visualization.autocorrelation_vis.ACFPlotter method) change_point_plot() (tseda.decomposition.ssa_decomposition.SSADecomposition method)

ChangePointEstimator (class in tseda.change_point.change_point_estimator) CoffeePricesDataLoader (class in tseda.dataloader.coffee_prices_data_loader) compute_statistics() (tseda.series_stats.summary_statistics.SummaryStatistics method) ConfigurationManager (class in tseda.config.config_loader) CSV_NAME_IN_ZIP (tseda.dataloader.uci_air_quality_data_loader.UCIAirQualityDataLoader attribute)

D

DATASET_URL (tseda.dataloader.uci_air_quality_data_loader.UCIAirQualityDataLoader attribute) DATASET_URLS (tseda.dataloader.hyndman_examples_data_loader.HyndmanExamplesDataLoader attribute) download_and_prepare() (tseda.dataloader.ticket_resolution_data_loader.TicketResolutionDataLoader method) (tseda.dataloader.uci_air_quality_data_loader.UCIAirQualityDataLoader method)

download_and_prepare_all() (tseda.dataloader.hyndman_examples_data_loader.HyndmanExamplesDataLoader method) download_and_prepare_one() (tseda.dataloader.hyndman_examples_data_loader.HyndmanExamplesDataLoader method) durbin_watson (tseda.notebook_api.GroupingAutoTuneResult attribute), [1] dw_in_range (tseda.notebook_api.GroupingAutoTuneResult attribute), [1]

E

eigen_vector_plot() (tseda.decomposition.ssa_decomposition.SSADecomposition method) eigenplot() (tseda.decomposition.ssa_decomposition.SSADecomposition method) eigenvalues (tseda.decomposition.automatic_grouping_heuristic.AutomaticGroupingHeuristic attribute) eligible_component_indices() (tseda.decomposition.automatic_grouping_heuristic.AutomaticGroupingHeuristic method) estimate_change_points() (tseda.change_point.change_point_estimator.ChangePointEstimator method) explained_variance_by_group() (tseda.decomposition.ssa_decomposition.SSADecomposition method)

explained_variance_noise() (tseda.decomposition.ssa_decomposition.SSADecomposition method) explained_variance_ratios (tseda.decomposition.automatic_grouping_heuristic.AutomaticGroupingHeuristic property) explained_variance_seasonality() (tseda.decomposition.ssa_decomposition.SSADecomposition method) explained_variance_trend() (tseda.decomposition.ssa_decomposition.SSADecomposition method) export_components_dataframe() (tseda.notebook_api.NotebookThreeStepAPI method) (tseda.NotebookThreeStepAPI method)

F

FFT_Analyzer (class in tseda.periodicity.fft_analyzer)

final_window (tseda.notebook_api.GroupingAutoTuneResult attribute), [1] formulas() (tseda.decomposition.ssa_result_summary.SSAResultSummary method)

G

generate_observation_text() (tseda.notebook_api.NotebookThreeStepAPI method) (tseda.NotebookThreeStepAPI method) get() (tseda.config.config_loader.ConfigurationManager class method) get_acf_plot() (tseda.notebook_api.NotebookThreeStepAPI method) (tseda.NotebookThreeStepAPI method) get_automatic_grouping_heuristic() (tseda.decomposition.ssa_decomposition.SSADecomposition method) get_box_plot() (tseda.notebook_api.NotebookThreeStepAPI method) (tseda.NotebookThreeStepAPI method) get_change_point_plot() (tseda.notebook_api.NotebookThreeStepAPI method) (tseda.NotebookThreeStepAPI method) get_config() (in module tseda.config.config_loader) get_config_section() (in module tseda.config.config_loader) get_configuration() (tseda.notebook_api.NotebookThreeStepAPI method) (tseda.NotebookThreeStepAPI method) get_eigen_plot() (tseda.notebook_api.NotebookThreeStepAPI method) (tseda.NotebookThreeStepAPI method) get_eigen_vector_plot() (tseda.notebook_api.NotebookThreeStepAPI method) (tseda.NotebookThreeStepAPI method) get_freq_window() (tseda.series_stats.sampling_prop.SamplingProp method) get_group_series() (tseda.decomposition.ssa_decomposition.SSADecomposition method) get_grouping() (tseda.notebook_api.NotebookThreeStepAPI method) (tseda.NotebookThreeStepAPI method) get_grouping_heuristic_configuration() (tseda.notebook_api.NotebookThreeStepAPI method) (tseda.NotebookThreeStepAPI method) get_kde_plot() (tseda.notebook_api.NotebookThreeStepAPI method) (tseda.NotebookThreeStepAPI method) get_loess_plot() (tseda.notebook_api.NotebookThreeStepAPI method) (tseda.NotebookThreeStepAPI method) get_noise_kde_plot() (tseda.notebook_api.NotebookThreeStepAPI method) (tseda.NotebookThreeStepAPI method) get_noise_variance_plot() (tseda.notebook_api.NotebookThreeStepAPI method) (tseda.NotebookThreeStepAPI method)

get_pacf_plot() (tseda.notebook_api.NotebookThreeStepAPI method) (tseda.NotebookThreeStepAPI method) get_readable_freq() (tseda.series_stats.sampling_prop.SamplingProp method) get_reconstructed_series() (tseda.decomposition.ssa_decomposition.SSADecomposition method) get_reconstruction_metadata() (tseda.notebook_api.NotebookThreeStepAPI method) (tseda.NotebookThreeStepAPI method) get_reconstruction_plot() (tseda.notebook_api.NotebookThreeStepAPI method) (tseda.NotebookThreeStepAPI method) get_sampling_properties() (tseda.notebook_api.NotebookThreeStepAPI method) (tseda.NotebookThreeStepAPI method) get_scatter_plot() (tseda.notebook_api.NotebookThreeStepAPI method) (tseda.NotebookThreeStepAPI method) get_section() (tseda.config.config_loader.ConfigurationManager class method) get_series() (tseda.dataloader.coffee_prices_data_loader.CoffeePricesDataLoader method) (tseda.dataloader.synthetic_series_data_loader.SyntheticSeriesDataLoader method) (tseda.dataloader.ticket_resolution_data_loader.TicketResolutionDataLoader method) (tseda.dataloader.uci_air_quality_data_loader.UCIAirQualityDataLoader method) (tseda.dataloader.white_noise_data_loader.WhiteNoiseDataLoader method) get_suitability_result() (tseda.notebook_api.NotebookThreeStepAPI method) (tseda.NotebookThreeStepAPI method) get_summary_statistics() (tseda.notebook_api.NotebookThreeStepAPI method) (tseda.NotebookThreeStepAPI method) get_variance_explained_plot() (tseda.notebook_api.NotebookThreeStepAPI method) (tseda.NotebookThreeStepAPI method) get_wcorr_plot() (tseda.notebook_api.NotebookThreeStepAPI method) (tseda.NotebookThreeStepAPI method) get_window() (tseda.notebook_api.NotebookThreeStepAPI method) (tseda.NotebookThreeStepAPI method) getInflectionPointsPlot() (tseda.visualization.series_kde_visualizer.SeriesKDEVisualizer method) getVisualization() (tseda.visualization.series_visualizer.SegmentedSeriesVisualizer method) (tseda.visualization.series_visualizer.SeriesVisualizer method) grouping (tseda.notebook_api.GroupingAutoTuneResult attribute), [1] GroupingAutoTuneResult (class in tseda.notebook_api)

H

has_seasonal_pair() (tseda.decomposition.automatic_grouping_heuristic.AutomaticGroupingHeuristic method)

HyndmanExamplesDataLoader (class in tseda.dataloader.hyndman_examples_data_loader)

I

initial_window (tseda.notebook_api.GroupingAutoTuneResult attribute), [1] is_near_equal_pair() (tseda.decomposition.automatic_grouping_heuristic.AutomaticGroupingHeuristic method)

is_suitable (tseda.notebook_api.SuitabilityResult attribute), [1] (tseda.SuitabilityResult attribute), [1]

K

KDEVisualizer() (tseda.visualization.series_kde_visualizer.SeriesKDEVisualizer method)

kneedle_min_distance (tseda.decomposition.automatic_grouping_heuristic.AutomaticGroupingHeuristic attribute)

L

list_example_datasets() (in module tseda) (in module tseda.notebook_api) load_air_quality() (tseda.dataloader.uci_air_quality_data_loader.UCIAirQualityDataLoader method) load_coffee_prices() (tseda.dataloader.coffee_prices_data_loader.CoffeePricesDataLoader method) load_config() (tseda.config.config_loader.ConfigurationManager class method) load_data() (tseda.dataloader.local_dataloader.LocalDataLoader method) load_example_series() (in module tseda) (in module tseda.notebook_api)

load_series_from_csv() (in module tseda) (in module tseda.notebook_api) load_ticket_resolution() (tseda.dataloader.ticket_resolution_data_loader.TicketResolutionDataLoader method) LocalDataLoader (class in tseda.dataloader.local_dataloader) loess_smother() (tseda.decomposition.ssa_decomposition.SSADecomposition method) LowessVisualizer() (tseda.visualization.series_visualizer.SeriesVisualizer method)

M

main() (in module tseda.bump_version) min_noise_components (tseda.decomposition.automatic_grouping_heuristic.AutomaticGroupingHeuristic attribute) min_signal_components (tseda.decomposition.automatic_grouping_heuristic.AutomaticGroupingHeuristic attribute) module tseda tseda.bump_version tseda.change_point tseda.change_point.change_point_estimator tseda.config tseda.config.config_loader tseda.data_writers tseda.dataloader tseda.dataloader.coffee_prices_data_loader tseda.dataloader.hyndman_examples_data_loader tseda.dataloader.local_dataloader tseda.dataloader.synthetic_series_data_loader tseda.dataloader.ticket_resolution_data_loader tseda.dataloader.uci_air_quality_data_loader tseda.dataloader.white_noise_data_loader tseda.decomposition tseda.decomposition.automatic_grouping_heuristic tseda.decomposition.ssa_decomposition tseda.decomposition.ssa_result_summary tseda.notebook_api tseda.periodicity tseda.periodicity.fft_analyzer tseda.series_stats tseda.series_stats.sampling_prop tseda.series_stats.summary_statistics tseda.visualization tseda.visualization.autocorrelation_vis tseda.visualization.series_histogram_visualizer tseda.visualization.series_kde_visualizer tseda.visualization.series_visualizer

N

NotebookThreeStepAPI (class in tseda) (class in tseda.notebook_api)

P

pair_similarity_tolerance (tseda.decomposition.automatic_grouping_heuristic.AutomaticGroupingHeuristic attribute) PELT_ChangePointEstimator (class in tseda.change_point.change_point_estimator) periodogram() (tseda.periodicity.fft_analyzer.FFT_Analyzer method) plot() (tseda.periodicity.fft_analyzer.FFT_Analyzer method) (tseda.visualization.series_histogram_visualizer.SeriesHistogramVisualizer method)

plot_noise_variance() (tseda.decomposition.ssa_result_summary.SSAResultSummary method) plot_variance_explained() (tseda.decomposition.ssa_result_summary.SSAResultSummary method) pool_selection_method (tseda.decomposition.automatic_grouping_heuristic.AutomaticGroupingHeuristic attribute) predict_series() (tseda.change_point.change_point_estimator.PELT_ChangePointEstimator method) properties_data_table() (tseda.series_stats.sampling_prop.SamplingProp method)

R

reason (tseda.notebook_api.GroupingAutoTuneResult attribute), [1]

reload() (tseda.config.config_loader.ConfigurationManager class method) reset() (tseda.config.config_loader.ConfigurationManager class method)

S

SamplingProp (class in tseda.series_stats.sampling_prop) seasonality_check_heuristic() (tseda.decomposition.ssa_decomposition.SSADecomposition method) SegmentedSeriesVisualizer (class in tseda.visualization.series_visualizer) series (tseda.notebook_api.NotebookThreeStepAPI property) (tseda.NotebookThreeStepAPI property) SeriesHistogramVisualizer (class in tseda.visualization.series_histogram_visualizer) SeriesKDEVisualizer (class in tseda.visualization.series_kde_visualizer) SeriesVisualizer (class in tseda.visualization.series_visualizer) set_grouping() (tseda.notebook_api.NotebookThreeStepAPI method) (tseda.NotebookThreeStepAPI method) set_reconstruction() (tseda.decomposition.ssa_decomposition.SSADecomposition method) set_window() (tseda.notebook_api.NotebookThreeStepAPI method) (tseda.NotebookThreeStepAPI method) signal_reconstruction_plot() (tseda.decomposition.ssa_decomposition.SSADecomposition method)

SSADecomposition (class in tseda.decomposition.ssa_decomposition) SSAResultSummary (class in tseda.decomposition.ssa_result_summary) suggest_grouping() (tseda.notebook_api.NotebookThreeStepAPI method) (tseda.NotebookThreeStepAPI method) suggest_grouping_with_window_autotune() (tseda.notebook_api.NotebookThreeStepAPI method) (tseda.NotebookThreeStepAPI method) suggest_next_expansion() (tseda.decomposition.automatic_grouping_heuristic.AutomaticGroupingHeuristic method) suggest_reconstruction() (tseda.decomposition.automatic_grouping_heuristic.AutomaticGroupingHeuristic method) suggest_reconstruction_groups() (tseda.decomposition.ssa_decomposition.SSADecomposition method) suitability_passed (tseda.notebook_api.GroupingAutoTuneResult attribute), [1] SuitabilityResult (class in tseda) (class in tseda.notebook_api) SummaryStatistics (class in tseda.series_stats.summary_statistics) SyntheticSeriesDataLoader (class in tseda.dataloader.synthetic_series_data_loader)

T

threshold (tseda.notebook_api.SuitabilityResult attribute), [1] (tseda.SuitabilityResult attribute), [1] TicketResolutionDataLoader (class in tseda.dataloader.ticket_resolution_data_loader) top_k (tseda.notebook_api.SuitabilityResult attribute), [1] (tseda.SuitabilityResult attribute), [1] top_k_ratio (tseda.notebook_api.SuitabilityResult attribute), [1] (tseda.SuitabilityResult attribute), [1] tseda module tseda.bump_version module tseda.change_point module tseda.change_point.change_point_estimator module tseda.config module tseda.config.config_loader module tseda.data_writers module tseda.dataloader module tseda.dataloader.coffee_prices_data_loader module tseda.dataloader.hyndman_examples_data_loader module tseda.dataloader.local_dataloader module tseda.dataloader.synthetic_series_data_loader module tseda.dataloader.ticket_resolution_data_loader module

tseda.dataloader.uci_air_quality_data_loader module tseda.dataloader.white_noise_data_loader module tseda.decomposition module tseda.decomposition.automatic_grouping_heuristic module tseda.decomposition.ssa_decomposition module tseda.decomposition.ssa_result_summary module tseda.notebook_api module tseda.periodicity module tseda.periodicity.fft_analyzer module tseda.series_stats module tseda.series_stats.sampling_prop module tseda.series_stats.summary_statistics module tseda.visualization module tseda.visualization.autocorrelation_vis module tseda.visualization.series_histogram_visualizer module tseda.visualization.series_kde_visualizer module tseda.visualization.series_visualizer module

U

UCIAirQualityDataLoader (class in tseda.dataloader.uci_air_quality_data_loader)

V

variance_threshold (tseda.decomposition.automatic_grouping_heuristic.AutomaticGroupingHeuristic attribute)

view_properties() (tseda.series_stats.sampling_prop.SamplingProp method)

W

wcorr_plot() (tseda.decomposition.ssa_decomposition.SSADecomposition method)

WhiteNoiseDataLoader (class in tseda.dataloader.white_noise_data_loader) windows_tried (tseda.notebook_api.GroupingAutoTuneResult attribute), [1]