├── .coveragerc ├── .github ├── ISSUE_TEMPLATE │ └── bug_report.md └── workflows │ ├── build_and_publish.yml │ ├── ci.yml │ └── deploy_github_pages.yml ├── .gitignore ├── .pre-commit-config.yaml ├── CODE_AUTHORS ├── CODE_OF_CONDUCT.rst ├── CONTRIBUTING.rst ├── DEED_OF_CONTRIBUTION.rst ├── GOVERNANCE.rst ├── LICENSE ├── MANIFEST.in ├── PULL_REQUEST_TEMPLATE.md ├── README.md ├── conftest.py ├── dev-requirements.txt ├── doc-requirements.txt ├── docs ├── .nojekyll ├── Makefile ├── index.html ├── make.bat └── source │ ├── conf.py │ ├── index.rst │ └── modules │ ├── causality.rst │ ├── compose.rst │ ├── feature_extraction.rst │ ├── feature_generation.rst │ ├── forecasting.rst │ ├── index.rst │ ├── metrics.rst │ ├── model_selection.rst │ ├── preprocessing.rst │ ├── regressors.rst │ └── time_series_models.rst ├── examples ├── creating_features-with_gtda.ipynb ├── hierarchical_model.ipynb ├── pipeline.ipynb ├── plotting_example.ipynb ├── quick_start.ipynb └── simple_models.ipynb ├── gtime ├── __init__.py ├── _version.py ├── base.py ├── causality │ ├── __init__.py │ ├── base.py │ ├── granger_causality.py │ ├── linear_coefficient.py │ ├── pearson_correlation.py │ └── tests │ │ ├── __init__.py │ │ ├── common.py │ │ ├── test_granger_causality.py │ │ ├── test_linear_coefficient.py │ │ └── test_pearson_correlation.py ├── compose │ ├── __init__.py │ ├── feature_creation.py │ └── tests │ │ └── test_feature_creation.py ├── experimental │ ├── __init__.py │ └── trend_models │ │ └── function_trend.py ├── explainability │ ├── __init__.py │ ├── explainer.py │ └── tests │ │ ├── __init__.py │ │ └── test_explainer.py ├── external │ ├── __init__.py │ ├── hdays.py │ └── make_holidays.py ├── feature_extraction │ ├── __init__.py │ ├── custom.py │ ├── standard.py │ ├── tests │ │ ├── __init__.py │ │ ├── test_crest_factor_detrending.py │ │ ├── test_sorted_density.py │ │ ├── test_standard.py │ │ └── test_trend.py │ └── trend.py ├── feature_generation │ ├── __init__.py │ ├── calendar.py │ ├── external.py │ └── tests │ │ ├── __init__.py │ │ ├── test_calendar.py │ │ └── test_external.py ├── forecasting │ ├── __init__.py │ ├── gar.py │ ├── naive.py │ ├── online.py │ ├── tests │ │ ├── __init__.py │ │ ├── test_gar.py │ │ ├── test_naive.py │ │ ├── test_online.py │ │ └── test_trend.py │ └── trend.py ├── hierarchical │ ├── __init__.py │ ├── base.py │ ├── bottom_up.py │ ├── middle_out.py │ ├── naive.py │ ├── tests │ │ ├── __init__.py │ │ ├── test_bottom_up.py │ │ ├── test_middle_out.py │ │ ├── test_naive.py │ │ └── test_top_down.py │ └── top_down.py ├── metrics │ ├── __init__.py │ ├── metrics.py │ └── tests │ │ ├── __init__.py │ │ └── test_loss_functions.py ├── model_selection │ ├── __init__.py │ ├── cross_validation.py │ ├── horizon_shift.py │ ├── splitters.py │ └── tests │ │ ├── __init__.py │ │ ├── test_cross_validation.py │ │ └── test_splitters.py ├── plotting │ ├── __init__.py │ ├── plotting.py │ ├── preprocessing.py │ └── tests │ │ ├── __init__.py │ │ ├── test_plotting.py │ │ └── test_preprocessing.py ├── preprocessing │ ├── __init__.py │ ├── tests │ │ ├── __init__.py │ │ ├── test_time_series_conversion.py │ │ ├── test_time_series_preparation.py │ │ └── utils.py │ ├── time_series_conversion.py │ ├── time_series_preparation.py │ └── time_series_resampling.py ├── regressors │ ├── __init__.py │ ├── explainable.py │ ├── linear_regressor.py │ ├── multi_output.py │ └── tests │ │ ├── __init__.py │ │ ├── test_explainable.py │ │ ├── test_linear_regressor.py │ │ └── test_multi_output.py ├── time_series_models │ ├── __init__.py │ ├── ar.py │ ├── base.py │ ├── cv_pipeline.py │ ├── simple_models.py │ └── tests │ │ ├── __init__.py │ │ ├── test_base.py │ │ ├── test_cv_pipeline.py │ │ └── test_simple_models.py └── utils │ ├── __init__.py │ ├── fixtures.py │ ├── hypothesis │ ├── __init__.py │ ├── feature_matrices.py │ ├── general_strategies.py │ ├── tests │ │ ├── __init__.py │ │ ├── test_feature_matrices.py │ │ ├── test_general_strategies.py │ │ └── test_time_indexes.py │ ├── time_indexes.py │ └── utils.py │ ├── testing_constants.py │ └── trends.py ├── requirements.txt ├── setup.cfg └── setup.py /.coveragerc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/giotto-ai/giotto-time/HEAD/.coveragerc -------------------------------------------------------------------------------- /.github/ISSUE_TEMPLATE/bug_report.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/giotto-ai/giotto-time/HEAD/.github/ISSUE_TEMPLATE/bug_report.md -------------------------------------------------------------------------------- /.github/workflows/build_and_publish.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/giotto-ai/giotto-time/HEAD/.github/workflows/build_and_publish.yml -------------------------------------------------------------------------------- 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