.config.example
LICENSE
MANIFEST.in
README.md
pyproject.toml
setup.cfg
docs/.gitkeep
docs/Makefile
docs/make.bat
docs/source/conf.py
docs/source/data.rst
docs/source/data_sources.rst
docs/source/datasets.rst
docs/source/examples.rst
docs/source/exploration.rst
docs/source/feature_engineering.rst
docs/source/general_documents.rst
docs/source/index.rst
docs/source/intro.rst
docs/source/metrics.rst
docs/source/models.rst
docs/source/preprocessing.rst
docs/source/utils.rst
docs/source/validation.rst
docs/source/visualization.rst
docs/source/general_documents/anomaly_detection.md
docs/source/general_documents/data_exploration.md
docs/source/general_documents/data_storage.md
docs/source/general_documents/feature_extraction.md
docs/source/general_documents/production_platform.md
docs/source/general_documents/project_approach.md
docs/source/general_documents/tsfresh.md
docs/source/general_documents/weather_features.md
docs/source/general_documents/images/autocorrelation.png
docs/source/general_documents/images/automatic_rolling_figure.png
docs/source/general_documents/images/automatic_rolling_importances.png
docs/source/general_documents/images/cv_holdout.png
docs/source/general_documents/images/cv_sliding_window.png
docs/source/general_documents/images/extreme_values_example_testset.png
docs/source/general_documents/images/extreme_values_example_trainset.png
docs/source/general_documents/images/flatline_removal_example.png
docs/source/general_documents/images/incident_heatmap.png
docs/source/general_documents/images/precision_recall_curve.png
docs/source/general_documents/images/quantile_importances_barplot.png
docs/source/general_documents/images/quantile_importances_barplot_sum.png
docs/source/general_documents/images/quantile_plot.png
docs/source/general_documents/images/synthetic_temperature.png
docs/source/general_documents/images/technical_overview.png
docs/source/general_documents/images/threshold_curve.png
examples/.gitignore
examples/feature_engineering.ipynb
examples/lasso.ipynb
examples/mlp.ipynb
sam/__init__.py
sam.egg-info/PKG-INFO
sam.egg-info/SOURCES.txt
sam.egg-info/dependency_links.txt
sam.egg-info/requires.txt
sam.egg-info/top_level.txt
sam/data_sources/__init__.py
sam/data_sources/mongo_wrapper.py
sam/data_sources/synthetic_data.py
sam/datasets/__init__.py
sam/datasets/datasets.py
sam/exploration/__init__.py
sam/exploration/find_incidents.py
sam/exploration/lag_correlation.py
sam/exploration/top_correlation.py
sam/feature_engineering/__init__.py
sam/feature_engineering/automatic_rolling_engineering.py
sam/feature_engineering/base_feature_engineering.py
sam/feature_engineering/decompose_datetime.py
sam/feature_engineering/lag_range.py
sam/feature_engineering/rolling_features.py
sam/feature_engineering/simple_feature_engineering.py
sam/feature_engineering/weather_spei.py
sam/logging_functions/__init__.py
sam/logging_functions/dataframe_characteristics.py
sam/logging_functions/new_columns.py
sam/metrics/__init__.py
sam/metrics/custom_callbacks.py
sam/metrics/incident_recall.py
sam/metrics/keras_metrics.py
sam/metrics/mase.py
sam/metrics/quantile_evaluation.py
sam/metrics/r2_calculation.py
sam/metrics/tilted_loss_metrics.py
sam/models/__init__.py
sam/models/base_model.py
sam/models/benchmark.py
sam/models/constant_model.py
sam/models/keras_templates.py
sam/models/lasso_model.py
sam/models/linear_model.py
sam/models/mlp_model.py
sam/models/sam_shap_explainer.py
sam/models/utils.py
sam/preprocessing/__init__.py
sam/preprocessing/clip_transformer.py
sam/preprocessing/correct_extremes.py
sam/preprocessing/data_scaling.py
sam/preprocessing/differencing.py
sam/preprocessing/normalize_timestamps.py
sam/preprocessing/rnn_reshape.py
sam/preprocessing/sam_reshape.py
sam/preprocessing/time.py
sam/preprocessing/train_test_split.py
sam/utils/__init__.py
sam/utils/dataframe_functions.py
sam/utils/sklearnhelpers.py
sam/utils/warnings.py
sam/validation/__init__.py
sam/validation/base_validator.py
sam/validation/flatline_validator.py
sam/validation/mad_validator.py
sam/validation/outside_range_validator.py
sam/validation/setup_validation_pipeline.py
sam/visualization/__init__.py
sam/visualization/diagnostic_flatline_removal.py
sam/visualization/extreme_removal_plot.py
sam/visualization/incident_heatmap.py
sam/visualization/performance_evaluation_fixed_predict_ahead.py
sam/visualization/plot_feature_importances.py
sam/visualization/precision_recall.py
sam/visualization/quantile_plot.py
sam/visualization/rolling_correlations.py
sam/visualization/threshold_plot.py