├── .gitignore ├── Plots.ipynb ├── README.md ├── SHAP Feature Analysis.ipynb ├── SOC Data.ipynb ├── SOC Model.ipynb ├── data └── BatteryFailureDatabankV2.xlsx ├── environment.yml ├── imgs ├── 0 ShapIndividual.png ├── 1 ShapIndividual.png ├── 2 ShapIndividual.png ├── 3 ShapIndividual.png ├── SHAP-ordered.png ├── SHAP_2.png ├── Shap-summary-Categories-ordered.png ├── Shap-summary-sorted.png ├── fig_data_linreg.jpg └── fig_results_violins.jpg ├── main.py ├── predict_all_other_cells.ipynb └── src ├── analysis.py ├── data.py └── modeling.py /.gitignore: -------------------------------------------------------------------------------- 1 | .DS_Store 2 | .ipynb_checkpoints 3 | *.pyc 4 | results/ 5 | figures/ -------------------------------------------------------------------------------- /Plots.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/NREL/battery-heat-output/HEAD/Plots.ipynb 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