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Dash Demo: interactive SHAP plot

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interactive plots on a local browser:

  • SHAP summary plot
  • SHAP partial dependent plot

Instructions

  • Install packages from requirements.txt or manually install (pandas, sklearn, shap, dash)
  • Download bike sharing data ("train.csv") to path "data/01_raw/bike_sharing.csv" (https://www.kaggle.com/c/bike-sharing-demand)
  • Run all pipelines (de + ds + shap) by running ">> kedro run"
  • Start dash app by running ">> python src/dash_demo_shap_plot/pipelines/shap_plot/demo.py"
  • Open dash page in a browser at "http://127.0.0.1:8050/" (unless host is specified otherwise)
  • Have fun

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