iterative / iterative/studio-support
Add support for shap interactive plots
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Description
[Shap](https://github.com/slundberg/shap) is a powerful library for model interpretation that creates interactive plots. These plots can be saved as HTML to embed somewhere else, as long as the required JavaScript is loaded. While exporting the plots as a static image file is possible, some functionality is lost.
I'm unsure of how plots are loaded into Studio, but it seems possible to modify the way `dvc_plots/index.html` is created to include:
- The JavaScript library of Shap
- The dumped Shap plot HTML
The HTML of the plot can be obtained as follows:
```py
# model: trained model to explain
# X: training data
explainer = shap.TreeExplainer(model)
shap_values = explainer.shap_values(X)
shap_plot = shap.force_plot(explainer.expected_value, shap_values, X)
shap_plot_html = shap_plot.html() # HTML code of the plot
```
The JavaScript can be obtained with the following command:
```py
shap.getjs()
```
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