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now that shap figures are being created, we should generate an html report. one way to do this is to use create a notebook first and then export it as html via nbconvert. the notebook can store interactive plotly or bokeh plots as well.
sections the report should include:
data summary and viz
shapes of data
distribution of target variable, i.e. how balanced is the data
any grouping information
reduced dimensionality plot of inputs (via umap; color coded by target)
the current option is quite hardcoded to reflect the current usage.
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