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make gen_report more generic #6

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satra opened this issue May 15, 2020 · 1 comment
Open

make gen_report more generic #6

satra opened this issue May 15, 2020 · 1 comment
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@satra
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satra commented May 15, 2020

the current option is quite hardcoded to reflect the current usage.

@satra
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satra commented May 26, 2020

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)
    • parallel coordinate plot with feature selection
  • classifier comparison output
    • parameter details of each model
    • shap feature information

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