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Missing Data Pattern Plot #137

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pzivich opened this issue May 17, 2020 · 0 comments
Open

Missing Data Pattern Plot #137

pzivich opened this issue May 17, 2020 · 0 comments
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Calculator Updates for the calculations enhancement Sensitivity Analysis Updates for sensitivity analysis branch Short-term Issues/additions that will be completed in the near future

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@pzivich
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pzivich commented May 17, 2020

It would be useful to have a plot measure (either through matplotlib or through the console) that shows the missing data pattern (i.e. monotonic versus non-monotonic). Something resembling : https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5860553/figure/kwx350F1/

Procedure would be something like the following:

  1. Detect which columns have missing data
  2. Construct 2-by-2 tables of missingness indicators for each combination. Depending on if any cell has a zero, create an indicator. Something like, non-monotone, monotonic (in what direction), always missing with the other
  3. Fill in plot based on table results
@pzivich pzivich added enhancement Short-term Issues/additions that will be completed in the near future Sensitivity Analysis Updates for sensitivity analysis branch Calculator Updates for the calculations labels May 17, 2020
@pzivich pzivich self-assigned this May 17, 2020
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Calculator Updates for the calculations enhancement Sensitivity Analysis Updates for sensitivity analysis branch Short-term Issues/additions that will be completed in the near future
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