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todo.md

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TODO: Wishlist of things to implement (ordered)

  • Easy: rename internal vars for Pipelines from _, scaled to unscaled, _
  • Med/easy: *** Pipeline: do a check to see how many NAN values get passed from stage to stage...im guessing the binning helps us solve that, but does adaptive filtering actually solve it first?
  • Hard: *** Further container-ize steps in build process s.t. TSNE can be evaluated without training classifier so evaluate clustering
  • Med: In the diagnostics section, have a button that produces a HISTOGRAM of the lengths of actions distributions (1 histogram per action...? Seems that way for now...)
  • Med/easy: GMM plot should modify labels to match behaviours instead of just assignment number (WHEN POSSIBLE)
  • Med: Add PCA plotting for training data for BasePipeline to Streamlit diagnostics section
  • Hard: Lower priority: Multiple features select on the Streamlit app model building section

Done

  • Add math for vector(part1,part2) delta angle
  • Add colour to video assignment
  • Add binning feature slider
  • Add FPS input into params
  • Add colour to text in example behaviour videos
  • Add sidebar checkbox for extra, explanatory text
  • Change min-max scaling from gaussian to 0-1
  • Add a button for exporting (all) data
  • Analyze fill value for adaptive filtering
  • Confusion matrix for Streamlit diagnostics section