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TODOS:

  • (done) proof of concept scene matching
  • (done) proof of concept video parsing
  • (done) refactor crop
  • (done) implement map name parsing
  • (done) remove mmr guessing before aggregation
  • (done) refactor playera/playerb style duplication in get_matchdata2
  • (done) implement plausibility w/ binary yes/no
  • (done) implement map name cleanup/sanitizing
  • (done) implement aggregation for match data
  • (done) implement aggregation for postgame data
  • (done) implement quieter printing for matches found
  • (done) implement grab for frameskip
  • (done) implement earlier parsing
  • (done) implement video parsing data return for VOD
  • (done) implement computed features
  • (done) race detection rather than relying on scenes
  • (done) milestone: no manual interventions on two unseen VODs
  • (done) milestone: no outrageous data errors on two unseen VODs
  • (done) warnings in hh::mm::ss
  • (done) username features? count #{aeiou}/total?
  • (done) progressbar
  • (done) add holiday edition queue reference image
  • (done) add random reference
  • (done) implement csv output
  • (done) implement csv merging
  • (done) implement baseline statistics (based on winrates)
  • (done) implement feature encoding incl. categorical to one-hot
  • (done) implement cross-validation
  • (done) model parameter tuning if cross-validation looks good
  • (done) history study if feature ablation study looks good
  • (done) automatically deduce max days interval for study
  • redo? feature ablation study if model parameter tuning looks good