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ttH killer development #4

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tcoulvert opened this issue Aug 17, 2024 · 0 comments
Open
1 of 11 tasks

ttH killer development #4

tcoulvert opened this issue Aug 17, 2024 · 0 comments
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@tcoulvert

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tcoulvert commented Aug 17, 2024 •
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URGENT:

  • message Nitish about BSM samples to be processed in v2 parquets
  • fix input comparison plots for train/val/test as train/val don't look like test
  • compute rough k-factors for MC-Data agreement -> OR simple data-driven bkg estimate via linear/exponential fit in the sidebands
  • write a template JSON config for the run script -> cover the main current use cases e.g. process ttH vars, move to ttH sideband, etc

Non urgent:

  • refactor plotting scripts to use ROOT rather than hist+mplhep
  • make EOS website to host plots for easy sharing and saving
  • compare different hyperparams (extra variables, BCE vs. NLL Losses, etc)
  • explore different standardization/normalization methods
  • add electron1/2, muon1/2 variables
  • make MR into HiggsDNA HHbbgg_Updates to include jet idx of each bjet, to make jet work easier
  • explore different architectures -> RNN currently not necessary
@tcoulvert tcoulvert self-assigned this Aug 17, 2024
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