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Analysis of PINPOINT data

  • preprocessing.py modifies data in data directory:
    • By default this should be outside of the analysis directory, path can be changed in get_data_path function in utils.py
    • Expects common ROOT files in data/root directory and will create new parquet and torch directories with preprocessed data
  • cnn.py runs neutrino flavor identification using 2d CNNs with zx and zy projections of binned pixel hits. This is meant to be run on a remote machine with a powerful GPU
  • evaluate_cnn.ipynb takes weights from cnn.py and is meant to be run locally to produce performance plots