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Jet classification

Modules for the jet classification work.

Instructions

  • Create a virtual environment in the development machine ml-dev.ncc.unesp.br
conda create -p .env/mlwork -c intel python=3.6
source activate .env/mlwork
  • Install requirements
conda install numpy scipy matplotlib seaborn pandas scikit-learn
  • Clone github repository
git clone https://github.com/jruizvar/jet-classify.git

Running examples

  • Plot average jet image for signal and background
python modules/plot_image.py data 250-300 

  • Plot n-subjettiness
python modules/plot_tau21.py data 250-300 

  • Principal components analysis
python modules/pca_analysis.py data 250-300

  • ROC curve
python modules/plot_roc_curve.py data 250-300