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