Published June 20, 2020 | Version v1

Fermilab LHC Physics Center Machine Learning Hands-On Advanced Tutorial Session Datasets

  • 1. UC San Diego
  • 2. University of Florida

Description

The dataset jet_raw.tar.gz contains a sample of 2011 CMS Open Simulation in numpy arrays. The columns correspond to

['run', 'lumi', 'event', 'met', 'sumet', 'rho', 'pthat', 'mcweight', 'njet_ak7', 'jet_pt_ak7', 'jet_eta_ak7', 'jet_phi_ak7', 'jet_E_ak7', 'jet_msd_ak7', 'jet_area_ak7', 'jet_jes_ak7', 'jet_tau21_ak7', 'jet_isW_ak7', 'jet_ncand_ak7', 'ak7pfcand_ijet']

Each row is a separate anti-kT R=0.7 (AK7) jet. The code to produce the numpy arrays is located at https://doi.org/10.5281/zenodo.3901871

The dataset jet_images.h5 contains preprocessed 2D jet images.

The datasets ntuple_4mu_bkg.root, ntuple_4mu_gg.root, and ntuple_4mu_VV.root contain simulated LHC events with 4 muons for the background process, gluon fusion Higgs boson production, and vector boson fusion Higgs boson production.

 

Files

Files (478.9 MB)

Name Size
md5:ae249e005da6e8f139954209f2e4174b
85.5 MB Download
md5:553f345463cbec78e8d9e857d24d8c69
376.4 MB Download
md5:f9c4252818dac4fcb55acd69c4fcdc52
8.9 MB Download
md5:f4502b85d76e5b576537246babca2be3
3.6 MB Download
md5:75f09846a31e7c8230c283adbf7368f4
4.5 MB Download

Additional details

Related works

Is compiled by
Software: 10.5281/zenodo.3901871 (DOI)
Is supplement to
Software: 10.5281/zenodo.3902395 (DOI)