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E_0
float32
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Dataset Card for Top Quark Tagging

Dataset Summary

Top Quark Tagging is a dataset of Monte Carlo simulated events produced by proton-proton collisions at the Large Hadron Collider. The top-quark signal and mixed quark-gluon background jets are produced with Pythia8 with its default tune for a center-of-mass energy of 14 TeV. Multiple interactions and pile-up are ignored. The leading 200 jet constituent four-momenta (E,px,py,pz) (E, p_x, p_y, p_z) are stored, with zero-padding applied to jets with fewer than 200 constituents.

Supported Tasks and Leaderboards

  • tabular-classification: The dataset can be used to train a model for tabular binary classification, which consists in predicting whether an event is produced from a top signal or quark-gluon background. Success on this task is typically measured by achieving a high accuracy and AUC score.

Dataset Structure

Data Instances

Each instance in the dataset consists of the four-momenta of the leading 200 jet constituents, sorted by pTp_T. For jets with fewer than 200 constituents, zero-padding is applied. The four-momenta of the top-quark are also provided, along with a label in the is_signal_new column to indicate whether the event stems from a top-quark (1) or QCD background (0). An example instance looks as follows:

{'E_0': 474.0711364746094,
 'PX_0': -250.34703063964844,
 'PY_0': -223.65196228027344,
 'PZ_0': -334.73809814453125,
  ...
 'E_199': 0.0,
 'PX_199': 0.0,
 'PY_199': 0.0,
 'PZ_199': 0.0,
 'truthE': 0.0,
 'truthPX': 0.0,
 'truthPY': 0.0,
 'truthPZ': 0.0,
 'ttv': 0,
 'is_signal_new': 0}

Data Fields

The fields in the dataset have the following meaning:

  • E_i: the energy of jet constituent ii.
  • PX_i: the xx component of the jet constituent's momentum
  • PY_i: the yy component of the jet constituent's momentum
  • PZ_i: the zz component of the jet constituent's momentum
  • truthE: the energy of the top-quark
  • truthPX: the xx component of the top quark's momentum
  • truthPY: the yy component of the top quark's momentum
  • truthPZ: the zz component of the top quark's momentum
  • ttv: a flag that indicates which split (train, validation, or test) that a jet belongs to. Redundant since each split is provided as a separate dataset
  • is_signal_new: the label for each jet. A 1 indicates a top-quark, while a 0 indicates QCD background.

Data Splits

train validation test
Number of events 1211000 403000 404000

Licensing Information

This dataset is released under the Creative Commons Attribution 4.0 International license.

Citation Information

@dataset{kasieczka_gregor_2019_2603256,
  author       = {Kasieczka, Gregor and
                  Plehn, Tilman and
                  Thompson, Jennifer and
                  Russel, Michael},
  title        = {Top Quark Tagging Reference Dataset},
  month        = mar,
  year         = 2019,
  publisher    = {Zenodo},
  version      = {v0 (2018\_03\_27)},
  doi          = {10.5281/zenodo.2603256},
  url          = {https://doi.org/10.5281/zenodo.2603256}
}

Contributions

Thanks to @lewtun for adding this dataset.

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