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Dataset . 2019
License: CC BY
Data sources: Datacite
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ZENODO
Dataset . 2019
License: CC BY
Data sources: Datacite
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ZENODO
Dataset . 2019
License: CC BY
Data sources: Datacite
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Pythia8 Quark and Gluon Jets for Energy Flow

Authors: Komiske, Patrick; Metodiev, Eric; Thaler, Jesse;

Pythia8 Quark and Gluon Jets for Energy Flow

Abstract

A dataset of quark and gluon jets generated with Pythia 8, originally used in Energy Flow Networks: Deep Sets for Particle Jets and available through the EnergyFlow Python package. Generation parameters are listed below: Pythia 8.226, \(\sqrt{s}=14\,\text{TeV} \) Quarks (uds only) from WeakBosonAndParton:qg2gmZq, gluons from WeakBosonAndParton:qqbar2gmZg with the Z decaying to neutrinos FastJet 3.3.0, anti-ki jets with R=0.4 \(p_T^\text{jet}\in[500,550]\,\text{GeV},\,|y^\text{jet} |<1.7\) Each file is in compressed NumPy format and can be accessed in python using np.load. There are two arrays in each file X: (100000,M,4), exactly 50k quark and 50k gluon jets, randomly sorted, where M is the max multiplicity of the jets in that file (other jets have been padded with zero-particles), and the features of each particle are its pt, rapidity, azimuthal angle, and pdgid. y: (100000,), an array of labels for the jets where gluon is 0 and quark is 1. If you use this dataset, please cite this Zenodo record as well as the corresponding paper: P. T. Komiske, E. M. Metodiev, J. Thaler, Energy Flow Networks: Deep Sets for Particle Jets, JHEP 01 (2019) 121, arXiv:1810.05165. The data format is additionally described as part of the EnergyFlow documentation. For the corresponding dataset of Herwig jets, see this Zenodo record.

{"references": ["P. T. Komiske, E. M. Metodiev, J. Thaler, Energy Flow Networks: Deep Sets for Particle Jets, JHEP 01 (2019) 121, arXiv:1810.05165.", "P. T. Komiske, E. M. Metodiev, EnergyFlow, https://energyflow.network."]}

Related Organizations
Keywords

quark, jet, quark, gluon, pythia, energyflow, jet, energyflow, gluon, pythia

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
views
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6
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961