Dataset Open Access

Pythia8 Quark and Gluon Jets for Energy Flow

Komiske, Patrick; Metodiev, Eric; Thaler, Jesse


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    <dct:title>Pythia8 Quark and Gluon Jets for Energy Flow</dct:title>
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    <dct:description>&lt;p&gt;Two&amp;nbsp;datasets of quark and gluon jets generated with Pythia 8, one with all kinematically realizable quark jets and one that excludes charm and bottom quark jets (at the level of the hard process). The one without c and b jets was originally used in &lt;a href="https://arxiv.org/abs/1810.05165"&gt;Energy Flow Networks: Deep Sets for Particle Jets&lt;/a&gt;. Generation parameters are listed below:&lt;/p&gt; &lt;ul&gt; &lt;li&gt;Pythia 8.226 (without bc jets), Pythia 8.235 (with bc jets),&amp;nbsp;&lt;span class="math-tex"&gt;\(\sqrt{s}=14\,\text{TeV} \)&lt;/span&gt;&lt;/li&gt; &lt;li&gt;Quarks&amp;nbsp;from&amp;nbsp;WeakBosonAndParton:qg2gmZq, gluons from&amp;nbsp;WeakBosonAndParton:qqbar2gmZg with the Z decaying to neutrinos&lt;/li&gt; &lt;li&gt;FastJet 3.3.0, anti-ki jets with R=0.4&lt;/li&gt; &lt;li&gt;&lt;span class="math-tex"&gt;\(p_T^\text{jet}\in[500,550]\,\text{GeV},\,|y^\text{jet} |&amp;lt;1.7\)&lt;/span&gt;&lt;/li&gt; &lt;/ul&gt; &lt;p&gt;There are 20 files in each dataset, each in compressed NumPy format. Files including charm and bottom jets have &amp;#39;withbc&amp;#39; in their filename. There are two arrays in each file&lt;/p&gt; &lt;ul&gt; &lt;li&gt;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.&lt;/li&gt; &lt;li&gt;y: (100000,), an array of labels for the jets where gluon is 0 and quark is 1.&lt;/li&gt; &lt;/ul&gt; &lt;p&gt;If you use this dataset, please cite this Zenodo record as well as the corresponding paper:&lt;/p&gt; &lt;ul&gt; &lt;li&gt;P. T. Komiske, E. M. Metodiev, J. Thaler, Energy Flow Networks: Deep Sets for Particle Jets, JHEP 01 (2019) 121, arXiv:1810.05165.&lt;/li&gt; &lt;/ul&gt; &lt;p&gt;For the corresponding dataset of Herwig jets, see &lt;a href="https://zenodo.org/record/2664330"&gt;this Zenodo record&lt;/a&gt;. The datasets can be downloaded and read into python automatically using the&amp;nbsp;&lt;a href="https://energyflow.network/docs/datasets/#quark-and-gluon-jets"&gt;EnergyFlow Python package&lt;/a&gt;.&lt;/p&gt; &lt;p&gt;Changes:&lt;/p&gt; &lt;ul&gt; &lt;li&gt;v1 - Added files with b and c quark jets.&lt;/li&gt; &lt;/ul&gt;</dct:description>
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