April 29, 2026 Dataset Open Access

Amram, Oz; Anzalone, Luca; Birk, Joschka; Faroughy, Darius A.; Hallin, Anna; Kasieczka, Gregor; Krämer, Michael; Pang, Ian; Reyes-Gonzalez, Humberto; Shih, David

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{"DOI":"10.25592/uhhfdm.18610","abstract":"<p>This dataset contains a processed version of open Monte Carlo simulation by CMS (see full list of datasets below),&nbsp;presented in a format suitable for Machine Learning (ML) applications. There is a total of 300M QCD jets and 24M top jets. The dataset is complementary to and created in the same way as&nbsp;<a href=\"https://www.fdr.uni-hamburg.de/record/16505\">Aspen Open Jets</a>, the dataset derived from CMS open data for the paper with the same name (Amram et al,&nbsp;<a href=\"https://doi.org/10.1088/2632-2153/ade58f\">Mach.Learn.Sci.Tech. 6 (2025) 3, 030601</a>).</p>\n\n<p>For each jet we store its transverse momentum (p_T), pseudorapidity (eta), and azimuthal angular coordinate (phi). We also store its mass, groomed with the softdrop algorithm as computed within the CMS reconstruction. Up to 150 constituents of the jet are stored. For each constituent, its 4-momentum is stored in the format (p_x, p_y, p_z, E).&nbsp;We additionally store its transverse impact parameter (d_0) and longitudinal impact parameter (d_z) with their uncertainties, the charge of the candidate, its particle-ID (PID) in the PDG format (note that neutral hadrons are assigned the PID=130 of the neutral kaon K_L^0, while positively/negatively charged hadrons are assigned PID=211 of the charged pion) and its weight from the PUPPI algorithm. We also include additional jet substructure quantities computed within the CMS reconstruction, including the number of constituents in the jet, N-subjettiness variables, various jet-tagging observables from the CMS implementation of ParticleNet and a regression of the jet mass from ParticleNet.</p>\n\n<p>Events are stored in h5 format with 4 keys:</p>\n\n<ul>\n\t<li>&#39;event_info&#39;, shape (N_jets, 3): [Run Number, LumiBlock, Event Number]</li>\n\t<li>&#39;jet_kinematics&#39;, shape (N_jets, 4): [pt, eta, phi, softdrop mass]</li>\n\t<li>&#39;PFCands&#39;, shape (N_jets, 150, 11): Zero padded list of up to 150 PFcandidates inside the jet.<br>\n\tInfo for each candidate is [px, py, pz, E, d0, d0Err, dz, dzErr, charge, PDG ID, PUPPI weight]</li>\n\t<li>&#39;jet_tagging&#39;, shape (N_jets, 13): Tagging info/scores for the AK8 jet.<br>\n\tInfo for each jet: [nConstituents, tau1, tau2, tau3, tau4, ParticleNet H4q vs QCD, ParticleNet Hbb vs QCD, ParticleNet Hcc vs QCD, ParticleNet QCD score, ParticleNet T vs QCD, ParticleNet W vs QCD, ParticleNet Z vs QCD, ParticleNet regressed mass]</li>\n</ul>\n\n<p>Note:&nbsp;the script `pt_weights.py`, included in this release, is needed in order to combine the QCD jets from the different pT ranges.</p>\n\n<p>The code that was used to create this dataset from CMS open simulation can be found at <a href=\"https://github.com/OzAmram/AOJProcessing\">https://github.com/OzAmram/AOJProcessing</a>.&nbsp;The following datasets were used:</p>\n\n<p>QCD datasets</p>\n\n<ul>\n\t<li>CMS Collaboration (2024). Simulated dataset QCD_Pt_300to470_TuneCP5_13TeV_pythia8 in MINIAODSIM format for 2016 collision data. CERN Open Data Portal. DOI:<a href=\"http://doi.org/10.7483/OPENDATA.CMS.BN4O.SD1T\">10.7483/OPENDATA.CMS.BN4O.SD1T</a></li>\n\t<li>CMS Collaboration (2024). Simulated dataset QCD_Pt_470to600_TuneCP5_13TeV_pythia8 in MINIAODSIM format for 2016 collision data. CERN Open Data Portal. DOI:<a href=\"http://doi.org/10.7483/OPENDATA.CMS.3OWE.GOJK\">10.7483/OPENDATA.CMS.3OWE.GOJK</a></li>\n\t<li>CMS Collaboration (2024). Simulated dataset QCD_Pt_600to800_TuneCP5_13TeV_pythia8 in MINIAODSIM format for 2016 collision data. CERN Open Data Portal. DOI:<a href=\"http://doi.org/10.7483/OPENDATA.CMS.FBVA.7HTR\">10.7483/OPENDATA.CMS.FBVA.7HTR</a></li>\n\t<li>CMS Collaboration (2024). Simulated dataset QCD_Pt_800to1000_TuneCP5_13TeV_pythia8 in MINIAODSIM format for 2016 collision data. CERN Open Data Portal. DOI:<a href=\"http://doi.org/10.7483/OPENDATA.CMS.R6GX.8H9J\">10.7483/OPENDATA.CMS.R6GX.8H9J</a></li>\n</ul>\n\n<p>Top datasets</p>\n\n<ul>\n\t<li>\n\t<p>CMS Collaboration (2024). Simulated dataset ZPrimeToTT_M900_W270_TuneCP2_13TeV-madgraph-pythia8 in MINIAODSIM format for 2016 collision data. CERN Open Data Portal. DOI:<a href=\"http://doi.org/10.7483/OPENDATA.CMS.ATIE.JNIC\">10.7483/OPENDATA.CMS.ATIE.JNIC</a></p>\n\t</li>\n\t<li>\n\t<p>CMS Collaboration (2024). Simulated dataset ZPrimeToTT_M900_W90_TuneCP2_13TeV-madgraph-pythia8 in MINIAODSIM format for 2016 collision data. CERN Open Data Portal. DOI:<a href=\"http://doi.org/10.7483/OPENDATA.CMS.QAJN.QZWZ\">10.7483/OPENDATA.CMS.QAJN.QZWZ</a></p>\n\t</li>\n\t<li>\n\t<p>CMS Collaboration (2024). Simulated dataset ZPrimeToTT_M2000_W200_TuneCP2_13TeV-madgraph-pythia8 in MINIAODSIM format for 2016 collision data. CERN Open Data Portal. DOI:<a href=\"http://doi.org/10.7483/OPENDATA.CMS.QL8F.A5KF\">10.7483/OPENDATA.CMS.QL8F.A5KF</a></p>\n\t</li>\n\t<li>\n\t<p>CMS Collaboration (2024). Simulated dataset ZPrimeToTT_M2000_W600_TuneCP2_13TeV-madgraph-pythia8 in MINIAODSIM format for 2016 collision data. CERN Open Data Portal. DOI:<a href=\"http://doi.org/10.7483/OPENDATA.CMS.75FU.1FP5\">10.7483/OPENDATA.CMS.75FU.1FP5</a></p>\n\t</li>\n\t<li>\n\t<p>CMS Collaboration (2024). Simulated dataset ZPrimeToTT_M2500_W250_TuneCP2_13TeV-madgraph-pythia8 in MINIAODSIM format for 2016 collision data. CERN Open Data Portal. DOI:<a href=\"http://doi.org/10.7483/OPENDATA.CMS.4G7L.LCDP\">10.7483/OPENDATA.CMS.4G7L.LCDP</a></p>\n\t</li>\n\t<li>\n\t<p>CMS Collaboration (2024). Simulated dataset ZPrimeToTT_M2500_W750_TuneCP2_13TeV-madgraph-pythia8 in MINIAODSIM format for 2016 collision data. CERN Open Data Portal. DOI:<a href=\"http://doi.org/10.7483/OPENDATA.CMS.06V7.L5A7\">10.7483/OPENDATA.CMS.06V7.L5A7</a></p>\n\t</li>\n\t<li>\n\t<p>CMS Collaboration (2024). Simulated dataset ZPrimeToTT_M3000_W300_TuneCP2_13TeV-madgraph-pythia8 in MINIAODSIM format for 2016 collision data. CERN Open Data Portal. DOI:<a href=\"http://doi.org/10.7483/OPENDATA.CMS.7JYL.DIKJ\">10.7483/OPENDATA.CMS.7JYL.DIKJ</a></p>\n\t</li>\n\t<li>\n\t<p>CMS Collaboration (2024). Simulated dataset ZPrimeToTT_M3000_W900_TuneCP2_13TeV-madgraph-pythia8 in MINIAODSIM format for 2016 collision data. CERN Open Data Portal. DOI:<a href=\"http://doi.org/10.7483/OPENDATA.CMS.P3VR.B8SQ\">10.7483/OPENDATA.CMS.P3VR.B8SQ</a></p>\n\t</li>\n\t<li>\n\t<p>CMS Collaboration (2024). Simulated dataset ZPrimeToTT_M3500_W1050_TuneCP2_13TeV-madgraph-pythia8 in MINIAODSIM format for 2016 collision data. CERN Open Data Portal. DOI:<a href=\"http://doi.org/10.7483/OPENDATA.CMS.J8J2.EFJ6\">10.7483/OPENDATA.CMS.J8J2.EFJ6</a></p>\n\t</li>\n\t<li>\n\t<p>CMS Collaboration (2024). Simulated dataset ZPrimeToTT_M3500_W350_TuneCP2_13TeV-madgraph-pythia8 in MINIAODSIM format for 2016 collision data. CERN Open Data Portal. DOI:<a href=\"http://doi.org/10.7483/OPENDATA.CMS.RY0T.65F2\">10.7483/OPENDATA.CMS.RY0T.65F2</a></p>\n\t</li>\n\t<li>\n\t<p>CMS Collaboration (2024). Simulated dataset ZPrimeToTT_M4000_W1200_TuneCP2_13TeV-madgraph-pythia8 in MINIAODSIM format for 2016 collision data. CERN Open Data Portal. DOI:<a href=\"http://doi.org/10.7483/OPENDATA.CMS.OQVG.XNIP\">10.7483/OPENDATA.CMS.OQVG.XNIP</a></p>\n\t</li>\n\t<li>\n\t<p>CMS Collaboration (2024). Simulated dataset ZPrimeToTT_M4000_W400_TuneCP2_13TeV-madgraph-pythia8 in MINIAODSIM format for 2016 collision data. CERN Open Data Portal. DOI:<a href=\"http://doi.org/10.7483/OPENDATA.CMS.KONY.3CQH\">10.7483/OPENDATA.CMS.KONY.3CQH</a></p>\n\t</li>\n\t<li>\n\t<p>CMS Collaboration (2024). Simulated dataset ZPrimeToTT_M1200_W120_TuneCP2_13TeV-madgraph-pythia8 in NANOAODSIM format for 2016 collision data. CERN Open Data Portal. DOI:<a href=\"http://doi.org/10.7483/OPENDATA.CMS.ABAE.BGE2\">10.7483/OPENDATA.CMS.ABAE.BGE2</a></p>\n\t</li>\n\t<li>\n\t<p>CMS Collaboration (2024). Simulated dataset ZPrimeToTT_M1000_W100_TuneCP2_13TeV-madgraph-pythia8 in MINIAODSIM format for 2016 collision data. CERN Open Data Portal. DOI:<a href=\"http://doi.org/10.7483/OPENDATA.CMS.PDXA.DEIH\">10.7483/OPENDATA.CMS.PDXA.DEIH</a></p>\n\t</li>\n\t<li>\n\t<p>CMS Collaboration (2024). Simulated dataset ZPrimeToTT_M1000_W300_TuneCP2_13TeV-madgraph-pythia8 in MINIAODSIM format for 2016 collision data. CERN Open Data Portal. DOI:<a href=\"http://doi.org/10.7483/OPENDATA.CMS.2LP8.EQPX\">10.7483/OPENDATA.CMS.2LP8.EQPX</a></p>\n\t</li>\n\t<li>\n\t<p>CMS Collaboration (2024). Simulated dataset ZPrimeToTT_M1200_W120_TuneCP2_13TeV-madgraph-pythia8 in MINIAODSIM format for 2016 collision data. CERN Open Data Portal. DOI:<a href=\"http://doi.org/10.7483/OPENDATA.CMS.0F74.2EF5\">10.7483/OPENDATA.CMS.0F74.2EF5</a></p>\n\t</li>\n\t<li>\n\t<p>CMS Collaboration (2024). Simulated dataset ZPrimeToTT_M1200_W360_TuneCP2_13TeV-madgraph-pythia8 in MINIAODSIM format for 2016 collision data. CERN Open Data Portal. DOI:<a href=\"http://doi.org/10.7483/OPENDATA.CMS.Z5HY.G7EF\">10.7483/OPENDATA.CMS.Z5HY.G7EF</a></p>\n\t</li>\n\t<li>\n\t<p>CMS Collaboration (2024). Simulated dataset ZPrimeToTT_M1400_W140_TuneCP2_13TeV-madgraph-pythia8 in MINIAODSIM format for 2016 collision data. CERN Open Data Portal. DOI:<a href=\"http://doi.org/10.7483/OPENDATA.CMS.TE8F.JB2O\">10.7483/OPENDATA.CMS.TE8F.JB2O</a></p>\n\t</li>\n\t<li>\n\t<p>CMS Collaboration (2024). Simulated dataset ZPrimeToTT_M1400_W420_TuneCP2_13TeV-madgraph-pythia8 in MINIAODSIM format for 2016 collision data. CERN Open Data Portal. DOI:<a href=\"http://doi.org/10.7483/OPENDATA.CMS.JJLX.AS3U\">10.7483/OPENDATA.CMS.JJLX.AS3U</a></p>\n\t</li>\n\t<li>\n\t<p>CMS Collaboration (2024). Simulated dataset ZPrimeToTT_M1600_W160_TuneCP2_13TeV-madgraph-pythia8 in MINIAODSIM format for 2016 collision data. CERN Open Data Portal. DOI:<a href=\"http://doi.org/10.7483/OPENDATA.CMS.32CU.IFYO\">10.7483/OPENDATA.CMS.32CU.IFYO</a></p>\n\t</li>\n\t<li>\n\t<p>CMS Collaboration (2024). Simulated dataset ZPrimeToTT_M1600_W480_TuneCP2_13TeV-madgraph-pythia8 in MINIAODSIM format for 2016 collision data. CERN Open Data Portal. DOI:<a href=\"http://doi.org/10.7483/OPENDATA.CMS.7PRK.PAIT\">10.7483/OPENDATA.CMS.7PRK.PAIT</a></p>\n\t</li>\n\t<li>\n\t<p>CMS Collaboration (2024). Simulated dataset ZPrimeToTT_M1800_W180_TuneCP2_13TeV-madgraph-pythia8 in MINIAODSIM format for 2016 collision data. CERN Open Data Portal. DOI:<a href=\"http://doi.org/10.7483/OPENDATA.CMS.YNA5.XC5D\">10.7483/OPENDATA.CMS.YNA5.XC5D</a></p>\n\t</li>\n\t<li>\n\t<p>CMS Collaboration (2024). Simulated dataset ZPrimeToTT_M1800_W540_TuneCP2_13TeV-madgraph-pythia8 in MINIAODSIM format for 2016 collision data. CERN Open Data Portal. DOI:<a href=\"http://doi.org/10.7483/OPENDATA.CMS.RFGG.0ZY0\">10.7483/OPENDATA.CMS.RFGG.0ZY0</a></p>\n\t</li>\n</ul>\n\n<p>&nbsp;</p>","author":[{"family":"Amram, Oz"},{"family":"Anzalone, Luca"},{"family":"Birk, Joschka"},{"family":"Faroughy, Darius A."},{"family":"Hallin, Anna"},{"family":"Kasieczka, Gregor"},{"family":"Kr\u00e4mer, Michael"},{"family":"Pang, Ian"},{"family":"Reyes-Gonzalez, Humberto"},{"family":"Shih, David"}],"id":"18610","issued":{"date-parts":[[2026,4,29]]},"note":"This work was initiated at the Aspen Center for Physics, supported by National Science Foundation grant PHY-2210452. We would like to thank Alexander M\u00fcck for discussions. The research of MK and HR-G is supported by the Deutsche Forschungsgemeinschaft DFG under grant 396021762 -- TRR 257: Particle physics phenomenology after the Higgs discovery. JB, AH and GK are supported by the DFG under the German Excellence Initiative -- EXC 2121 Quantum Universe \u2013 390833306, and by PUNCH4NFDI \u2013 project number 460248186. DAF, IP, and DS are supported by DOE grant DOE-SC0010008. OA is supported by Fermi Research Alliance, LLC under Contract No. DE-AC02-07CH11359 with the U.S. Department of Energy, Office of Science, Office of High Energy Physics. LA is supported by the University of Bologna. Additionally, we acknowledge support from the Maxwell computational resources at Deutsches Elektronen-Synchrotron DESY, Hamburg, Germany, and computing resources provided by RWTH Aachen University under project rwth0934. This research used resources of the National Energy Research Scientific Computing Center, a DOE Office of Science User Facility supported by the Office of Science of the U.S. Department of Energy under Contract No. DE-AC02-05CH11231 using NERSC award HEP-ERCAP0027491.","title":"Aspen Open Jets: Monte Carlo","type":"dataset"}