<?xml version='1.0' encoding='UTF-8'?><codeBook xmlns="ddi:codebook:2_5" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="ddi:codebook:2_5 https://ddialliance.org/Specification/DDI-Codebook/2.5/XMLSchema/codebook.xsd" version="2.5" xml:lang="en"><docDscr><citation><titlStmt><titl xml:lang="en">pandas DataFrames of the DYToMuMu_M-20_CT10_TuneZ2star_v2_8TeV process</titl><IDNo agency="DOI">doi:10.60507/FK2/1MTTRE</IDNo></titlStmt><distStmt><distrbtr source="archive">bonndata</distrbtr><distDate>2025-01-21</distDate></distStmt><verStmt source="archive"><version date="2025-01-21" type="RELEASED">1</version></verStmt><biblCit>Saala, Timo, 2025, "pandas DataFrames of the DYToMuMu_M-20_CT10_TuneZ2star_v2_8TeV process", https://doi.org/10.60507/FK2/1MTTRE, bonndata, V1</biblCit></citation></docDscr><stdyDscr><citation><titlStmt><titl xml:lang="en">pandas DataFrames of the DYToMuMu_M-20_CT10_TuneZ2star_v2_8TeV process</titl><IDNo agency="DOI">doi:10.60507/FK2/1MTTRE</IDNo></titlStmt><rspStmt><AuthEnty affiliation="University of Bonn, Faculty of Mathematics and Natural Sciences, Physikalisches Institut">Saala, Timo</AuthEnty><othId role="Data Manager">Saala Timo</othId><othId role="Project Leader">Schott Matthias</othId></rspStmt><prodStmt><producer affiliation="University of Bonn, Faculty of Mathematics and Natural Sciences, Physikalisches Institut">Schott Matthias</producer><software version="1.1.3">pandas</software></prodStmt><distStmt><distrbtr source="archive">bonndata</distrbtr><contact affiliation="University of Bonn, Faculty of Mathematics and Natural Sciences, Physikalisches Institut" email="tsaala@uni-bonn.de">Saala, Timo</contact><depositr>Saala, Timo</depositr><depDate>2024-12-23</depDate></distStmt><holdings URI="https://doi.org/10.60507/FK2/1MTTRE"/></citation><stdyInfo><subject><keyword xml:lang="en">Computer and Information Science</keyword><keyword xml:lang="en">Physics</keyword></subject><abstract xml:lang="en">This dataset contains pandas DataFrames that represent filtered versions of CMS Open Data (in the form of ROOT files) available on the CERN OpenData Portal. 
This dataset specifically contains data from a DYToMuMu process (Drell-Yan process resulting in two Muons in the final state), which is a simulated process created during the 2012 LHC run. &lt;br> &lt;br>
A total of 121 (99 for real collision data) relevant variables are contained in the filtered pandas DataFrames that can be found here.  A list of variables can be found below, for a full explanation of them, please refer to the following paper (PLACEHOLDER, REFERENCE PAPER HERE): &lt;br>
nEvent, runNum, lumisection, evtNum; &lt;br>
nMuon, vecMuon_PT, vecMuon_Eta, vecMuon_Phi, vecMuon_PTErr, vecMuon_Q, vecMuon_StaPt, vecMuon_StaEta, vecMuon_StaPhi, vecMuon_TrkIso03, vecMuon_EcalIso03, vecMuon_HcalIso03; &lt;br>
nVertex, vecVertex_nTracksfit, vecVertex_ndof, vecVertex_Chi2, vecVertex_X, vecVertex_Y, vecVertex_Z; &lt;br>
nEle, vecEle_PT, vecEle_Eta, vecEle_Phi, vecEle_Q, vecEle_TrkIso03, vecEle_EcalIso03, vecEle_HcalIso03, vecEle_D0, vecEle_Dz; &lt;br>
nTau, vecTau_PT, vecTau_Eta, vecTau_Phi, vecTau_Q, vecTau_RawIso3Hits, vecTau_RawIsoMVA3oldDMwoLT, vecTau_RawIsoMVA3oldDMwLT, vecTau_RawIsoMVA3newDMwoLT, vecTau_RawIsoMVA3newDMwLT; &lt;br>
nPhoton, vecPhoton_PT, vecPhoton_Eta, vecPhoton_Phi, vecPhoton_Hovere, vecPhoton_Sthovere, vecPhoton_HasPixelSeed, vecPhoton_IsConv, vecPhoton_PassElectronVeto; &lt;br>
nMctruth, vecMctruth_PT, vecMctruth_Eta, vecMctruth_Phi, vecMctruth_Id_1, vecMctruth_Id_2, vecMctruth_X_1, vecMctruth_X_2, vecMctruth_PdgId, vecMctruth_Status, vecMctruth_Y, vecMctruth_Mass, vecMctruth_Mothers.first, vecMctruth_Mothers.second; &lt;br>
nJets, vecJet_PT, vecJet_Eta, vecJet_Phi, vecJet_D0, vecJet_Dz, vecJet_nCharged, vecJet_nNeutrals, vecJet_nParticles, vecJet_Beta, vecJet_BetaStar, vecJet_dR2Mean, vecJet_Q, vecJet_Mass, vecJet_Area, vecJet_Energy, vecJet_chEmEnergy, vecJet_neuEmEnergy, vecJet_chHadEnergy, vecJet_neuHadEnergy, vecJet_ID, vecJet_Num, vecJet_mcFlavor, vecJet_GenPT, vecJet_GenEta, vecJet_GenPhi, vecJet_GenMass, vecJet_flavorMatchPT, vecJet_JEC, vecJet_MatchIdx; &lt;br>
nPF, vecPF_PT, vecPF_Eta, vecPF_Phi, vecPF_Mass, vecPF_E, vecPF_Q, vecPF_PfType, vecPF_EcalE, vecPF_HcalE, vecPF_ndof, vecPF_Chi2, vecPF_pvId, vecPF_X, vecPF_Y, vecPF_Z, vecPF_JetNum; &lt;br>
fMET_PT, fMET_Eta, fMET_Phi; &lt;br>
HLT_Mu17_Mu8, HLT_Mu24, HLT_MET120_v, HLT_Ele27, HLT_HT350. &lt;br> &lt;br>

For the datasets containing data from real collisions at the LHC, the following variables are NOT contained: &lt;br&gt;
nMctruth, vecMctruth_PT, vecMctruth_Eta, vecMctruth_Phi, vecMctruth_Id_1, vecMctruth_Id_2, vecMctruth_X_1, vecMctruth_X_2, vecMctruth_PdgId, vecMctruth_Status, vecMctruth_Y, vecMctruth_Mass, vecMctruth_Mothers.first, vecMctruth_Mothers.second; &lt;br>
vecJet_mcFlavor, vecJet_GenPT, vecJet_GenEta, vecJet_GenPhi, vecJet_GenMass, vecJet_flavorMatchPT, vecJet_JEC, vecJet_MatchIdx &lt;br></abstract><sumDscr><dataKind>Tabular Data (pandas DataFrames)</dataKind></sumDscr><notes>This dataset is derived from datasets found on the CERN OpenData portal. The original dataset is a simulated dataset from the 2012 run at the LHC, representing a Drell-Yan process resulting in two final state Muons. &lt;br>
The accompanying thumbnail picture was taken from the CMS Collaboration: https://cds.cern.ch/record/2841512</notes></stdyInfo><method><dataColl><sources><dataSrc>CMS collaboration (2017). Simulated dataset DYToMuMu_M-20_CT10_8TeV-powheg-pythia6 in AODSIM format for 2012 collision data. CERN Open Data Portal. https://doi.org/10.7483/OPENDATA.CMS.UQL1.0C31</dataSrc><srcChar>CMS Open Data from the CERN OpenData Portal</srcChar><srcDocu>Website: https://opendata.cern.ch/
Documentation: https://opendata.cern.ch/search?q=&amp;f=type%3ADocumentation&amp;l=list&amp;order=desc&amp;p=1&amp;s=10&amp;sort=mostrecent

Everything is openly accessible</srcDocu></sources></dataColl><anlyInfo/></method><dataAccs><setAvail/><useStmt/><notes type="DVN:TOU" level="dv">&lt;a href="http://creativecommons.org/licenses/by/4.0">CC BY 4.0&lt;/a></notes></dataAccs><othrStdyMat><relMat>A GitHub repository containing all necessary code and a tutorial in order to re-produce the given dataset, or produce more data from either the same or different original CMS Open Data can be found &lt;a href="https://github.com/TSaala/OpenDataToDataFrame"> here &lt;/a></relMat><relPubl><citation><titlStmt><titl>CMS collaboration (2017). Simulated dataset DYToMuMu_M-20_CT10_8TeV-powheg-pythia6 in AODSIM format for 2012 collision data. CERN Open Data Portal. DOI:10.7483/OPENDATA.CMS.UQL1.0C31</titl><IDNo agency="doi">10.7483/OPENDATA.CMS.UQL1.0C31</IDNo></titlStmt><biblCit>CMS collaboration (2017). Simulated dataset DYToMuMu_M-20_CT10_8TeV-powheg-pythia6 in AODSIM format for 2012 collision data. CERN Open Data Portal. DOI:10.7483/OPENDATA.CMS.UQL1.0C31</biblCit></citation><ExtLink URI="https://opendata.cern.ch/record/7741"/></relPubl><relPubl><citation><titlStmt><titl>Timo Saala and Matthias Schott. Introduction to the Usage of Open Data from the Large Hadron Collider for Computer Scientists in the Context of Machine Learning. https://arx2501.06896iv.org/abs/ . 2025</titl><IDNo agency="arXiv">2501.06896</IDNo></titlStmt><biblCit>Timo Saala and Matthias Schott. Introduction to the Usage of Open Data from the Large Hadron Collider for Computer Scientists in the Context of Machine Learning. https://arx2501.06896iv.org/abs/ . 2025</biblCit></citation><ExtLink URI="https://arxiv.org/abs/2501.06896"/></relPubl></othrStdyMat></stdyDscr><otherMat ID="f7907" URI="https://bonndata.uni-bonn.de/catalog/downloads/7907/DYToMuMu_M-20_CT10_TuneZ2star_v2_8TeV_0.feather" level="datafile"><labl>DYToMuMu_M-20_CT10_TuneZ2star_v2_8TeV_0.feather</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">application/octet-stream</notes></otherMat><otherMat ID="f7913" URI="https://bonndata.uni-bonn.de/catalog/downloads/7913/DYToMuMu_M-20_CT10_TuneZ2star_v2_8TeV_1.feather" level="datafile"><labl>DYToMuMu_M-20_CT10_TuneZ2star_v2_8TeV_1.feather</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">application/octet-stream</notes></otherMat><otherMat ID="f7906" URI="https://bonndata.uni-bonn.de/catalog/downloads/7906/DYToMuMu_M-20_CT10_TuneZ2star_v2_8TeV_2.feather" level="datafile"><labl>DYToMuMu_M-20_CT10_TuneZ2star_v2_8TeV_2.feather</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">application/octet-stream</notes></otherMat><otherMat ID="f7908" URI="https://bonndata.uni-bonn.de/catalog/downloads/7908/DYToMuMu_M-20_CT10_TuneZ2star_v2_8TeV_3.feather" level="datafile"><labl>DYToMuMu_M-20_CT10_TuneZ2star_v2_8TeV_3.feather</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">application/octet-stream</notes></otherMat><otherMat ID="f7914" URI="https://bonndata.uni-bonn.de/catalog/downloads/7914/DYToMuMu_M-20_CT10_TuneZ2star_v2_8TeV_4.feather" level="datafile"><labl>DYToMuMu_M-20_CT10_TuneZ2star_v2_8TeV_4.feather</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">application/octet-stream</notes></otherMat><otherMat ID="f7916" URI="https://bonndata.uni-bonn.de/catalog/downloads/7916/DYToMuMu_M-20_CT10_TuneZ2star_v2_8TeV_5.feather" level="datafile"><labl>DYToMuMu_M-20_CT10_TuneZ2star_v2_8TeV_5.feather</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">application/octet-stream</notes></otherMat><otherMat ID="f7910" URI="https://bonndata.uni-bonn.de/catalog/downloads/7910/DYToMuMu_M-20_CT10_TuneZ2star_v2_8TeV_6.feather" level="datafile"><labl>DYToMuMu_M-20_CT10_TuneZ2star_v2_8TeV_6.feather</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">application/octet-stream</notes></otherMat><otherMat ID="f7918" URI="https://bonndata.uni-bonn.de/catalog/downloads/7918/DYToMuMu_M-20_CT10_TuneZ2star_v2_8TeV_7.feather" level="datafile"><labl>DYToMuMu_M-20_CT10_TuneZ2star_v2_8TeV_7.feather</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">application/octet-stream</notes></otherMat><otherMat ID="f7909" URI="https://bonndata.uni-bonn.de/catalog/downloads/7909/DYToMuMu_M-20_CT10_TuneZ2star_v2_8TeV_8.feather" level="datafile"><labl>DYToMuMu_M-20_CT10_TuneZ2star_v2_8TeV_8.feather</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">application/octet-stream</notes></otherMat><otherMat ID="f7917" URI="https://bonndata.uni-bonn.de/catalog/downloads/7917/DYToMuMu_M-20_CT10_TuneZ2star_v2_8TeV_9.feather" level="datafile"><labl>DYToMuMu_M-20_CT10_TuneZ2star_v2_8TeV_9.feather</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">application/octet-stream</notes></otherMat><otherMat ID="f7912" URI="https://bonndata.uni-bonn.de/catalog/downloads/7912/Example.py" level="datafile"><labl>Example.py</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">text/x-python</notes></otherMat><otherMat ID="f7927" URI="https://bonndata.uni-bonn.de/catalog/downloads/7927/README.txt" level="datafile"><labl>README.txt</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">text/plain</notes></otherMat></codeBook>