2017-10-13-lpc-testdrive/uproot-introduction-evaluated.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Introduction to uproot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "The interface is minimal: open a file with `uproot.open` and extract objects with a dictionary-like interface. Let's open a NanoAOD file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<TTree 'Events' len=55432 at 0x72b9b01f7990>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import uproot\n",
    "tree = uproot.open(\"~/storage/data/nano-TTLHE-2017-09-04-lz4.root\")[\"Events\"]\n",
    "tree"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "Incidentally, the one-liner above is not possible with PyROOT because ROOT's and Python's notions of object ownership conflict."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "require(['notebook'],\n",
       "  function() {\n",
       "    IPython.CodeCell.config_defaults.highlight_modes['magic_text/x-c++src'] = {'reg':[/^%%cpp/]};\n",
       "    console.log(\"JupyROOT - %%cpp magic configured\");\n",
       "  }\n",
       ");\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Welcome to JupyROOT 6.08/04\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<ROOT.TTree object at 0x(nil)>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import ROOT\n",
    "tree2 = ROOT.TFile(\"/home/pivarski/storage/data/nano-TTLHE-2017-09-04-lz4.root\").Get(\"Events\")\n",
    "tree2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "As with most Python modules, all of the class members and methods that don't start with underscore are public."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Counter, allbranches, allbranchnames, allbranchtypes, array, arrays, arrowed, branch, branches, branchnames, branchtypes, classes, counter, iterator, lazyarray, lazyarrays, leaves, name, numentries, pandas, title\n"
     ]
    }
   ],
   "source": [
    "print(\", \".join(x for x in dir(tree) if not x.startswith(\"_\")))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true,
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on method array in module uproot.tree:\n",
      "\n",
      "array(self, branch, dtype=None, executor=None, block=True) method of uproot.tree.TTree instance\n",
      "    Extracts a whole branch into a Numpy array.\n",
      "    \n",
      "    Individual branches from TTrees are typically small enough to fit into memory. If this is not your case, consider `tree.iterator(entries)` to load a given number of entries at a time.\n",
      "    \n",
      "    Arguments:\n",
      "    \n",
      "        * `branch` *(required)*\n",
      "    \n",
      "           Branch name to extract.\n",
      "    \n",
      "        * `dtype`\n",
      "    \n",
      "           If not `None`, cast the array into a given `dtype` (such as conversion to little endian).\n",
      "           If an array object, fill that array instead of creating a new one (shape must match).\n",
      "    \n",
      "        * `executor` (same as in `TTree.arrays`)\n",
      "    \n",
      "          A `concurrent.futures.Executor` that would be used to parallelize the basket loading/decompression.\n",
      "          If `None`, the process is serial.\n",
      "    \n",
      "        * `block`\n",
      "    \n",
      "          If `True` and parallel processing with an `executor`, return `data, errors` instead of just `data`, where `errors` is a generator of exceptions raised by the parallel threads.\n",
      "          When you're ready to wait for all threads to finish, evaluate the `errors` generator.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(tree.array)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['run',\n",
       " 'luminosityBlock',\n",
       " 'event',\n",
       " 'nElectron',\n",
       " 'Electron_deltaEtaSC',\n",
       " 'Electron_dxy',\n",
       " 'Electron_eta',\n",
       " 'Electron_mass',\n",
       " 'Electron_mvaSpring16GP',\n",
       " 'Electron_mvaSpring16HZZ',\n",
       " 'Electron_phi',\n",
       " 'Electron_pt',\n",
       " 'Electron_pterr',\n",
       " 'Electron_r9',\n",
       " 'Electron_sieie',\n",
       " 'Electron_sip3d',\n",
       " 'Electron_charge',\n",
       " 'Electron_cutBased',\n",
       " 'Electron_cutBased_HLTPreSel',\n",
       " 'Electron_jet',\n",
       " 'Electron_mvaSpring16GP_WP80',\n",
       " 'Electron_mvaSpring16GP_WP90',\n",
       " 'Electron_mvaSpring16HZZ_WPL',\n",
       " 'Electron_pdgId',\n",
       " 'nFatJet',\n",
       " 'FatJet_area',\n",
       " 'FatJet_btagCMVA',\n",
       " 'FatJet_btagDeepB',\n",
       " 'FatJet_btagDeepBB',\n",
       " 'FatJet_eta',\n",
       " 'FatJet_mass',\n",
       " 'FatJet_mpruned',\n",
       " 'FatJet_msoftdrop',\n",
       " 'FatJet_phi',\n",
       " 'FatJet_pt',\n",
       " 'FatJet_tau1',\n",
       " 'FatJet_tau2',\n",
       " 'FatJet_tau3',\n",
       " 'FatJet_subJet1',\n",
       " 'FatJet_subJet2',\n",
       " 'FatJet_subJet3',\n",
       " 'nGenJet',\n",
       " 'GenJet_eta',\n",
       " 'GenJet_mass',\n",
       " 'GenJet_phi',\n",
       " 'GenJet_pt',\n",
       " 'nGenPart',\n",
       " 'GenPart_eta',\n",
       " 'GenPart_phi',\n",
       " 'GenPart_pt',\n",
       " 'GenPart_mother',\n",
       " 'GenPart_pdgId',\n",
       " 'GenPart_status',\n",
       " 'genWeight',\n",
       " 'LHEWeight_originalXWGTUP',\n",
       " 'nLHEPdfWeight',\n",
       " 'LHEPdfWeight',\n",
       " 'nLHEScaleWeight',\n",
       " 'LHEScaleWeight',\n",
       " 'nJet',\n",
       " 'Jet_area',\n",
       " 'Jet_btagCMVA',\n",
       " 'Jet_btagDeepB',\n",
       " 'Jet_btagDeepBB',\n",
       " 'Jet_btagDeepC',\n",
       " 'Jet_eta',\n",
       " 'Jet_mass',\n",
       " 'Jet_phi',\n",
       " 'Jet_pt',\n",
       " 'Jet_qgl',\n",
       " 'Jet_rawFactor',\n",
       " 'Jet_electron1',\n",
       " 'Jet_electron2',\n",
       " 'Jet_muon1',\n",
       " 'Jet_muon2',\n",
       " 'Jet_nConstituents',\n",
       " 'Jet_nElectrons',\n",
       " 'Jet_nMuons',\n",
       " 'Jet_puId',\n",
       " 'LHE_HT',\n",
       " 'LHE_HTIncoming',\n",
       " 'LHE_Vpt',\n",
       " 'LHE_Njets',\n",
       " 'LHE_Nb',\n",
       " 'LHE_Nc',\n",
       " 'LHE_Nuds',\n",
       " 'LHE_Nglu',\n",
       " 'MET_phi',\n",
       " 'MET_pt',\n",
       " 'MET_rawEt',\n",
       " 'MET_significance',\n",
       " 'MET_sumEt',\n",
       " 'nMuon',\n",
       " 'Muon_dxy',\n",
       " 'Muon_eta',\n",
       " 'Muon_mass',\n",
       " 'Muon_phi',\n",
       " 'Muon_pt',\n",
       " 'Muon_ptErr',\n",
       " 'Muon_segmentComp',\n",
       " 'Muon_charge',\n",
       " 'Muon_jet',\n",
       " 'Muon_nStations',\n",
       " 'Muon_pdgId',\n",
       " 'Muon_mediumId',\n",
       " 'nPhoton',\n",
       " 'Photon_eta',\n",
       " 'Photon_mass',\n",
       " 'Photon_phi',\n",
       " 'Photon_pt',\n",
       " 'Photon_charge',\n",
       " 'Photon_jet',\n",
       " 'Photon_pdgId',\n",
       " 'METpuppi_phi',\n",
       " 'METpuppi_pt',\n",
       " 'METpuppi_sumEt',\n",
       " 'fixedGridRhoFastjetAll',\n",
       " 'fixedGridRhoFastjetCentralCalo',\n",
       " 'fixedGridRhoFastjetCentralNeutral',\n",
       " 'nSubJet',\n",
       " 'SubJet_btagCMVA',\n",
       " 'SubJet_btagDeepB',\n",
       " 'SubJet_btagDeepBB',\n",
       " 'SubJet_eta',\n",
       " 'SubJet_mass',\n",
       " 'SubJet_phi',\n",
       " 'SubJet_pt',\n",
       " 'nTau',\n",
       " 'Tau_dxy',\n",
       " 'Tau_dz',\n",
       " 'Tau_eta',\n",
       " 'Tau_mass',\n",
       " 'Tau_phi',\n",
       " 'Tau_pt',\n",
       " 'Tau_rawMVArun2',\n",
       " 'Tau_decayMode',\n",
       " 'Tau_idDecayMode',\n",
       " 'Tau_idDecayModeNewDMs',\n",
       " 'Tau_jet',\n",
       " 'PV_ndof',\n",
       " 'PV_x',\n",
       " 'PV_y',\n",
       " 'PV_z',\n",
       " 'PV_chi2',\n",
       " 'nSV',\n",
       " 'SV_dlen',\n",
       " 'SV_dlenSig',\n",
       " 'Jet_genJetIdx',\n",
       " 'Jet_hadroFlavour',\n",
       " 'Jet_partonFlavour',\n",
       " 'Electron_cleanmask',\n",
       " 'Jet_cleanmask',\n",
       " 'Muon_cleanmask',\n",
       " 'Photon_cleanmask',\n",
       " 'Tau_cleanmask',\n",
       " 'SV_chi2',\n",
       " 'SV_eta',\n",
       " 'SV_mass',\n",
       " 'SV_ndof',\n",
       " 'SV_phi',\n",
       " 'SV_pt',\n",
       " 'SV_x',\n",
       " 'SV_y',\n",
       " 'SV_z',\n",
       " 'HLTriggerFirstPath',\n",
       " 'HLT_AK8PFJet360_TrimMass30',\n",
       " 'HLT_AK8PFJet380_TrimMass30',\n",
       " 'HLT_AK8PFJet400_TrimMass30',\n",
       " 'HLT_AK8PFJet420_TrimMass30',\n",
       " 'HLT_AK8PFHT750_TrimMass50',\n",
       " 'HLT_AK8PFHT800_TrimMass50',\n",
       " 'HLT_AK8PFHT850_TrimMass50',\n",
       " 'HLT_AK8PFHT900_TrimMass50',\n",
       " 'HLT_CaloJet500_NoJetID',\n",
       " 'HLT_CaloJet550_NoJetID',\n",
       " 'HLT_Trimuon5_3p5_2_Upsilon_Muon',\n",
       " 'HLT_DoubleEle33_CaloIdL_MW',\n",
       " 'HLT_DoubleEle24_eta2p1_WPTight_Gsf',\n",
       " 'HLT_DoubleEle8_CaloIdM_TrackIdM_Mass8_DZ_PFHT350',\n",
       " 'HLT_DoubleEle8_CaloIdM_TrackIdM_Mass8_PFHT350',\n",
       " 'HLT_DoubleMu4_3_Bs',\n",
       " 'HLT_DoubleMu4_3_Jpsi_Displaced',\n",
       " 'HLT_DoubleMu4_JpsiTrk_Displaced',\n",
       " 'HLT_DoubleMu4_LowMassNonResonantTrk_Displaced',\n",
       " 'HLT_DoubleMu3_Trk_Tau3mu',\n",
       " 'HLT_DoubleMu4_PsiPrimeTrk_Displaced',\n",
       " 'HLT_DoubleMu4_Mass8_DZ_PFHT350',\n",
       " 'HLT_DoubleMu8_Mass8_PFHT350',\n",
       " 'HLT_Mu3_PFJet40',\n",
       " 'HLT_Mu7p5_L2Mu2_Jpsi',\n",
       " 'HLT_Mu7p5_L2Mu2_Upsilon',\n",
       " 'HLT_Mu7p5_Track2_Jpsi',\n",
       " 'HLT_Mu7p5_Track3p5_Jpsi',\n",
       " 'HLT_Mu7p5_Track7_Jpsi',\n",
       " 'HLT_Mu7p5_Track2_Upsilon',\n",
       " 'HLT_Mu7p5_Track3p5_Upsilon',\n",
       " 'HLT_Mu7p5_Track7_Upsilon',\n",
       " 'HLT_DoublePhoton33_CaloIdL',\n",
       " 'HLT_DoublePhoton70',\n",
       " 'HLT_DoublePhoton85',\n",
       " 'HLT_Ele20_WPTight_Gsf',\n",
       " 'HLT_Ele20_WPLoose_Gsf',\n",
       " 'HLT_Ele20_eta2p1_WPLoose_Gsf',\n",
       " 'HLT_DiEle27_WPTightCaloOnly_L1DoubleEG',\n",
       " 'HLT_Ele27_WPTight_Gsf',\n",
       " 'HLT_Ele35_WPTight_Gsf',\n",
       " 'HLT_Ele35_WPTight_Gsf_L1EGMT',\n",
       " 'HLT_Ele38_WPTight_Gsf',\n",
       " 'HLT_Ele40_WPTight_Gsf',\n",
       " 'HLT_Ele32_WPTight_Gsf_L1DoubleEG',\n",
       " 'HLT_HT450_Beamspot',\n",
       " 'HLT_HT300_Beamspot',\n",
       " 'HLT_IsoMu20_eta2p1_LooseChargedIsoPFTau27_eta2p1_CrossL1',\n",
       " 'HLT_IsoMu20_eta2p1_MediumChargedIsoPFTau27_eta2p1_CrossL1',\n",
       " 'HLT_IsoMu20_eta2p1_TightChargedIsoPFTau27_eta2p1_CrossL1',\n",
       " 'HLT_IsoMu20_eta2p1_LooseChargedIsoPFTau27_eta2p1_TightID_CrossL1',\n",
       " 'HLT_IsoMu20_eta2p1_MediumChargedIsoPFTau27_eta2p1_TightID_CrossL1',\n",
       " 'HLT_IsoMu20_eta2p1_TightChargedIsoPFTau27_eta2p1_TightID_CrossL1',\n",
       " 'HLT_IsoMu24_eta2p1_LooseChargedIsoPFTau20_SingleL1',\n",
       " 'HLT_IsoMu24_eta2p1_MediumChargedIsoPFTau20_SingleL1',\n",
       " 'HLT_IsoMu24_eta2p1_TightChargedIsoPFTau20_SingleL1',\n",
       " 'HLT_IsoMu24_eta2p1_LooseChargedIsoPFTau20_TightID_SingleL1',\n",
       " 'HLT_IsoMu24_eta2p1_MediumChargedIsoPFTau20_TightID_SingleL1',\n",
       " 'HLT_IsoMu24_eta2p1_TightChargedIsoPFTau20_TightID_SingleL1',\n",
       " 'HLT_IsoMu20',\n",
       " 'HLT_IsoMu24',\n",
       " 'HLT_IsoMu24_eta2p1',\n",
       " 'HLT_IsoMu27',\n",
       " 'HLT_UncorrectedJetE30_NoBPTX',\n",
       " 'HLT_UncorrectedJetE30_NoBPTX3BX',\n",
       " 'HLT_UncorrectedJetE60_NoBPTX3BX',\n",
       " 'HLT_UncorrectedJetE70_NoBPTX3BX',\n",
       " 'HLT_L1SingleMu18',\n",
       " 'HLT_L1SingleMu25',\n",
       " 'HLT_L2Mu10',\n",
       " 'HLT_L2Mu10_NoVertex_NoBPTX3BX',\n",
       " 'HLT_L2Mu10_NoVertex_NoBPTX',\n",
       " 'HLT_L2Mu45_NoVertex_3Sta_NoBPTX3BX',\n",
       " 'HLT_L2Mu40_NoVertex_3Sta_NoBPTX3BX',\n",
       " 'HLT_L2Mu50',\n",
       " 'HLT_DoubleL2Mu50',\n",
       " 'HLT_Mu17_TrkIsoVVL_Mu8_TrkIsoVVL',\n",
       " 'HLT_Mu17_TrkIsoVVL_Mu8_TrkIsoVVL_DZ',\n",
       " 'HLT_Mu17_TrkIsoVVL_Mu8_TrkIsoVVL_DZ_Mass8',\n",
       " 'HLT_Mu17_TrkIsoVVL_Mu8_TrkIsoVVL_DZ_Mass3p8',\n",
       " 'HLT_Mu25_TkMu0_Onia',\n",
       " 'HLT_Mu30_TkMu0_Onia',\n",
       " 'HLT_Mu20_TkMu0_Phi',\n",
       " 'HLT_Mu25_TkMu0_Phi',\n",
       " 'HLT_Mu20',\n",
       " 'HLT_Mu27',\n",
       " 'HLT_Mu50',\n",
       " 'HLT_OldMu100',\n",
       " 'HLT_TkMu100',\n",
       " 'HLT_DiPFJet15_NoCaloMatched',\n",
       " 'HLT_DiPFJet25_NoCaloMatched',\n",
       " 'HLT_DiPFJet15_FBEta3_NoCaloMatched',\n",
       " 'HLT_DiPFJet25_FBEta3_NoCaloMatched',\n",
       " 'HLT_DiPFJetAve40',\n",
       " 'HLT_DiPFJetAve60',\n",
       " 'HLT_DiPFJetAve80',\n",
       " 'HLT_DiPFJetAve140',\n",
       " 'HLT_DiPFJetAve200',\n",
       " 'HLT_DiPFJetAve260',\n",
       " 'HLT_DiPFJetAve320',\n",
       " 'HLT_DiPFJetAve400',\n",
       " 'HLT_DiPFJetAve500',\n",
       " 'HLT_DiPFJetAve15_HFJEC',\n",
       " 'HLT_DiPFJetAve25_HFJEC',\n",
       " 'HLT_DiPFJetAve35_HFJEC',\n",
       " 'HLT_DiPFJetAve60_HFJEC',\n",
       " 'HLT_DiPFJetAve80_HFJEC',\n",
       " 'HLT_DiPFJetAve100_HFJEC',\n",
       " 'HLT_DiPFJetAve160_HFJEC',\n",
       " 'HLT_DiPFJetAve220_HFJEC',\n",
       " 'HLT_DiPFJetAve300_HFJEC',\n",
       " 'HLT_AK8PFJet40',\n",
       " 'HLT_AK8PFJet60',\n",
       " 'HLT_AK8PFJet80',\n",
       " 'HLT_AK8PFJet140',\n",
       " 'HLT_AK8PFJet200',\n",
       " 'HLT_AK8PFJet260',\n",
       " 'HLT_AK8PFJet320',\n",
       " 'HLT_AK8PFJet400',\n",
       " 'HLT_AK8PFJet450',\n",
       " 'HLT_AK8PFJet500',\n",
       " 'HLT_AK8PFJet550',\n",
       " 'HLT_PFJet40',\n",
       " 'HLT_PFJet60',\n",
       " 'HLT_PFJet80',\n",
       " 'HLT_PFJet140',\n",
       " 'HLT_PFJet200',\n",
       " 'HLT_PFJet260',\n",
       " 'HLT_PFJet320',\n",
       " 'HLT_PFJet400',\n",
       " 'HLT_PFJet450',\n",
       " 'HLT_PFJet500',\n",
       " 'HLT_PFJet550',\n",
       " 'HLT_PFJetFwd40',\n",
       " 'HLT_PFJetFwd60',\n",
       " 'HLT_PFJetFwd80',\n",
       " 'HLT_PFJetFwd140',\n",
       " 'HLT_PFJetFwd200',\n",
       " 'HLT_PFJetFwd260',\n",
       " 'HLT_PFJetFwd320',\n",
       " 'HLT_PFJetFwd400',\n",
       " 'HLT_PFJetFwd450',\n",
       " 'HLT_PFJetFwd500',\n",
       " 'HLT_AK8PFJetFwd40',\n",
       " 'HLT_AK8PFJetFwd60',\n",
       " 'HLT_AK8PFJetFwd80',\n",
       " 'HLT_AK8PFJetFwd140',\n",
       " 'HLT_AK8PFJetFwd200',\n",
       " 'HLT_AK8PFJetFwd260',\n",
       " 'HLT_AK8PFJetFwd320',\n",
       " 'HLT_AK8PFJetFwd400',\n",
       " 'HLT_AK8PFJetFwd450',\n",
       " 'HLT_AK8PFJetFwd500',\n",
       " 'HLT_PFHT180',\n",
       " 'HLT_PFHT250',\n",
       " 'HLT_PFHT370',\n",
       " 'HLT_PFHT430',\n",
       " 'HLT_PFHT510',\n",
       " 'HLT_PFHT590',\n",
       " 'HLT_PFHT680',\n",
       " 'HLT_PFHT780',\n",
       " 'HLT_PFHT890',\n",
       " 'HLT_PFHT1050',\n",
       " 'HLT_PFHT500_PFMET100_PFMHT100_IDTight',\n",
       " 'HLT_PFHT500_PFMET110_PFMHT110_IDTight',\n",
       " 'HLT_PFHT700_PFMET85_PFMHT85_IDTight',\n",
       " 'HLT_PFHT700_PFMET95_PFMHT95_IDTight',\n",
       " 'HLT_PFHT800_PFMET75_PFMHT75_IDTight',\n",
       " 'HLT_PFHT800_PFMET85_PFMHT85_IDTight',\n",
       " 'HLT_PFMET110_PFMHT110_IDTight',\n",
       " 'HLT_PFMET120_PFMHT120_IDTight',\n",
       " 'HLT_PFMET130_PFMHT130_IDTight',\n",
       " 'HLT_PFMET140_PFMHT140_IDTight',\n",
       " 'HLT_PFMET100_PFMHT100_IDTight_CaloBTagCSV_3p1',\n",
       " 'HLT_PFMET110_PFMHT110_IDTight_CaloBTagCSV_3p1',\n",
       " 'HLT_PFMET120_PFMHT120_IDTight_CaloBTagCSV_3p1',\n",
       " 'HLT_PFMET130_PFMHT130_IDTight_CaloBTagCSV_3p1',\n",
       " 'HLT_PFMET140_PFMHT140_IDTight_CaloBTagCSV_3p1',\n",
       " 'HLT_PFMET120_PFMHT120_IDTight_PFHT60',\n",
       " 'HLT_PFMETNoMu120_PFMHTNoMu120_IDTight_PFHT60',\n",
       " 'HLT_PFMETTypeOne120_PFMHT120_IDTight_PFHT60',\n",
       " 'HLT_PFMETTypeOne110_PFMHT110_IDTight',\n",
       " 'HLT_PFMETTypeOne120_PFMHT120_IDTight',\n",
       " 'HLT_PFMETTypeOne130_PFMHT130_IDTight',\n",
       " 'HLT_PFMETTypeOne140_PFMHT140_IDTight',\n",
       " 'HLT_PFMETNoMu110_PFMHTNoMu110_IDTight',\n",
       " 'HLT_PFMETNoMu120_PFMHTNoMu120_IDTight',\n",
       " 'HLT_PFMETNoMu130_PFMHTNoMu130_IDTight',\n",
       " 'HLT_PFMETNoMu140_PFMHTNoMu140_IDTight',\n",
       " 'HLT_PFMET120_PFMHT120_IDTight_HFCleaned',\n",
       " 'HLT_PFMETNoMu120_PFMHTNoMu120_IDTight_HFCleaned',\n",
       " 'HLT_PFMETTypeOne120_PFMHT120_IDTight_HFCleaned',\n",
       " 'HLT_PFMET120_PFMHT120_IDTight_PFHT60_HFCleaned',\n",
       " 'HLT_MonoCentralPFJet80_PFMETNoMu110_PFMHTNoMu110_IDTight',\n",
       " 'HLT_MonoCentralPFJet80_PFMETNoMu120_PFMHTNoMu120_IDTight',\n",
       " 'HLT_MonoCentralPFJet80_PFMETNoMu130_PFMHTNoMu130_IDTight',\n",
       " 'HLT_MonoCentralPFJet80_PFMETNoMu140_PFMHTNoMu140_IDTight',\n",
       " 'HLT_L1ETMHadSeeds',\n",
       " 'HLT_CaloMHT90',\n",
       " 'HLT_CaloMET80_NotCleaned',\n",
       " 'HLT_CaloMET90_NotCleaned',\n",
       " 'HLT_CaloMET100_NotCleaned',\n",
       " 'HLT_CaloMET110_NotCleaned',\n",
       " 'HLT_CaloMET250_NotCleaned',\n",
       " 'HLT_CaloMET70_HBHECleaned',\n",
       " 'HLT_CaloMET80_HBHECleaned',\n",
       " 'HLT_CaloMET90_HBHECleaned',\n",
       " 'HLT_CaloMET100_HBHECleaned',\n",
       " 'HLT_CaloMET250_HBHECleaned',\n",
       " 'HLT_CaloMET300_HBHECleaned',\n",
       " 'HLT_CaloMET350_HBHECleaned',\n",
       " 'HLT_PFMET200_NotCleaned',\n",
       " 'HLT_PFMET200_HBHECleaned',\n",
       " 'HLT_PFMET250_HBHECleaned',\n",
       " 'HLT_PFMET300_HBHECleaned',\n",
       " 'HLT_PFMET200_HBHE_BeamHaloCleaned',\n",
       " 'HLT_PFMETTypeOne200_HBHE_BeamHaloCleaned',\n",
       " 'HLT_MET105_IsoTrk50',\n",
       " 'HLT_MET120_IsoTrk50',\n",
       " 'HLT_SingleJet30_Mu12_SinglePFJet40',\n",
       " 'HLT_Mu12_DoublePFJets40_CaloBTagCSV_p33',\n",
       " 'HLT_Mu12_DoublePFJets100_CaloBTagCSV_p33',\n",
       " 'HLT_Mu12_DoublePFJets200_CaloBTagCSV_p33',\n",
       " 'HLT_Mu12_DoublePFJets350_CaloBTagCSV_p33',\n",
       " 'HLT_Mu12_DoublePFJets40MaxDeta1p6_DoubleCaloBTagCSV_p33',\n",
       " 'HLT_Mu12_DoublePFJets54MaxDeta1p6_DoubleCaloBTagCSV_p33',\n",
       " 'HLT_Mu12_DoublePFJets62MaxDeta1p6_DoubleCaloBTagCSV_p33',\n",
       " 'HLT_DoublePFJets40_CaloBTagCSV_p33',\n",
       " 'HLT_DoublePFJets100_CaloBTagCSV_p33',\n",
       " 'HLT_DoublePFJets200_CaloBTagCSV_p33',\n",
       " 'HLT_DoublePFJets350_CaloBTagCSV_p33',\n",
       " 'HLT_DoublePFJets100MaxDeta1p6_DoubleCaloBTagCSV_p33',\n",
       " 'HLT_DoublePFJets116MaxDeta1p6_DoubleCaloBTagCSV_p33',\n",
       " 'HLT_DoublePFJets128MaxDeta1p6_DoubleCaloBTagCSV_p33',\n",
       " 'HLT_Photon300_NoHE',\n",
       " 'HLT_Mu8_TrkIsoVVL',\n",
       " 'HLT_Mu8_DiEle12_CaloIdL_TrackIdL_DZ',\n",
       " 'HLT_Mu8_DiEle12_CaloIdL_TrackIdL',\n",
       " 'HLT_Mu8_Ele8_CaloIdM_TrackIdM_Mass8_PFHT350_DZ',\n",
       " 'HLT_Mu8_Ele8_CaloIdM_TrackIdM_Mass8_PFHT350',\n",
       " 'HLT_Mu8_TrkIsoVVL_Ele23_CaloIdL_TrackIdL_IsoVL_DZ',\n",
       " 'HLT_Mu8_TrkIsoVVL_Ele23_CaloIdL_TrackIdL_IsoVL',\n",
       " 'HLT_Mu17_TrkIsoVVL',\n",
       " 'HLT_BTagMu_AK4DiJet20_Mu5',\n",
       " 'HLT_BTagMu_AK4DiJet40_Mu5',\n",
       " 'HLT_BTagMu_AK4DiJet70_Mu5',\n",
       " 'HLT_BTagMu_AK4DiJet110_Mu5',\n",
       " 'HLT_BTagMu_AK4DiJet170_Mu5',\n",
       " 'HLT_BTagMu_AK4Jet300_Mu5',\n",
       " 'HLT_BTagMu_AK8DiJet170_Mu5',\n",
       " 'HLT_BTagMu_AK8Jet300_Mu5',\n",
       " 'HLT_Ele23_Ele12_CaloIdL_TrackIdL_IsoVL_DZ',\n",
       " 'HLT_Mu23_TrkIsoVVL_Ele12_CaloIdL_TrackIdL_IsoVL_DZ',\n",
       " 'HLT_Mu23_TrkIsoVVL_Ele12_CaloIdL_TrackIdL_IsoVL',\n",
       " 'HLT_Mu12_TrkIsoVVL_Ele23_CaloIdL_TrackIdL_IsoVL',\n",
       " 'HLT_Mu12_TrkIsoVVL_Ele23_CaloIdL_TrackIdL_IsoVL_DZ',\n",
       " 'HLT_Ele23_Ele12_CaloIdL_TrackIdL_IsoVL',\n",
       " 'HLT_Photon33',\n",
       " 'HLT_Photon50',\n",
       " 'HLT_Photon75',\n",
       " 'HLT_Photon90',\n",
       " 'HLT_Photon120',\n",
       " 'HLT_Photon150',\n",
       " 'HLT_Photon175',\n",
       " 'HLT_Photon200',\n",
       " 'HLT_Photon50_R9Id90_HE10_IsoM',\n",
       " 'HLT_Photon75_R9Id90_HE10_IsoM',\n",
       " 'HLT_Photon90_R9Id90_HE10_IsoM',\n",
       " 'HLT_Photon120_R9Id90_HE10_IsoM',\n",
       " 'HLT_Photon165_R9Id90_HE10_IsoM',\n",
       " 'HLT_Photon90_CaloIdL_PFHT700',\n",
       " 'HLT_Diphoton30_22_R9Id_OR_IsoCaloId_AND_HE_R9Id_Mass90',\n",
       " 'HLT_Diphoton30_22_R9Id_OR_IsoCaloId_AND_HE_R9Id_Mass95',\n",
       " 'HLT_Diphoton30PV_18PV_R9Id_AND_IsoCaloId_AND_HE_R9Id_PixelVeto_Mass55',\n",
       " 'HLT_Diphoton30PV_18PV_R9Id_AND_IsoCaloId_AND_HE_R9Id_NoPixelVeto_Mass55',\n",
       " 'HLT_Diphoton30EB_18EB_R9Id_OR_IsoCaloId_AND_HE_R9Id_NoPixelVeto_Mass55',\n",
       " 'HLT_Diphoton30EB_18EB_R9Id_OR_IsoCaloId_AND_HE_R9Id_PixelVeto_Mass55',\n",
       " 'HLT_Dimuon0_Jpsi_L1_NoOS',\n",
       " 'HLT_Dimuon0_Jpsi_NoVertexing_NoOS',\n",
       " 'HLT_Dimuon0_Jpsi',\n",
       " 'HLT_Dimuon0_Jpsi_NoVertexing',\n",
       " 'HLT_Dimuon0_Jpsi_L1_4R_0er1p5R',\n",
       " 'HLT_Dimuon0_Jpsi_NoVertexing_L1_4R_0er1p5R',\n",
       " 'HLT_Dimuon0_Jpsi3p5_Muon2',\n",
       " 'HLT_Dimuon0_Upsilon_L1_4p5',\n",
       " 'HLT_Dimuon0_Upsilon_L1_5',\n",
       " 'HLT_Dimuon0_Upsilon_L1_4p5NoOS',\n",
       " 'HLT_Dimuon0_Upsilon_L1_4p5er2p0',\n",
       " 'HLT_Dimuon0_Upsilon_L1_4p5er2p0M',\n",
       " 'HLT_Dimuon0_Upsilon_NoVertexing',\n",
       " 'HLT_Dimuon0_Upsilon_L1_5M',\n",
       " 'HLT_Dimuon0_LowMass_L1_0er1p5R',\n",
       " 'HLT_Dimuon0_LowMass_L1_0er1p5',\n",
       " 'HLT_Dimuon0_LowMass',\n",
       " 'HLT_Dimuon0_LowMass_L1_4',\n",
       " 'HLT_Dimuon0_LowMass_L1_4R',\n",
       " 'HLT_Dimuon0_LowMass_L1_TM530',\n",
       " 'HLT_Dimuon0_Upsilon_Muon_L1_TM0',\n",
       " 'HLT_Dimuon0_Upsilon_Muon_NoL1Mass',\n",
       " 'HLT_TripleMu_5_3_3_Mass3p8to60_DZ',\n",
       " 'HLT_TripleMu_10_5_5_DZ',\n",
       " 'HLT_TripleMu_12_10_5',\n",
       " 'HLT_DoubleMu3_DZ_PFMET50_PFMHT60',\n",
       " 'HLT_DoubleMu3_DZ_PFMET70_PFMHT70',\n",
       " 'HLT_DoubleMu3_DZ_PFMET90_PFMHT90',\n",
       " 'HLT_DoubleMu3_Trk_Tau3mu_NoL1Mass',\n",
       " 'HLT_DoubleMu4_Jpsi_Displaced',\n",
       " 'HLT_DoubleMu4_Jpsi_NoVertexing',\n",
       " 'HLT_DoubleMu4_JpsiTrkTrk_Displaced',\n",
       " 'HLT_DoubleMu43NoFiltersNoVtx',\n",
       " 'HLT_DoubleMu48NoFiltersNoVtx',\n",
       " 'HLT_Mu43NoFiltersNoVtx_Photon43_CaloIdL',\n",
       " 'HLT_Mu48NoFiltersNoVtx_Photon48_CaloIdL',\n",
       " 'HLT_DoubleMu20_7_Mass0to30_L1_DM4',\n",
       " 'HLT_DoubleMu20_7_Mass0to30_L1_DM4EG',\n",
       " 'HLT_HT425',\n",
       " 'HLT_HT430_DisplacedDijet40_DisplacedTrack',\n",
       " 'HLT_HT430_DisplacedDijet60_DisplacedTrack',\n",
       " 'HLT_HT430_DisplacedDijet80_DisplacedTrack',\n",
       " 'HLT_HT400_DisplacedDijet40_DisplacedTrack',\n",
       " 'HLT_HT650_DisplacedDijet60_Inclusive',\n",
       " 'HLT_HT550_DisplacedDijet80_Inclusive',\n",
       " 'HLT_HT550_DisplacedDijet60_Inclusive',\n",
       " 'HLT_HT650_DisplacedDijet80_Inclusive',\n",
       " 'HLT_HT750_DisplacedDijet80_Inclusive',\n",
       " 'HLT_DiJet110_35_Mjj650_PFMET110',\n",
       " 'HLT_DiJet110_35_Mjj650_PFMET120',\n",
       " 'HLT_DiJet110_35_Mjj650_PFMET130',\n",
       " 'HLT_TripleJet110_35_35_Mjj650_PFMET110',\n",
       " 'HLT_TripleJet110_35_35_Mjj650_PFMET120',\n",
       " 'HLT_TripleJet110_35_35_Mjj650_PFMET130',\n",
       " 'HLT_VBF_DoubleLooseChargedIsoPFTau20_Trk1_eta2p1_Reg',\n",
       " 'HLT_VBF_DoubleMediumChargedIsoPFTau20_Trk1_eta2p1_Reg',\n",
       " 'HLT_VBF_DoubleTightChargedIsoPFTau20_Trk1_eta2p1_Reg',\n",
       " 'HLT_Ele30_eta2p1_WPTight_Gsf_CentralPFJet35_EleCleaned',\n",
       " 'HLT_Ele28_eta2p1_WPTight_Gsf_HT150',\n",
       " 'HLT_Ele28_HighEta_SC20_Mass55',\n",
       " 'HLT_DoubleMu20_7_Mass0to30_Photon23',\n",
       " 'HLT_Ele15_IsoVVVL_PFHT450_CaloBTagCSV_4p5',\n",
       " 'HLT_Ele15_IsoVVVL_PFHT450_PFMET50',\n",
       " 'HLT_Ele15_IsoVVVL_PFHT450',\n",
       " 'HLT_Ele50_IsoVVVL_PFHT450',\n",
       " 'HLT_Ele15_IsoVVVL_PFHT600',\n",
       " 'HLT_Mu8_TrkIsoVVL_DiPFJet40_DEta3p5_MJJ750_HTT300_PFMETNoMu60',\n",
       " 'HLT_Mu10_TrkIsoVVL_DiPFJet40_DEta3p5_MJJ750_HTT350_PFMETNoMu60',\n",
       " 'HLT_Mu15_IsoVVVL_PFHT450_CaloBTagCSV_4p5',\n",
       " 'HLT_Mu15_IsoVVVL_PFHT450_PFMET50',\n",
       " 'HLT_Mu15_IsoVVVL_PFHT450',\n",
       " 'HLT_Mu50_IsoVVVL_PFHT450',\n",
       " 'HLT_Mu15_IsoVVVL_PFHT600',\n",
       " 'HLT_Dimuon10_PsiPrime_Barrel_Seagulls',\n",
       " 'HLT_Dimuon20_Jpsi_Barrel_Seagulls',\n",
       " 'HLT_Dimuon10_Upsilon_Barrel_Seagulls',\n",
       " 'HLT_Dimuon12_Upsilon_eta1p5',\n",
       " 'HLT_Dimuon14_Phi_Barrel_Seagulls',\n",
       " 'HLT_Dimuon18_PsiPrime',\n",
       " 'HLT_Dimuon25_Jpsi',\n",
       " 'HLT_Dimuon18_PsiPrime_noCorrL1',\n",
       " 'HLT_Dimuon24_Upsilon_noCorrL1',\n",
       " 'HLT_Dimuon24_Phi_noCorrL1',\n",
       " 'HLT_Dimuon25_Jpsi_noCorrL1',\n",
       " 'HLT_DiMu9_Ele9_CaloIdL_TrackIdL_DZ',\n",
       " 'HLT_DiMu9_Ele9_CaloIdL_TrackIdL',\n",
       " 'HLT_DoubleIsoMu20_eta2p1',\n",
       " 'HLT_DoubleIsoMu24_eta2p1',\n",
       " 'HLT_TrkMu12_DoubleTrkMu5NoFiltersNoVtx',\n",
       " 'HLT_TrkMu16_DoubleTrkMu6NoFiltersNoVtx',\n",
       " 'HLT_TrkMu17_DoubleTrkMu8NoFiltersNoVtx',\n",
       " 'HLT_Mu8',\n",
       " 'HLT_Mu17',\n",
       " 'HLT_Mu17_Photon30_IsoCaloId',\n",
       " 'HLT_Ele8_CaloIdL_TrackIdL_IsoVL_PFJet30',\n",
       " 'HLT_Ele12_CaloIdL_TrackIdL_IsoVL_PFJet30',\n",
       " 'HLT_Ele23_CaloIdL_TrackIdL_IsoVL_PFJet30',\n",
       " 'HLT_Ele8_CaloIdM_TrackIdM_PFJet30',\n",
       " 'HLT_Ele17_CaloIdM_TrackIdM_PFJet30',\n",
       " 'HLT_Ele23_CaloIdM_TrackIdM_PFJet30',\n",
       " 'HLT_Ele50_CaloIdVT_GsfTrkIdT_PFJet165',\n",
       " 'HLT_Ele115_CaloIdVT_GsfTrkIdT',\n",
       " 'HLT_Ele135_CaloIdVT_GsfTrkIdT',\n",
       " 'HLT_Ele145_CaloIdVT_GsfTrkIdT',\n",
       " 'HLT_Ele200_CaloIdVT_GsfTrkIdT',\n",
       " 'HLT_Ele250_CaloIdVT_GsfTrkIdT',\n",
       " 'HLT_Ele300_CaloIdVT_GsfTrkIdT',\n",
       " 'HLT_PFHT300PT30_QuadPFJet_75_60_45_40',\n",
       " 'HLT_PFHT300PT30_QuadPFJet_75_60_45_40_TriplePFBTagCSV_3p0',\n",
       " 'HLT_PFHT380_SixPFJet32_DoublePFBTagCSV_2p2',\n",
       " 'HLT_PFHT380_SixPFJet32_DoublePFBTagDeepCSV_2p2',\n",
       " 'HLT_PFHT380_SixPFJet32',\n",
       " 'HLT_PFHT430_SixPFJet40_PFBTagCSV_1p5',\n",
       " 'HLT_PFHT430_SixPFJet40',\n",
       " 'HLT_PFHT350',\n",
       " 'HLT_PFHT350MinPFJet15',\n",
       " 'HLT_Photon60_R9Id90_CaloIdL_IsoL',\n",
       " 'HLT_Photon60_R9Id90_CaloIdL_IsoL_DisplacedIdL',\n",
       " 'HLT_Photon60_R9Id90_CaloIdL_IsoL_DisplacedIdL_PFHT350MinPFJet15',\n",
       " 'HLT_FullTrack_Multiplicity85',\n",
       " 'HLT_FullTrack_Multiplicity100',\n",
       " 'HLT_FullTrack_Multiplicity130',\n",
       " 'HLT_FullTrack_Multiplicity155',\n",
       " 'HLT_ECALHT800',\n",
       " 'HLT_DiSC30_18_EIso_AND_HE_Mass70',\n",
       " 'HLT_Physics',\n",
       " 'HLT_Random',\n",
       " 'HLT_ZeroBias',\n",
       " 'HLT_AK4CaloJet30',\n",
       " 'HLT_AK4CaloJet40',\n",
       " 'HLT_AK4CaloJet50',\n",
       " 'HLT_AK4CaloJet80',\n",
       " 'HLT_AK4CaloJet100',\n",
       " 'HLT_AK4CaloJet120',\n",
       " 'HLT_AK4PFJet30',\n",
       " 'HLT_AK4PFJet50',\n",
       " 'HLT_AK4PFJet80',\n",
       " 'HLT_AK4PFJet100',\n",
       " 'HLT_AK4PFJet120',\n",
       " 'HLT_HISinglePhoton10_Eta3p1ForPPRef',\n",
       " 'HLT_HISinglePhoton20_Eta3p1ForPPRef',\n",
       " 'HLT_HISinglePhoton30_Eta3p1ForPPRef',\n",
       " 'HLT_HISinglePhoton40_Eta3p1ForPPRef',\n",
       " 'HLT_HISinglePhoton50_Eta3p1ForPPRef',\n",
       " 'HLT_HISinglePhoton60_Eta3p1ForPPRef',\n",
       " 'HLT_Photon20_HoverELoose',\n",
       " 'HLT_Photon30_HoverELoose',\n",
       " 'HLT_Photon40_HoverELoose',\n",
       " 'HLT_Photon50_HoverELoose',\n",
       " 'HLT_Photon60_HoverELoose',\n",
       " 'HLT_EcalCalibration',\n",
       " 'HLT_HcalCalibration',\n",
       " 'HLT_L1UnpairedBunchBptxMinus',\n",
       " 'HLT_L1UnpairedBunchBptxPlus',\n",
       " 'HLT_L1NotBptxOR',\n",
       " 'HLT_L1MinimumBiasHF_OR',\n",
       " 'HLT_L1MinimumBiasHF0OR',\n",
       " 'HLT_HcalNZS',\n",
       " 'HLT_HcalPhiSym',\n",
       " 'HLT_HcalIsolatedbunch',\n",
       " 'HLT_IsoTrackHB',\n",
       " 'HLT_IsoTrackHE',\n",
       " 'HLT_ZeroBias_FirstCollisionAfterAbortGap',\n",
       " 'HLT_ZeroBias_IsolatedBunches',\n",
       " 'HLT_ZeroBias_FirstCollisionInTrain',\n",
       " 'HLT_ZeroBias_LastCollisionInTrain',\n",
       " 'HLT_ZeroBias_FirstBXAfterTrain',\n",
       " 'HLT_Ele24_eta2p1_WPTight_Gsf_LooseChargedIsoPFTau30_eta2p1_CrossL1',\n",
       " 'HLT_Ele24_eta2p1_WPTight_Gsf_MediumChargedIsoPFTau30_eta2p1_CrossL1',\n",
       " 'HLT_Ele24_eta2p1_WPTight_Gsf_TightChargedIsoPFTau30_eta2p1_CrossL1',\n",
       " 'HLT_Ele24_eta2p1_WPTight_Gsf_LooseChargedIsoPFTau30_eta2p1_TightID_CrossL1',\n",
       " 'HLT_Ele24_eta2p1_WPTight_Gsf_MediumChargedIsoPFTau30_eta2p1_TightID_CrossL1',\n",
       " 'HLT_Ele24_eta2p1_WPTight_Gsf_TightChargedIsoPFTau30_eta2p1_TightID_CrossL1',\n",
       " 'HLT_DoubleLooseChargedIsoPFTau35_Trk1_eta2p1_Reg',\n",
       " 'HLT_DoubleLooseChargedIsoPFTau40_Trk1_eta2p1_Reg',\n",
       " 'HLT_DoubleMediumChargedIsoPFTau35_Trk1_eta2p1_Reg',\n",
       " 'HLT_DoubleMediumChargedIsoPFTau40_Trk1_eta2p1_Reg',\n",
       " 'HLT_DoubleTightChargedIsoPFTau35_Trk1_eta2p1_Reg',\n",
       " 'HLT_DoubleTightChargedIsoPFTau40_Trk1_eta2p1_Reg',\n",
       " 'HLT_DoubleLooseChargedIsoPFTau35_Trk1_TightID_eta2p1_Reg',\n",
       " 'HLT_DoubleLooseChargedIsoPFTau40_Trk1_TightID_eta2p1_Reg',\n",
       " 'HLT_DoubleMediumChargedIsoPFTau35_Trk1_TightID_eta2p1_Reg',\n",
       " 'HLT_DoubleMediumChargedIsoPFTau40_Trk1_TightID_eta2p1_Reg',\n",
       " 'HLT_DoubleTightChargedIsoPFTau35_Trk1_TightID_eta2p1_Reg',\n",
       " 'HLT_DoubleTightChargedIsoPFTau40_Trk1_TightID_eta2p1_Reg',\n",
       " 'HLT_IsoMu24_eta2p1_MediumChargedIsoPFTau50_Trk30_eta2p1_1pr',\n",
       " 'HLT_MediumChargedIsoPFTau50_Trk30_eta2p1_1pr_MET90',\n",
       " 'HLT_MediumChargedIsoPFTau50_Trk30_eta2p1_1pr_MET100',\n",
       " 'HLT_MediumChargedIsoPFTau50_Trk30_eta2p1_1pr_MET110',\n",
       " 'HLT_MediumChargedIsoPFTau50_Trk30_eta2p1_1pr_MET120',\n",
       " 'HLT_MediumChargedIsoPFTau50_Trk30_eta2p1_1pr_MET130',\n",
       " 'HLT_MediumChargedIsoPFTau50_Trk30_eta2p1_1pr',\n",
       " 'HLT_MediumChargedIsoPFTau180HighPtRelaxedIso_Trk50_eta2p1_1pr',\n",
       " 'HLT_MediumChargedIsoPFTau180HighPtRelaxedIso_Trk50_eta2p1',\n",
       " 'HLT_IsoMu24_eta2p1_LooseChargedIsoPFTau35_Trk1_eta2p1_Reg_CrossL1',\n",
       " 'HLT_IsoMu24_eta2p1_LooseChargedIsoPFTau35_Trk1_TightID_eta2p1_Reg_CrossL1',\n",
       " 'HLT_IsoMu24_eta2p1_MediumChargedIsoPFTau35_Trk1_eta2p1_Reg_CrossL1',\n",
       " 'HLT_IsoMu24_eta2p1_MediumChargedIsoPFTau35_Trk1_TightID_eta2p1_Reg_CrossL1',\n",
       " 'HLT_IsoMu24_eta2p1_TightChargedIsoPFTau35_Trk1_eta2p1_Reg_CrossL1',\n",
       " 'HLT_IsoMu24_eta2p1_TightChargedIsoPFTau35_Trk1_TightID_eta2p1_Reg_CrossL1',\n",
       " 'HLT_Ele16_Ele12_Ele8_CaloIdL_TrackIdL',\n",
       " 'HLT_Rsq0p35',\n",
       " 'HLT_Rsq0p40',\n",
       " 'HLT_RsqMR300_Rsq0p09_MR200',\n",
       " 'HLT_RsqMR320_Rsq0p09_MR200',\n",
       " 'HLT_RsqMR300_Rsq0p09_MR200_4jet',\n",
       " 'HLT_RsqMR320_Rsq0p09_MR200_4jet',\n",
       " 'HLTriggerFinalPath',\n",
       " 'Flag_HBHENoiseFilter',\n",
       " 'Flag_HBHENoiseIsoFilter',\n",
       " 'Flag_CSCTightHaloFilter',\n",
       " 'Flag_CSCTightHaloTrkMuUnvetoFilter',\n",
       " 'Flag_CSCTightHalo2015Filter',\n",
       " 'Flag_globalTightHalo2016Filter',\n",
       " 'Flag_globalSuperTightHalo2016Filter',\n",
       " 'Flag_HcalStripHaloFilter',\n",
       " 'Flag_hcalLaserEventFilter',\n",
       " 'Flag_EcalDeadCellTriggerPrimitiveFilter',\n",
       " 'Flag_EcalDeadCellBoundaryEnergyFilter',\n",
       " 'Flag_goodVertices',\n",
       " 'Flag_eeBadScFilter',\n",
       " 'Flag_ecalLaserCorrFilter',\n",
       " 'Flag_trkPOGFilters',\n",
       " 'Flag_chargedHadronTrackResolutionFilter',\n",
       " 'Flag_muonBadTrackFilter',\n",
       " 'Flag_BadChargedCandidateFilter',\n",
       " 'Flag_BadPFMuonFilter',\n",
       " 'Flag_BadChargedCandidateSummer16Filter',\n",
       " 'Flag_BadPFMuonSummer16Filter',\n",
       " 'Flag_trkPOG_manystripclus53X',\n",
       " 'Flag_trkPOG_toomanystripclus53X',\n",
       " 'Flag_trkPOG_logErrorTooManyClusters',\n",
       " 'Flag_METFilters']"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tree.branchnames"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 21.26379776,   5.12322283,  14.14859962, ...,  16.72582626,\n",
       "        18.65698242,  15.28109741], dtype=float32)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tree.array(\"Electron_pt\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Electron_eta': array([-0.50317383, -0.22283936,  0.3380127 , ...,  0.16601562,\n",
       "        -1.51855469,  2.38574219], dtype=float32),\n",
       " 'Electron_phi': array([-1.97704196,  2.73374438, -2.23343873, ..., -1.10651565,\n",
       "         1.69811368,  2.38514328], dtype=float32),\n",
       " 'Electron_pt': array([ 21.26379776,   5.12322283,  14.14859962, ...,  16.72582626,\n",
       "         18.65698242,  15.28109741], dtype=float32)}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tree.arrays([\"Electron_pt\", \"Electron_eta\", \"Electron_phi\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "The branch/dtype argument of methods like `arrays` can take a function from `TBranch` to `dtype/None` as an argument, providing a flexible way to select branches and possibly change their Numpy `dtype` on the fly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true,
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Electron_charge': array([-1, -1,  1, ..., -1, -1,  1], dtype=int32),\n",
       " 'Electron_cleanmask': array([1, 1, 1, ..., 1, 1, 1], dtype=uint8),\n",
       " 'Electron_cutBased': array([0, 0, 0, ..., 0, 0, 0], dtype=int32),\n",
       " 'Electron_cutBased_HLTPreSel': array([0, 0, 0, ..., 0, 0, 0], dtype=int32),\n",
       " 'Electron_deltaEtaSC': array([ 0.00846107,  0.00699943,  0.0149112 , ...,  0.01897203,\n",
       "         0.00869478,  0.02348849], dtype=float32),\n",
       " 'Electron_dxy': array([-0.38358903, -0.00145535,  0.00341794, ..., -0.00323985,\n",
       "         0.00780344,  0.01845314], dtype=float32),\n",
       " 'Electron_eta': array([-0.50317383, -0.22283936,  0.3380127 , ...,  0.16601562,\n",
       "        -1.51855469,  2.38574219], dtype=float32),\n",
       " 'Electron_jet': array([3, 0, 1, ..., 4, 0, 3], dtype=int32),\n",
       " 'Electron_mass': array([-0.00792694,  0.00127983,  0.00332069, ...,  0.00569153,\n",
       "         0.01219177,  0.00673294], dtype=float32),\n",
       " 'Electron_mvaSpring16GP': array([-0.99991018, -0.9973309 , -0.7685014 , ..., -0.99344712,\n",
       "        -0.64150786, -0.9586938 ], dtype=float32),\n",
       " 'Electron_mvaSpring16GP_WP80': array([0, 0, 0, ..., 0, 0, 0], dtype=int32),\n",
       " 'Electron_mvaSpring16GP_WP90': array([0, 0, 0, ..., 0, 0, 0], dtype=int32),\n",
       " 'Electron_mvaSpring16HZZ': array([-0.99989885, -0.99490833, -0.98028594, ..., -0.99860889,\n",
       "        -0.86374629, -0.98836064], dtype=float32),\n",
       " 'Electron_mvaSpring16HZZ_WPL': array([0, 0, 0, ..., 0, 0, 0], dtype=int32),\n",
       " 'Electron_pdgId': array([ 11,  11, -11, ...,  11,  11, -11], dtype=int32),\n",
       " 'Electron_phi': array([-1.97704196,  2.73374438, -2.23343873, ..., -1.10651565,\n",
       "         1.69811368,  2.38514328], dtype=float32),\n",
       " 'Electron_pt': array([ 21.26379776,   5.12322283,  14.14859962, ...,  16.72582626,\n",
       "         18.65698242,  15.28109741], dtype=float32),\n",
       " 'Electron_pterr': array([ 1.81756115,  0.46332523,  2.06083488, ...,  2.32849956,\n",
       "         5.65616608,  4.20204735], dtype=float32),\n",
       " 'Electron_r9': array([ 0.33891511,  0.4733308 ,  0.94531274, ...,  0.66399163,\n",
       "         1.11372721,  0.76273322], dtype=float32),\n",
       " 'Electron_sieie': array([ 0.01321957,  0.01368248,  0.01189136, ...,  0.0194363 ,\n",
       "         0.03441363,  0.0417408 ], dtype=float32),\n",
       " 'Electron_sip3d': array([  4.35743618,   0.69641751,  10.72923088, ...,   1.99244761,\n",
       "          1.31079149,   7.32002401], dtype=float32)}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tree.arrays(lambda branch: branch.dtype if branch.name.startswith(\"Electron_\") else None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "For instance, we can change all numbers from the \"big endian\" format ROOT stores them in to your machine's native byte order."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true,
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Electron_charge': array([-1, -1,  1, ..., -1, -1,  1], dtype=int32),\n",
       " 'Electron_cleanmask': array([1, 1, 1, ..., 1, 1, 1], dtype=uint8),\n",
       " 'Electron_cutBased': array([0, 0, 0, ..., 0, 0, 0], dtype=int32),\n",
       " 'Electron_cutBased_HLTPreSel': array([0, 0, 0, ..., 0, 0, 0], dtype=int32),\n",
       " 'Electron_deltaEtaSC': array([ 0.00846107,  0.00699943,  0.0149112 , ...,  0.01897203,\n",
       "         0.00869478,  0.02348849], dtype=float32),\n",
       " 'Electron_dxy': array([-0.38358903, -0.00145535,  0.00341794, ..., -0.00323985,\n",
       "         0.00780344,  0.01845314], dtype=float32),\n",
       " 'Electron_eta': array([-0.50317383, -0.22283936,  0.3380127 , ...,  0.16601562,\n",
       "        -1.51855469,  2.38574219], dtype=float32),\n",
       " 'Electron_jet': array([3, 0, 1, ..., 4, 0, 3], dtype=int32),\n",
       " 'Electron_mass': array([-0.00792694,  0.00127983,  0.00332069, ...,  0.00569153,\n",
       "         0.01219177,  0.00673294], dtype=float32),\n",
       " 'Electron_mvaSpring16GP': array([-0.99991018, -0.9973309 , -0.7685014 , ..., -0.99344712,\n",
       "        -0.64150786, -0.9586938 ], dtype=float32),\n",
       " 'Electron_mvaSpring16GP_WP80': array([0, 0, 0, ..., 0, 0, 0], dtype=int32),\n",
       " 'Electron_mvaSpring16GP_WP90': array([0, 0, 0, ..., 0, 0, 0], dtype=int32),\n",
       " 'Electron_mvaSpring16HZZ': array([-0.99989885, -0.99490833, -0.98028594, ..., -0.99860889,\n",
       "        -0.86374629, -0.98836064], dtype=float32),\n",
       " 'Electron_mvaSpring16HZZ_WPL': array([0, 0, 0, ..., 0, 0, 0], dtype=int32),\n",
       " 'Electron_pdgId': array([ 11,  11, -11, ...,  11,  11, -11], dtype=int32),\n",
       " 'Electron_phi': array([-1.97704196,  2.73374438, -2.23343873, ..., -1.10651565,\n",
       "         1.69811368,  2.38514328], dtype=float32),\n",
       " 'Electron_pt': array([ 21.26379776,   5.12322283,  14.14859962, ...,  16.72582626,\n",
       "         18.65698242,  15.28109741], dtype=float32),\n",
       " 'Electron_pterr': array([ 1.81756115,  0.46332523,  2.06083488, ...,  2.32849956,\n",
       "         5.65616608,  4.20204735], dtype=float32),\n",
       " 'Electron_r9': array([ 0.33891511,  0.4733308 ,  0.94531274, ...,  0.66399163,\n",
       "         1.11372721,  0.76273322], dtype=float32),\n",
       " 'Electron_sieie': array([ 0.01321957,  0.01368248,  0.01189136, ...,  0.0194363 ,\n",
       "         0.03441363,  0.0417408 ], dtype=float32),\n",
       " 'Electron_sip3d': array([  4.35743618,   0.69641751,  10.72923088, ...,   1.99244761,\n",
       "          1.31079149,   7.32002401], dtype=float32)}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tree.arrays(lambda branch: branch.dtype if branch.name.startswith(\"Electron_\") else None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "If you already have an array, you can pass it in place of the `dtype` argument. This avoids unnecessary copies."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "126141353897696"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy\n",
    "electron_pt = numpy.zeros(tree.array(\"nElectron\").sum(), dtype=numpy.float64)\n",
    "id(electron_pt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.,  0.,  0., ...,  0.,  0.,  0.])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "electron_pt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "126141353897696"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tree.array(\"Electron_pt\", electron_pt)\n",
    "id(electron_pt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 21.26379776,   5.12322283,  14.14859962, ...,  16.72582626,\n",
       "        18.65698242,  15.28109741])"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "electron_pt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "If the arrays are too large to read all at once, you can iterate over them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true,
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "px = [-22.05850983   2.0827117  -11.79761791 ...,  31.39526558  10.02485085\n",
      "  -5.15552425]\n",
      "px = [  57.21009064  -21.60737228   51.51699066 ..., -232.88720703   83.01596069\n",
      "   -8.48415852]\n",
      "px = [-16.30791855 -11.02349567  -9.59561825 ...,   1.86529851   7.97578096\n",
      "  93.77963257]\n",
      "px = [ 31.80595207 -27.0686264   17.70536232 ...,   9.13830853  -8.50615883\n",
      " -15.53428745]\n",
      "px = [-15.63441658  66.32009125 -23.5351181  ...,  37.11478424 -82.37744141\n",
      "  -5.42560482]\n",
      "px = [ -1.71087015   9.87014294  34.29794312 ..., -20.05436897  54.53624344\n",
      " -17.53446388]\n",
      "px = [ 45.2231369    2.15468979  17.36893845 ...,   9.81973648 -29.31288338\n",
      "  -8.11543274]\n",
      "px = [-30.55264282   3.06022358 -25.02843285 ...,  15.1167841  -34.62071991\n",
      "  -5.77784777]\n",
      "px = [ -1.69409871  -5.72944546  -6.32986736 ..., -40.91424561  11.66949177\n",
      "  14.31631088]\n",
      "px = [ 18.41147804  10.69971561 -75.66543579 ...,  55.98440933  -4.252491\n",
      "  33.29589081]\n",
      "px = [ 10.72761917 -26.83973503 -11.02705956 ..., -32.10058594 -11.14105988\n",
      " -16.03596497]\n",
      "px = [ 37.28196335   3.35582852   2.28301716 ...,  -0.35652292  -4.71864843\n",
      "  -4.0771203 ]\n",
      "px = [ 21.87146187  40.92943954 -17.27778816 ..., -11.99731064 -11.6166048\n",
      "  -9.60547733]\n",
      "px = [ 36.99362564 -41.38727188 -11.53460693 ...,  -5.43007565 -39.17316437\n",
      "   4.58017588]\n",
      "px = [-39.68432999 -11.73658752  -8.24171257 ..., -54.36531448 -16.03368187\n",
      "  -1.31783533]\n",
      "px = [  5.52734566  12.008008   -55.83547974 ...,  -0.06839978   9.92559338\n",
      "  36.67352295]\n",
      "px = [  1.82402611 -32.97714233 -33.0631485  ...,   4.34362984  -9.42745972\n",
      "   9.95575047]\n",
      "px = [-17.13005829  93.70278931   2.69948864 ...,  -3.60233235  -9.91484261\n",
      "   1.29608178]\n",
      "px = [-13.91859245   4.73549366  -5.92267656 ...,  14.46449661  -7.94301653\n",
      " -10.81919956]\n",
      "px = [-15.61421871  17.56596375  -7.23601055 ..., -49.75949478 -10.67209911\n",
      "  56.82545471]\n",
      "px = [ 29.0015583  -83.28674316  33.04169083 ...,  -5.15612459  -0.41340312\n",
      " -14.26259041]\n",
      "px = [  8.48480701  23.38853073  -9.77911377 ...,   8.01665306  37.83175278\n",
      "  -5.13120651]\n",
      "px = [ 34.90190506   4.45173502  52.13431549 ..., -13.75087357   0.88241047\n",
      "   3.76814532]\n",
      "px = [   4.79136229   -0.23832223  -29.16612625 ...,  -27.36210823 -128.62678528\n",
      "   -1.30100191]\n",
      "px = [  22.45721817   17.63340378   29.12538719 ...,   22.57060051   14.72487068\n",
      " -109.49662781]\n",
      "px = [-22.35883141 -24.47770882 -13.0738306  ...,  30.73736382  -9.20501423\n",
      " -13.27628708]\n",
      "px = [ 15.43763256  18.8660202   -1.72435331 ...,  -0.18158026  -4.3741436\n",
      "  -0.16764288]\n",
      "px = [   5.78657722  -25.5542469   -43.65044022 ...,  -61.70671082  100.39191437\n",
      "  -38.4925499 ]\n",
      "px = [-45.87129974  12.49381542   3.78663349 ...,  21.96066475   5.89518642\n",
      " -63.16931534]\n",
      "px = [-13.11044216  -5.17804432 -48.02810287 ..., -28.289217    10.564147\n",
      "  30.11408424]\n",
      "px = [ 17.37353325 -13.82238483 -47.08825302 ...,  17.52212334  34.51248932\n",
      " -12.89717102]\n",
      "px = [   2.74383593    7.29349422  -25.71277237 ...,    8.64436245    7.56340837\n",
      " -346.56616211]\n",
      "px = [ 40.85150909 -26.57795906  -7.44316053 ...,  -3.34322047 -19.5262661\n",
      "   6.16445589]\n",
      "px = [ 55.22913742 -13.84586811  27.13558197 ...,  40.86420822  22.32295036\n",
      " -13.21580219]\n",
      "px = [  5.84025526 -32.78682327  -1.08659971 ...,  35.01890182  29.64560127\n",
      "  -1.31352305]\n",
      "px = [ -52.42550278   51.80189514  -25.22952461 ..., -100.66879272   -9.84531784\n",
      "    4.23055696]\n",
      "px = [  4.22003784e+01  -2.21162476e-02  -1.17985210e+01 ...,   8.83612137e+01\n",
      "  -4.03762674e+00  -6.14898968e+00]\n",
      "px = [ 10.84880543   7.31737995 -14.39869213 ..., -30.86743355  -3.36414504\n",
      " -40.93117905]\n",
      "px = [ 83.56225586  -4.43011189  17.97168541 ..., -29.63605499  -8.45413685\n",
      "  34.77078247]\n",
      "px = [ -0.65863991  -7.47723866 -27.82049751 ..., -35.28264236  20.89750481\n",
      "   0.32739529]\n",
      "px = [ 93.37256622 -17.92026138  57.41410446 ...,   9.47231674  -5.23778582\n",
      "  -6.61176586]\n",
      "px = [ 41.68942261 -18.33961487  -6.06439018 ...,   6.05473852  11.08535957\n",
      "   9.03275299]\n",
      "px = [  7.9345355   72.119133   -25.07967186 ...,  -7.23001909  -4.18176985\n",
      "  14.7891016 ]\n",
      "px = [ -17.24549484    5.97358656  -41.70536041 ...,   -2.05641651  -75.89068604\n",
      " -135.45106506]\n",
      "px = [-32.82584     30.93496513 -24.50696564 ...,  10.32359409 -28.53017998\n",
      "  -1.9606024 ]\n",
      "px = [ 31.88302612 -11.5442543  -61.56701279 ..., -38.39740372  96.02779388\n",
      " -34.9290123 ]\n",
      "px = [  1.27166402  47.00952148   7.14563227 ...,  -2.52300525 -12.42903042\n",
      "   8.23976707]\n",
      "px = [-12.54157639   4.43559551 -39.71641541 ...,   8.16256142 -10.71830082\n",
      " -30.17786407]\n",
      "px = [ -50.08207321  110.87834167   -0.48439565 ...,  100.82860565  -28.76800156\n",
      "   -4.36338758]\n",
      "px = [ -4.27346087  -6.05669451 -32.07588577 ..., -34.59878159 -24.19873619\n",
      "  16.68506241]\n",
      "px = [ -7.83831358   2.7533834  -34.89650726 ..., -10.25280666  -0.31623667\n",
      " -15.89478588]\n",
      "px = [   0.22649649   95.00236511  -18.54458237 ...,   80.29795074 -186.49212646\n",
      "   -1.30458248]\n",
      "px = [-20.15675545  70.75278473  68.62471008 ...,  -7.84946394  -3.1653378\n",
      "  -3.67583942]\n",
      "px = [ 19.14433479  -0.10933217  85.56073761 ...,   8.82407475   8.3009634\n",
      "   0.34588313]\n",
      "px = [-20.13014984   4.21646881 -12.23543453 ...,  30.92703629  67.60019684\n",
      "  41.91730118]\n",
      "px = [ -1.77567673e+01  -1.35483351e+01  -1.49731216e+02   2.16412369e+02\n",
      "  -4.31270523e+01   5.67919388e+01   4.41100044e+01  -1.63993759e+01\n",
      "   1.84065933e+01  -8.97067547e+00  -1.06572905e+01   5.61374712e+00\n",
      "  -1.22955322e+01   3.80284004e+01  -1.66227398e+01   4.01767769e+01\n",
      "   5.12358618e+00   1.63733649e+00   1.55194778e+01   7.04345131e+00\n",
      "   2.12136402e+01  -2.29762211e+01  -4.44571972e+00  -3.02100792e+01\n",
      "   9.36945953e+01  -1.01961851e+01   2.64201164e+00   1.08580418e+01\n",
      "   2.70427475e+01   1.18437485e+02  -2.79597068e+00  -1.24927696e+02\n",
      "   2.68187962e+01   7.17656314e-01  -6.65490580e+00   1.56429338e+01\n",
      "  -2.88490601e+01   7.13372135e+00  -3.11607494e+01   1.09092262e+02\n",
      "  -3.33719902e+01   3.98016777e+01  -3.51765594e+01  -7.79459417e-01\n",
      "  -3.18173199e+01   8.45032978e+00  -1.17764664e+00  -6.92598486e+00\n",
      "   3.86982803e+01   8.27277184e+00   2.25301865e+02  -4.40438795e+00\n",
      "  -2.67588902e+01  -1.72139633e+02   2.35207367e+01   3.76668930e+01\n",
      "   3.39688301e+00  -4.45555801e+01   8.02562618e+00   2.60723236e+02\n",
      "  -9.69136963e+01   3.19342461e+01   3.06133823e+01  -2.64130135e+01\n",
      "  -2.33006649e+01  -7.35960865e+00  -1.27557617e+02   7.16488695e+00\n",
      "   2.60111465e+01   4.05298710e+00   1.96466942e+01   2.03209324e+01\n",
      "  -2.02768993e+01   6.01964474e-01   1.60463867e+01   2.39435387e+01\n",
      "   1.71071396e+01  -1.20802412e+01   4.93044662e+01   1.26522446e+01\n",
      "  -7.29618740e+00   5.22781467e+00   2.29349375e+00   3.77486916e+01\n",
      "  -5.99433556e+01  -1.82903707e+00   4.05771446e+01   1.69274852e-01\n",
      "  -1.09736280e+01   1.57738838e+01   2.02395363e+01   6.03939819e+01\n",
      "   4.67078781e+01  -1.20084829e+01  -1.09110689e+01   6.41502457e+01\n",
      "  -2.51107864e+01  -8.36323643e+00  -1.38560982e+01  -2.04945297e+01\n",
      "  -3.77301254e+01   5.63561296e+00   3.62954521e+00   8.38930893e+01\n",
      "   5.70174980e+00   6.80665016e+00  -1.26235447e+01   3.11968956e+01\n",
      "   5.27785263e+01   3.54995270e+01   2.41581955e+01  -1.28208151e+01\n",
      "   9.14032555e+00  -1.96515522e+01   1.24734869e+01   3.61278610e+01\n",
      "  -2.05448818e+00   1.09235706e+01  -2.78750019e+01  -2.73878670e+01\n",
      "   1.30480795e+01   1.02268124e+01  -5.85100403e+01   2.59046097e+01\n",
      "   1.85484200e+01  -1.09101272e+00  -3.00961685e+01  -1.28897104e+01\n",
      "   2.41516571e+01   1.23174038e+01  -4.45898008e+00  -2.58484154e+01\n",
      "  -1.76785862e+00   2.27446671e+02   1.02200203e+01  -3.60210270e-01\n",
      "   2.66058979e+01  -1.49625616e+01  -1.79243221e+01   7.39618635e+00\n",
      "  -3.40359116e+00   1.67745018e+01  -1.16902275e+01   1.86250248e+01\n",
      "  -6.22212601e+00   3.39485317e-01  -2.61139679e+00   1.86178417e+01\n",
      "  -1.56231523e+00   8.59803486e+00  -6.94210663e+01  -1.09971914e+01\n",
      "  -1.58136444e+01   6.58833618e+01  -1.24671297e+01   3.84135971e+01\n",
      "   9.61605263e+00   2.83296466e-01  -1.26731621e+02  -1.82575821e+02\n",
      "   3.09580874e+00   2.04094872e-01   4.56631470e+00   7.31791735e+00\n",
      "  -9.80918198e+01   9.01497650e+00  -2.69920074e+02   5.80491829e+01\n",
      "   1.14707214e+02  -5.62943535e+01  -5.50087690e+00  -1.91529358e+02\n",
      "  -2.13145847e+01  -4.44352007e+00  -3.32340312e+00   3.34767570e+01\n",
      "  -6.69258308e+00  -3.45118790e+01  -1.48837719e+01   1.11021862e+01\n",
      "  -1.09493475e+01  -3.24481463e+00   6.60377350e+01  -1.02541283e+02\n",
      "  -5.48936539e+01  -6.61386299e+00   2.00728550e+01   4.76670990e+01\n",
      "   1.63547115e+01  -2.04346409e+01  -7.18425274e+00   8.72746849e+00\n",
      "   1.16170235e+01   1.28834963e+01  -7.50586987e+00  -8.65711117e+00\n",
      "   3.68968201e+00  -3.12719669e+01   1.87174606e+01   2.12256165e+01\n",
      "  -4.91210213e+01   3.92786140e+01  -9.29885292e+00  -3.49619141e+01\n",
      "   1.06669083e+02   9.91916943e+00   5.11819763e+01  -2.67949696e+01\n",
      "   1.01071749e+01  -3.94874310e+00   2.29217949e+01  -2.66234779e+01\n",
      "   7.13964033e+00  -2.03985844e+01   1.70543385e+01   4.89118338e+00\n",
      "   5.26408339e+00  -2.40148582e+01   8.62298298e+00  -4.97938347e+01\n",
      "   1.49629395e+02  -1.64191666e+01   8.82653427e+00   3.36610870e+01\n",
      "   1.12378149e+01   6.74784241e+01  -6.15914297e+00  -1.94150486e+01\n",
      "   1.55413914e+01   7.29296064e+00   4.59339952e+00   2.80566311e+00\n",
      "   1.04143761e+02  -1.39670578e+02  -6.77229929e+00   1.60499077e+01\n",
      "   6.56538296e+00   3.92885056e+01  -3.61627502e+01   3.58355560e+01\n",
      "  -1.55063715e+01  -5.73498678e+00  -3.76818275e+01   7.48589401e+01\n",
      "   7.71237946e+00   3.43356252e+00   4.75349808e+01  -2.85639133e+01\n",
      "  -8.76665592e-01   3.93127501e-01  -4.91124115e+01   1.24188566e+01\n",
      "  -2.25366344e+01   9.14574661e+01   2.56458988e+01   1.13422871e+00\n",
      "  -6.84099817e+00  -1.06713514e+01   3.98084167e+02  -1.63821678e+01\n",
      "  -3.41307411e+01   1.22970657e+02   3.78695755e+01   5.39325905e+00\n",
      "  -3.64035339e+01   1.42094412e+01   2.70121422e+01  -1.99959583e+01\n",
      "   2.09749985e+00   9.79232178e+01   2.76166248e+01   1.40110340e+01\n",
      "   2.31567249e+01  -6.69858932e+00   3.86819382e+01  -4.38917999e+01\n",
      "   7.62640610e+01   1.72088261e+01   7.83596573e+01   1.41772718e+01\n",
      "  -1.56150103e+00  -2.26668148e+01   8.53923130e+00   7.22072067e+01\n",
      "  -9.69125271e+00   3.11423473e+01   1.14878563e+02  -3.51864090e+01\n",
      "   3.70762944e+00   4.99297619e+00  -1.40251617e+02   1.98962708e+01\n",
      "  -1.67113705e+01  -5.82889700e+00  -1.84035797e+02  -8.14175701e+00\n",
      "   2.22872601e+01   1.41169548e+01   7.85558367e+00  -1.79830532e+01\n",
      "   9.55286312e+00  -1.22976532e+02  -2.45195961e+01  -1.47493782e+01\n",
      "   5.57040977e+00   1.58985567e+01  -4.83264618e+01   7.18052444e+01\n",
      "   1.93165607e+01  -7.85292101e+00  -5.66650391e+01   3.93686409e+01\n",
      "   2.21393108e+01  -1.15322647e+01   1.30714207e+01   1.55948591e+01\n",
      "   1.81016178e+01   1.49372129e+01  -3.64156985e+00  -8.65855396e-01\n",
      "   3.09591770e+00  -4.14931250e+00   2.53486862e+01  -4.47137642e+00\n",
      "   1.21893001e+00   1.33955734e+02  -4.86723747e+01  -1.35607278e+00\n",
      "  -2.00641584e+00  -2.07818222e+01   1.01179905e+01  -9.17024803e+00\n",
      "  -2.43013840e+01   1.62809811e+01   2.88647633e+01  -6.35836029e+00\n",
      "   6.15300846e+00  -2.21158638e+01  -2.63465576e+01   1.76569118e+01\n",
      "   6.10820694e+01   3.12502480e+01  -2.82034378e+01  -1.04862709e+01\n",
      "   2.11777191e+01   8.75179768e+00  -2.74261189e+00   1.69191628e+01\n",
      "   6.87810211e+01   3.71918526e+01   3.48508453e+01  -9.25222874e+00\n",
      "  -2.21492825e+01   8.63121223e+00   3.60825272e+01   1.24750681e+01\n",
      "  -1.03383780e+01   1.40663729e+01   3.75691376e+01  -2.16242584e+02\n",
      "  -7.75229037e-01   1.26377897e+01   3.45357361e+01  -3.77203979e+01\n",
      "   2.27628067e+02  -4.58774414e+01   3.43526530e+00   2.48981047e+00\n",
      "   6.62153912e+00  -3.58677030e+00  -9.60960835e-02  -3.97631874e+01\n",
      "   9.65391159e+00   3.59530792e+02   1.05032249e+02  -6.76906300e+00\n",
      "  -5.36241388e+00   5.89115944e+01   2.88904934e+01  -5.39579506e+01\n",
      "  -1.84045658e+01  -7.74718142e+00   3.68832994e+00   6.91255379e+00\n",
      "   4.11768227e+01   4.15769196e+01   6.26533775e+01  -3.44798088e+01\n",
      "   1.67469086e+02  -6.88505936e+00  -2.36933174e+01   3.87571640e+01\n",
      "  -9.42141342e+00  -7.65032730e+01   7.15708637e+00  -8.23656540e+01\n",
      "  -5.82199287e+00   1.44371902e+02  -1.38333664e+01   6.02915812e+00\n",
      "   1.36695499e+01  -1.02615442e+01   2.68363247e+01   4.89192314e+01\n",
      "  -4.57866049e+00  -3.40353889e+01  -1.02164202e+01  -1.80605259e+01\n",
      "  -8.33799839e+00   1.43675451e+01   1.05337400e+01  -9.04807281e+01\n",
      "   2.28945484e+01  -7.07027197e+00   1.57584829e+01  -4.96369553e+00\n",
      "   4.71470928e+00  -2.51466103e+01  -7.39673376e+00   9.19269562e+00\n",
      "   9.74526215e+01   2.33024857e+02  -3.24501562e+00   2.00098538e+00\n",
      "  -1.54644547e+01  -2.33951759e+01  -5.30114365e+01  -2.72352481e+00\n",
      "  -1.00611715e+01  -5.46410322e+00   5.36388092e+01   5.18062687e+00\n",
      "   5.45150070e+01  -1.01044512e+01   5.13876486e+00  -2.37481747e+01\n",
      "   1.12698812e+01  -2.85377026e+01  -1.01337843e+01   2.14633822e+00\n",
      "  -8.08003139e+00  -1.12803278e+01   2.38395386e+01   1.01159325e+01\n",
      "   5.25190973e+00  -3.42807579e+01   4.31386795e+01  -7.24701118e+00\n",
      "  -4.28662920e+00  -4.18969345e+00   1.98436985e+01   1.42755585e+02\n",
      "   6.58127136e+01   3.61912041e+01   2.77213364e+01  -2.20868511e+01\n",
      "  -4.78708496e+01   3.10378799e+01   3.57774138e+00  -9.98447418e+01\n",
      "   1.26193447e+01  -1.35541220e+01   9.91438770e+00   1.67731953e+00\n",
      "   7.40676422e+01  -3.73471677e-01  -3.11265087e+01   1.63295403e+01\n",
      "  -1.46763363e+01   4.35271339e+01   5.48452339e+01   5.18938255e+01\n",
      "  -1.19766207e+01  -9.61370564e+00   1.62264073e+00   1.82766380e+01\n",
      "  -7.41447525e+01   4.73655014e+01  -1.00834875e+01  -4.43726063e+00\n",
      "   8.88317871e+00   2.06911682e+02  -1.50368142e+00  -1.51618624e+01\n",
      "   4.42723045e+01   5.74702148e+01]\n"
     ]
    }
   ],
   "source": [
    "for pt, eta, phi in tree.iterator(1000, [\"Electron_pt\", \"Electron_eta\", \"Electron_phi\"], outputtype=tuple):\n",
    "    print(\"px = {}\".format(pt*numpy.cosh(eta)*numpy.sin(phi)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "Or over a collection of files (like TChain)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "px = [-22.05850983   2.0827117  -11.79761791 ...,  31.39526558  10.02485085\n",
      "  -5.15552425]\n",
      "px = [  57.21009064  -21.60737228   51.51699066 ..., -232.88720703   83.01596069\n",
      "   -8.48415852]\n",
      "px = [-16.30791855 -11.02349567  -9.59561825 ...,   1.86529851   7.97578096\n",
      "  93.77963257]\n",
      "px = [ 31.80595207 -27.0686264   17.70536232 ...,   9.13830853  -8.50615883\n",
      " -15.53428745]\n",
      "px = [-15.63441658  66.32009125 -23.5351181  ...,  37.11478424 -82.37744141\n",
      "  -5.42560482]\n",
      "px = [ -1.71087015   9.87014294  34.29794312 ..., -20.05436897  54.53624344\n",
      " -17.53446388]\n",
      "px = [ 45.2231369    2.15468979  17.36893845 ...,   9.81973648 -29.31288338\n",
      "  -8.11543274]\n",
      "px = [-30.55264282   3.06022358 -25.02843285 ...,  15.1167841  -34.62071991\n",
      "  -5.77784777]\n",
      "px = [ -1.69409871  -5.72944546  -6.32986736 ..., -40.91424561  11.66949177\n",
      "  14.31631088]\n",
      "px = [ 18.41147804  10.69971561 -75.66543579 ...,  55.98440933  -4.252491\n",
      "  33.29589081]\n",
      "px = [ 10.72761917 -26.83973503 -11.02705956 ..., -32.10058594 -11.14105988\n",
      " -16.03596497]\n",
      "px = [ 37.28196335   3.35582852   2.28301716 ...,  -0.35652292  -4.71864843\n",
      "  -4.0771203 ]\n",
      "px = [ 21.87146187  40.92943954 -17.27778816 ..., -11.99731064 -11.6166048\n",
      "  -9.60547733]\n",
      "px = [ 36.99362564 -41.38727188 -11.53460693 ...,  -5.43007565 -39.17316437\n",
      "   4.58017588]\n",
      "px = [-39.68432999 -11.73658752  -8.24171257 ..., -54.36531448 -16.03368187\n",
      "  -1.31783533]\n",
      "px = [  5.52734566  12.008008   -55.83547974 ...,  -0.06839978   9.92559338\n",
      "  36.67352295]\n",
      "px = [  1.82402611 -32.97714233 -33.0631485  ...,   4.34362984  -9.42745972\n",
      "   9.95575047]\n",
      "px = [-17.13005829  93.70278931   2.69948864 ...,  -3.60233235  -9.91484261\n",
      "   1.29608178]\n",
      "px = [-13.91859245   4.73549366  -5.92267656 ...,  14.46449661  -7.94301653\n",
      " -10.81919956]\n",
      "px = [-15.61421871  17.56596375  -7.23601055 ..., -49.75949478 -10.67209911\n",
      "  56.82545471]\n",
      "px = [ 29.0015583  -83.28674316  33.04169083 ...,  -5.15612459  -0.41340312\n",
      " -14.26259041]\n",
      "px = [  8.48480701  23.38853073  -9.77911377 ...,   8.01665306  37.83175278\n",
      "  -5.13120651]\n",
      "px = [ 34.90190506   4.45173502  52.13431549 ..., -13.75087357   0.88241047\n",
      "   3.76814532]\n",
      "px = [   4.79136229   -0.23832223  -29.16612625 ...,  -27.36210823 -128.62678528\n",
      "   -1.30100191]\n",
      "px = [  22.45721817   17.63340378   29.12538719 ...,   22.57060051   14.72487068\n",
      " -109.49662781]\n",
      "px = [-22.35883141 -24.47770882 -13.0738306  ...,  30.73736382  -9.20501423\n",
      " -13.27628708]\n",
      "px = [ 15.43763256  18.8660202   -1.72435331 ...,  -0.18158026  -4.3741436\n",
      "  -0.16764288]\n",
      "px = [   5.78657722  -25.5542469   -43.65044022 ...,  -61.70671082  100.39191437\n",
      "  -38.4925499 ]\n",
      "px = [-45.87129974  12.49381542   3.78663349 ...,  21.96066475   5.89518642\n",
      " -63.16931534]\n",
      "px = [-13.11044216  -5.17804432 -48.02810287 ..., -28.289217    10.564147\n",
      "  30.11408424]\n",
      "px = [ 17.37353325 -13.82238483 -47.08825302 ...,  17.52212334  34.51248932\n",
      " -12.89717102]\n",
      "px = [   2.74383593    7.29349422  -25.71277237 ...,    8.64436245    7.56340837\n",
      " -346.56616211]\n",
      "px = [ 40.85150909 -26.57795906  -7.44316053 ...,  -3.34322047 -19.5262661\n",
      "   6.16445589]\n",
      "px = [ 55.22913742 -13.84586811  27.13558197 ...,  40.86420822  22.32295036\n",
      " -13.21580219]\n",
      "px = [  5.84025526 -32.78682327  -1.08659971 ...,  35.01890182  29.64560127\n",
      "  -1.31352305]\n",
      "px = [ -52.42550278   51.80189514  -25.22952461 ..., -100.66879272   -9.84531784\n",
      "    4.23055696]\n",
      "px = [  4.22003784e+01  -2.21162476e-02  -1.17985210e+01 ...,   8.83612137e+01\n",
      "  -4.03762674e+00  -6.14898968e+00]\n",
      "px = [ 10.84880543   7.31737995 -14.39869213 ..., -30.86743355  -3.36414504\n",
      " -40.93117905]\n",
      "px = [ 83.56225586  -4.43011189  17.97168541 ..., -29.63605499  -8.45413685\n",
      "  34.77078247]\n",
      "px = [ -0.65863991  -7.47723866 -27.82049751 ..., -35.28264236  20.89750481\n",
      "   0.32739529]\n",
      "px = [ 93.37256622 -17.92026138  57.41410446 ...,   9.47231674  -5.23778582\n",
      "  -6.61176586]\n",
      "px = [ 41.68942261 -18.33961487  -6.06439018 ...,   6.05473852  11.08535957\n",
      "   9.03275299]\n",
      "px = [  7.9345355   72.119133   -25.07967186 ...,  -7.23001909  -4.18176985\n",
      "  14.7891016 ]\n",
      "px = [ -17.24549484    5.97358656  -41.70536041 ...,   -2.05641651  -75.89068604\n",
      " -135.45106506]\n",
      "px = [-32.82584     30.93496513 -24.50696564 ...,  10.32359409 -28.53017998\n",
      "  -1.9606024 ]\n",
      "px = [ 31.88302612 -11.5442543  -61.56701279 ..., -38.39740372  96.02779388\n",
      " -34.9290123 ]\n",
      "px = [  1.27166402  47.00952148   7.14563227 ...,  -2.52300525 -12.42903042\n",
      "   8.23976707]\n",
      "px = [-12.54157639   4.43559551 -39.71641541 ...,   8.16256142 -10.71830082\n",
      " -30.17786407]\n",
      "px = [ -50.08207321  110.87834167   -0.48439565 ...,  100.82860565  -28.76800156\n",
      "   -4.36338758]\n",
      "px = [ -4.27346087  -6.05669451 -32.07588577 ..., -34.59878159 -24.19873619\n",
      "  16.68506241]\n",
      "px = [ -7.83831358   2.7533834  -34.89650726 ..., -10.25280666  -0.31623667\n",
      " -15.89478588]\n",
      "px = [   0.22649649   95.00236511  -18.54458237 ...,   80.29795074 -186.49212646\n",
      "   -1.30458248]\n",
      "px = [-20.15675545  70.75278473  68.62471008 ...,  -7.84946394  -3.1653378\n",
      "  -3.67583942]\n",
      "px = [ 19.14433479  -0.10933217  85.56073761 ...,   8.82407475   8.3009634\n",
      "   0.34588313]\n",
      "px = [-20.13014984   4.21646881 -12.23543453 ...,  30.92703629  67.60019684\n",
      "  41.91730118]\n",
      "px = [ -17.75676727  -13.54833508 -149.73121643 ...,   29.05035019  -33.24570465\n",
      "  -16.19112206]\n",
      "px = [  5.56370211   4.2033186  -36.65494156 ...,  41.41948318 -16.56305885\n",
      "  -4.55211353]\n",
      "px = [ 31.91988182 -27.24392509  34.35184479 ...,   0.79416323  14.84058952\n",
      " -10.73477554]\n",
      "px = [ -8.75152016  -8.30211926   7.5610075  ..., -16.41241646 -36.59203339\n",
      " -14.10065842]\n",
      "px = [-14.37345695  -3.21334743   6.00266075 ..., -40.10697937 -36.841362\n",
      "  -4.53739738]\n",
      "px = [ 86.59137726   5.80495834 -26.11381149 ...,  13.66329193  -2.19502425\n",
      "  -0.88967788]\n",
      "px = [-34.71072388   5.86317825 -38.14090729 ...,  14.13935661  31.61374664\n",
      "   0.2452016 ]\n",
      "px = [ -3.30840515e+02  -6.37866211e+01   2.86592364e+00 ...,  -2.56840563e+00\n",
      "  -1.47135277e+01   1.06907271e-01]\n",
      "px = [-62.36570358 -13.48132324 -91.89135742 ..., -92.49160004   1.28493547\n",
      "  -4.73538733]\n",
      "px = [-12.53584671 -44.04401779  19.34255791 ...,   7.21277189   7.02787113\n",
      "   5.74848795]\n",
      "px = [-25.82370186  21.01963615  -9.02878189 ...,  12.07859039  -3.64426327\n",
      "  33.59086609]\n",
      "px = [ -25.52212906 -200.37376404  -13.19267082 ...,    6.74102783  -22.9192276\n",
      "   11.664464  ]\n",
      "px = [-15.94992733  -9.24640656  -0.46343809 ...,   5.01776886   7.9501195\n",
      "  -9.713377  ]\n",
      "px = [ -6.580019    15.4209404   -9.37976074 ..., -40.66661835 -47.06357574\n",
      " -50.33125687]\n",
      "px = [-134.64758301    3.82748866  -15.22012138 ...,  -10.39381695   88.48264313\n",
      "    5.94073677]\n",
      "px = [ 11.47169399 -11.6995554    4.97365808 ...,  -7.77378845 -59.84059143\n",
      "   7.62473869]\n",
      "px = [ 16.79735756   6.60295248   4.58303165 ...,  13.46509266  51.78361511\n",
      " -22.58217812]\n",
      "px = [  -3.55945611   -2.26431584  134.18119812 ...,  194.9251709    -5.32347965\n",
      "   20.54067993]\n",
      "px = [ 56.72703934  17.04023361  31.99104118 ...,  -4.54638338  20.07858849\n",
      "  14.72818947]\n",
      "px = [-12.73448181  11.88687706   5.27152538 ..., -37.99977875  -4.7573638\n",
      "  11.24827385]\n",
      "px = [ -89.56095886   38.28226852    2.69086957 ...,    6.43559837 -115.65979767\n",
      "    5.99055481]\n",
      "px = [  16.05923462   -3.12569928  -27.70362473 ...,  -22.59870338  130.3943634\n",
      "   53.3248291 ]\n",
      "px = [ 32.57896805   6.12111759   4.30922461 ...,  -2.79998946   8.14408684\n",
      "  -8.70757389]\n",
      "px = [-96.29349518 -13.34206009   7.04005957 ..., -18.44466019 -48.17878342\n",
      "  -5.95401764]\n",
      "px = [-16.68210793  -5.89074993  10.58321762 ...,  14.52245998   7.93250751\n",
      "  -3.80827451]\n",
      "px = [ -9.68287468  18.95221901  -9.99028778 ...,  -0.53265518  -2.50451303\n",
      "  97.70198822]\n",
      "px = [   1.29009843  117.14212799  -61.58208847 ...,   27.99746323    1.91941833\n",
      "   16.13249969]\n",
      "px = [-33.18532562 -19.47194481  39.2639389  ...,  13.8842268   23.7947216\n",
      "  -5.84387732]\n",
      "px = [-13.06909275  12.71780682  -2.52043962 ...,  58.69864655  51.37556076\n",
      "   3.87269163]\n",
      "px = [ -3.14825368 -24.66303825  -1.48918891 ...,   4.57879066  -7.44625902\n",
      "   5.71278906]\n",
      "px = [ 14.41884232  12.67356586  19.91728592 ...,  -4.72337437 -14.82532597\n",
      "   5.5396862 ]\n",
      "px = [  5.69696856  22.75565338  65.67830658 ...,  -3.04668093 -57.81285095\n",
      "   0.43272275]\n",
      "px = [-236.08537292   -6.87284374    5.81179285 ...,    7.21847391    6.91515398\n",
      "  -32.52537155]\n",
      "px = [-54.86939621  17.47484589  20.39764977 ...,  25.27828598 -25.75824165\n",
      "  26.00835419]\n",
      "px = [  71.00354767  -26.92503929  101.96066284 ...,  333.46536255  -40.10926437\n",
      "    5.73548555]\n",
      "px = [  6.86997995e-02   2.94766636e+01   8.58073807e+01 ...,  -1.55695953e+01\n",
      "  -1.52871056e+01  -2.25077248e+01]\n",
      "px = [-20.53538895 -12.57818604 -63.88530731 ..., -22.77199173  64.15573883\n",
      " -65.35939026]\n",
      "px = [  -1.53454852  -69.93026733  446.43615723 ...,  -10.59974003    5.53916883\n",
      "   34.95875931]\n",
      "px = [-59.69293594  15.02141762 -45.16370773 ...,  53.5140152   -9.65904713\n",
      " -44.54199982]\n",
      "px = [  -4.86493444  -33.15367126  -13.95641232 ...,    6.17732096  113.22654724\n",
      "  -13.92632389]\n",
      "px = [   5.69390678 -139.3278656   -32.51440048 ...,   10.93752575  -20.17465401\n",
      "   -1.09645653]\n",
      "px = [ 10.04708672  96.98944092  58.54693985 ..., -15.52737522 -54.86820602\n",
      "  26.10090828]\n",
      "px = [-21.66064262  -0.33408675 -38.61727142 ...,  -3.80249405  -8.73479366\n",
      "  -9.62555122]\n",
      "px = [ -89.27240753   67.92373657 -126.52107239 ...,   16.36169624 -141.96148682\n",
      "   47.23905945]\n",
      "px = [-15.02442169 -56.35344696   9.11937809 ...,   8.19333649 -27.83208847\n",
      "  32.91033936]\n",
      "px = [ -18.00067902    5.63053846 -116.13299561 ...,   64.57492828    1.7617656\n",
      "   35.47593689]\n",
      "px = [ 13.48799038  13.87110806 -58.06090164 ...,   5.30327892 -42.16472626\n",
      "  26.22566986]\n",
      "px = [-19.5702877   14.88636112   7.16213274 ...,  20.46791077  42.13807678\n",
      " -12.60154438]\n",
      "px = [-45.49946213   5.03941441 -22.7740612  ..., -14.49526024 -74.34908295\n",
      "  25.74330711]\n",
      "px = [-19.25909996  -5.51422405  10.98303223 ...,  30.93587494  52.10001373\n",
      " -14.66311646]\n",
      "px = [  14.29003906  103.09597015   -9.94394779 ...,   23.26283264   -7.23477316\n",
      "   -5.21025133]\n",
      "px = [-12.60536766  -5.91285276   7.82577705 ...,  -3.88258004   6.33039665\n",
      "  12.67213535]\n",
      "px = [  5.95789766 -86.65966797  -7.55253077 ...,  30.40919685  28.27348328\n",
      " -28.8515358 ]\n",
      "px = [-54.08830261  30.01621819  -9.12398911 ..., -16.42431831  28.02783012\n",
      "   4.48328924]\n",
      "px = [ -21.39970398   20.57730675 -178.0579071  ...,   32.6071701    32.3191452\n",
      "    1.47457922]\n",
      "px = [ -3.93797646e+01  -5.46227515e-01   3.27955794e+00 ...,   2.72346139e-01\n",
      "   6.06136990e+00  -5.74205627e+02]\n",
      "px = [ -5.79825592   6.32270336   6.36440182 ...,  21.06732368   5.91692162\n",
      " -27.29461098]\n",
      "px = [ -5.21661472  20.11013985  34.26156235 ..., -35.20895386  32.28709412\n",
      "  14.42957592]\n",
      "px = [-43.39455032 -33.0429039   12.04433727 ...,   3.25852895 -26.25276184\n",
      "  16.41854668]\n",
      "px = [ 23.40258408  37.5812912   20.22359848 ...,  15.93418026  19.07468796\n",
      " -40.36912918]\n",
      "px = [  9.40824509   5.31695366  19.40161514 ..., -17.33235168 -24.25399971\n",
      "  33.5326004 ]\n",
      "px = [-12.05172729  75.03172302 -34.71931076 ...,  35.78233337 -12.72197247\n",
      "   8.45560551]\n",
      "px = [  3.27930832 -67.28022766 -22.99330139 ...,  14.94455719  11.15563297\n",
      "  37.79850388]\n",
      "px = [  2.14220309  18.06168938 -13.75863075 ...,   5.92840624 -55.38665771\n",
      "  31.06835365]\n",
      "px = [-39.56405258 -58.99796295  -6.06731701 ..., -13.87748623  13.28912735\n",
      " -22.45241928]\n",
      "px = [ 64.20173645  21.165411    69.2530899  ...,  18.75812912  59.88717651\n",
      " -75.25949097]\n",
      "px = [ -5.72593594  23.81334305  40.77560043 ...,   3.95078468  13.93623352\n",
      "  -0.78512216]\n",
      "px = [ 41.71077347  -8.31510544 -12.3157711  ...,  15.41564369   9.76659679\n",
      "  10.51828098]\n",
      "px = [ -4.79728746 -46.07983017 -10.96494961 ...,  14.82771778   5.42514372\n",
      "  11.66554832]\n",
      "px = [-110.30597687   -8.88701248   -9.77058125 ...,   -0.4409945   -41.13431549\n",
      "   16.61093712]\n",
      "px = [-12.43822098   6.90536404  52.85208893 ...,  -1.77898395  -2.73544049\n",
      "   5.77430677]\n",
      "px = [ -35.82611465   21.44217491  -16.24155807 ...,    3.09616637    9.41120148\n",
      "  115.39771271]\n",
      "px = [-16.26355553  42.76353073  11.96934605 ...,  31.51519394  30.04629898\n",
      " -36.20587158]\n",
      "px = [ 230.60818481    5.01563644    1.60235286 ...,  -30.59161568   -5.15196276\n",
      "   -7.26014757]\n",
      "px = [ 141.28193665   -6.75817013    9.89395714 ...,   32.99418259   10.87203217\n",
      "   19.07201767]\n",
      "px = [ 14.73525333  38.25613403  21.82714081 ...,  35.92274094 -52.64524841\n",
      "  -8.47678947]\n",
      "px = [ 13.95072746  14.65862274   4.25328779 ...,  12.0782299   -5.78910017\n",
      "   2.39686108]\n",
      "px = [ 53.83270645  -7.76002979  16.42992401 ...,  16.50597     42.19630051\n",
      "  20.31641197]\n",
      "px = [-13.99287891 -14.35003853  17.91235542 ..., -58.90427017   0.5476253\n",
      "  87.01742554]\n",
      "px = [-89.45887756  50.25309372 -19.46951866 ..., -92.01442719 -46.55768204\n",
      "  -6.29385948]\n",
      "px = [ 16.82084274  12.72658539   3.25181079 ...,  51.84489059   2.62304783\n",
      "   8.09116936]\n",
      "px = [ 60.06587219 -35.28097534  24.98694992 ...,  12.83064747  17.05129242\n",
      " -11.1586771 ]\n",
      "px = [-50.2676506  -15.15770531 -10.25539398 ..., -40.17126083  -7.25170135\n",
      " -29.29579544]\n",
      "px = [ 26.88872719  -7.0071559  -37.74316025 ..., -13.58508301 -12.57275867\n",
      " -82.55490875]\n",
      "px = [ -8.88284111  31.26662827   9.98159218 ...,  33.94865799 -31.55500603\n",
      " -18.79050636]\n",
      "px = [ -0.14971459 -28.92038918   4.15121222 ..., -10.98371029 -58.00188828\n",
      "  16.13404274]\n",
      "px = [ 41.68141937 -34.63230896  48.56923676 ..., -49.97609329 -11.41115761\n",
      " -98.52729797]\n",
      "px = [ 120.17830658  -10.25758648  -13.80991554 ...,   -8.31686211  -32.30331802\n",
      "   42.82215881]\n",
      "px = [ 26.09632492   8.41761112  -7.7182703  ...,  -7.03804255  -9.24557495\n",
      " -11.10456944]\n",
      "px = [-33.52037048  23.80807495 -23.38757706 ..., -15.56729221   2.58839202\n",
      " -24.6547451 ]\n",
      "px = [-99.49756622  21.93947029 -13.25892353 ...,  54.08332443  18.06089592\n",
      "  23.6329174 ]\n",
      "px = [  0.76657331  14.31744576  -2.46494007 ...,  -0.20141844  -9.03299904\n",
      "   2.96500921]\n",
      "px = [-65.46877289  28.99202156  -8.80937862 ...,  22.58569527  32.35471725\n",
      "   5.42024946]\n",
      "px = [   6.18995285    0.76233804   74.00569153 ...,   49.9348526  -130.23687744\n",
      "   84.99465942]\n",
      "px = [ -9.78200245  -7.63132906  -1.69448662 ...,   6.59573412   1.57331681\n",
      "  40.52967072]\n",
      "px = [-40.69365311  -0.96951354  36.37926483 ..., -25.13048935  -4.39292765\n",
      "  17.81728935]\n",
      "px = [ -9.92224598  49.58606339  25.33164024 ..., -23.5746479   -8.09477043\n",
      " -55.70959473]\n",
      "px = [  10.89250469   77.58263397    7.00263977 ...,  280.52856445    1.80981624\n",
      "   -4.798491  ]\n",
      "px = [ -85.37902069    7.68574858   49.74497604 ...,   63.13881683    7.85032845\n",
      " -176.08938599]\n",
      "px = [ 12.62343979  25.31795883 -79.72356415 ...,  -8.76439762 -35.69636154\n",
      "  39.83841705]\n",
      "px = [-18.89074707  -9.4893446   26.17802811 ...,   2.34406161   5.45454645\n",
      "   4.8270607 ]\n",
      "px = [  1.64600956   9.88479233 -27.39118195 ...,  14.80159664  -2.52299261\n",
      "  19.28540039]\n",
      "px = [ 14.18285656  17.75952339 -42.76551056 ..., -14.49428177  -7.31707096\n",
      "  -8.05507565]\n",
      "px = [  3.77864575   4.31697702  -2.39353085 ..., -16.21453094   3.75434232\n",
      "   8.48908329]\n",
      "px = [  -6.5105257    32.1498642     9.15831375 ...,   60.16536713    8.79087162\n",
      "  358.72750854]\n",
      "px = [  62.1840744    10.42100143   24.24535179 ...,    3.47934365   -3.47619963\n",
      " -109.98022461]\n",
      "px = [  3.39221287e+00   2.15074005e+01   2.63627410e-01 ...,   7.39892626e+00\n",
      "   2.82398285e+02   9.67494011e+00]\n",
      "px = [  -9.16905308  -11.14005375 -199.23269653 ...,   54.32064819   12.45446682\n",
      "   -6.17457438]\n",
      "px = [ -5.53790903  50.27265549  -8.91215134 ...,  10.97092533  57.54569244\n",
      "  10.21243191]\n",
      "px = [  21.14391327  -40.92516708    8.16829586 ...,    9.18109131  369.77453613\n",
      "  -11.58878994]\n",
      "px = [-136.615448     -7.50528669    7.72725916 ...,   38.41359711    9.61605263\n",
      "    0.28329647]\n",
      "px = [-126.73162079 -182.57582092    3.09580874 ...,  -87.29445648   21.15730286\n",
      "   -2.70769119]\n",
      "px = [  2.94353819 -12.57224846   4.36785698 ..., -19.96436882 -29.44872475\n",
      "  75.51410675]\n",
      "px = [   6.07796526   13.78428268   52.25572205 ...,  118.94682312  -24.86158752\n",
      "    6.77084923]\n",
      "px = [-23.25620079 -22.7878933   53.49682236 ...,   6.41515541  -5.17309713\n",
      "   1.67541897]\n",
      "px = [ 15.35388279 -18.03547478 -28.45702171 ..., -10.12760925  -6.77560616\n",
      "  19.38048363]\n",
      "px = [ 13.73576641  -5.81094313  41.3344841  ...,  -8.31258965  -4.99253035\n",
      " -10.16095257]\n",
      "px = [  5.09752226  12.10748959  31.86518288 ...,   3.29917932 -98.62234497\n",
      " -29.8960743 ]\n",
      "px = [ 138.79519653    7.60278845  -21.60657501 ...,  -15.11984158   -9.36523533\n",
      " -464.99972534]\n",
      "px = [ 254.97233582 -239.0897522    10.58452511 ...,   -2.80582881    4.29031944\n",
      "  -38.09243011]\n",
      "px = [-110.36907196  -21.75777626  -12.63934898 ...,  -35.75606155    8.88781738\n",
      "  -22.72074699]\n",
      "px = [ 14.97257233   9.42753696 -18.15682983 ...,  59.8792038   64.13315582\n",
      "   4.21496391]\n",
      "px = [ 56.11713791 -16.84239388  15.21444416 ..., -13.36782837  25.42861748\n",
      "  -7.25417805]\n",
      "px = [-17.66923332 -26.30780029  52.48785019 ...,  12.25045013   5.07984257\n",
      "  -1.92448568]\n",
      "px = [  2.05930185 -12.56355953  10.59182739 ..., -96.48247528  24.98792839\n",
      " -16.13949776]\n",
      "px = [-11.07148743  -4.40817308  17.64536095 ...,  -6.77097225 -14.8082819\n",
      "  59.19842148]\n",
      "px = [  7.93492317  18.84863091   0.08750842 ...,  -6.05164528 -26.08248711\n",
      "  12.36895084]\n",
      "px = [-338.09664917  -64.30827332   21.6813755  ...,   -1.37330139   62.08230209\n",
      "    6.93199492]\n",
      "px = [  4.13520861  60.10872269 -29.82930374 ..., -52.35533524  -0.43332249\n",
      " -16.64203835]\n",
      "px = [ 16.70882225 -25.62863922  15.5775671  ...,  31.4869175  -99.48162842\n",
      "  -6.43836594]\n",
      "px = [   1.43295264  174.22132874   26.73143959 ...,  -37.64094162  -32.26884079\n",
      "    2.26439881]\n",
      "px = [ -5.2748251  -10.55585003  -6.80643368 ...,  24.44356537 -14.26726818\n",
      " -42.47079086]\n",
      "px = [-191.56562805  192.02944946  -13.24855328 ...,  -39.85810089    4.5769577\n",
      "    7.55719995]\n",
      "px = [-30.1423378    3.55173373   0.67890584 ...,  18.67527771   5.73871613\n",
      "  20.77361107]\n",
      "px = [-73.36373901  19.52191162   7.50454807 ...,  23.26708794  -3.64231133\n",
      "  -6.79639959]\n",
      "px = [ -1.68421602  -6.62847233  19.5839119  ...,   4.85116577  19.12943649\n",
      "  29.79487801]\n",
      "px = [   6.92275524  111.0169754    47.97732925 ...,  -11.906394     36.93387604\n",
      "    3.55919981]\n",
      "px = [ -7.03287792  -7.34246969  -3.20419598 ..., -10.844347    -6.81540155\n",
      "  12.24835777]\n",
      "px = [   9.59667683    1.40497363   -9.50062943 ...,  109.04475403   -1.79009557\n",
      "   -3.573066  ]\n",
      "px = [-12.69556904 -14.35097218  61.2301178  ...,   1.96212113 -96.3303833\n",
      "  63.41521454]\n",
      "px = [-12.9428606   10.50792694  -8.3406868  ...,  -8.4217968   61.81574249\n",
      "  43.81307983]\n",
      "px = [ -5.47203636 -91.85954285  -7.56064272 ..., -59.44199753   9.4923315\n",
      " -17.31503677]\n",
      "px = [ 31.25126266  17.48844719   2.8464427  ...,   4.29930258  40.89097977\n",
      "   1.11090434]\n",
      "px = [-219.54594421   23.8198719     8.48162651 ...,  -20.32712364  -10.24088669\n",
      "  -12.30404568]\n",
      "px = [ -5.29848099 -22.91183662  81.36644745 ...,  34.29251862 -13.58018208\n",
      " -13.91938686]\n",
      "px = [-28.21501541  -8.74867439   3.01192188 ..., -42.56522751  41.49802017\n",
      "  -5.40944815]\n",
      "px = [-14.23291683  17.80514526  34.73298264 ...,  71.31995392 -10.6873455\n",
      "   6.03144598]\n",
      "px = [  9.44160271   0.93707675   6.22505569 ...,  -0.10159157  29.12400627\n",
      " -32.3119545 ]\n",
      "px = [ -5.72526646  60.31852341 -42.36569977 ...,  20.61987305 -12.09410381\n",
      "  12.01434612]\n",
      "px = [ -5.4524312   46.22612381  -8.45532036 ...,   4.00047827  12.33156776\n",
      "  -3.94747663]\n",
      "px = [ -9.54901886  -2.23216772  17.62656212 ..., -33.58384705 -32.2598114\n",
      "  14.13722038]\n",
      "px = [-43.2718544   -6.53709078   1.88800085 ...,  49.29873276  -7.77990723\n",
      "  -3.92171645]\n",
      "px = [-271.04711914   -6.47010088   -1.23410344 ...,    4.91818428    6.10914326\n",
      "   -1.37401497]\n",
      "px = [-46.77840805 -16.42157745  18.93925858 ...,   8.34560108  24.73740768\n",
      " -21.68068695]\n",
      "px = [-10.80336475 -18.04684639  -9.68837452 ...,   5.06048918  29.90207672\n",
      "  20.31957436]\n",
      "px = [-40.1595192   16.42127228 -33.72846222 ...,   8.39965439 -45.49787521\n",
      "   3.63375497]\n",
      "px = [ -6.389678    13.42115116  26.12244797 ...,  80.08766937 -69.3057785\n",
      "  17.78780556]\n",
      "px = [ -16.10733604   -6.65499353    6.21861267 ..., -110.33501434  -25.3711338\n",
      "   67.27481842]\n",
      "px = [ 10.13522434 -12.95077419  -1.74229825 ..., -47.59936523  19.69602394\n",
      "  44.04059219]\n",
      "px = [   5.70458317   25.52854729   -7.7016201  ...,  -21.96221352  109.59279633\n",
      "  -10.83346272]\n",
      "px = [ -0.56721485  -0.41362402 -79.85280609 ...,  63.44894791  24.44440842\n",
      "   1.64416778]\n",
      "px = [-29.89551163 -12.54681969   8.06455708 ...,  15.96872425  -9.19333267\n",
      "  -4.71249247]\n",
      "px = [  -0.8064732    12.09370136   -1.27980506 ...,  117.62947845  -55.44662857\n",
      "  -14.03867054]\n",
      "px = [  4.07851887 -43.69911194 -28.0758667  ...,   9.10552025  -5.62754679\n",
      "  -5.98034573]\n",
      "px = [  35.79441833   12.3614893     8.00889206 ...,   16.06075668 -166.48164368\n",
      "    0.40945116]\n",
      "px = [-19.07925987 -26.40723801  38.01278305 ...,   6.3334775   30.7445488\n",
      " -31.52606773]\n",
      "px = [  4.13763580e+01   8.41482010e+01  -3.73901863e+01   1.02741899e+01\n",
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      "  -7.26044893e+00   5.32975273e+01   2.17148724e+01  -3.01043272e+00\n",
      "   1.61209869e+01   1.90894585e+01  -1.04907303e+01   1.03746643e+01\n",
      "   1.32832980e+00   8.03306389e+00  -8.75858879e+00  -2.50857906e+01\n",
      "   1.40266180e+01   1.29458737e+00   3.70267487e+01  -9.71734142e+00\n",
      "  -2.00045986e+01  -4.04462004e+00  -3.14085007e+01  -2.19644089e+01\n",
      "   1.48953352e+01  -3.70229936e+00  -7.51855373e+00  -3.84743156e+01\n",
      "   4.36002235e+01   5.24276638e+00  -1.33131475e+01  -7.11726236e+00\n",
      "   1.05788879e+01  -3.27376442e+01  -1.79178238e+01   4.58571739e+01\n",
      "   1.15331249e+01  -4.85929031e+01  -3.35468559e+01  -5.28534174e+00\n",
      "  -1.99578266e+01  -2.15466261e+00   2.72921124e+01  -7.48500633e+00\n",
      "  -3.31034422e-01   2.53133984e+01  -9.76202583e+00  -2.89076042e+01\n",
      "   3.82623053e+00   1.68344589e+02   2.50275707e+01  -8.37886620e+00\n",
      "   3.57734346e+00   4.79732275e+00   9.32543755e+00  -1.18076658e+01\n",
      "   5.58418941e+00   2.69860649e+00  -4.79976257e+02  -5.93720198e+00\n",
      "  -7.12104177e+00  -1.07996399e+02  -7.89743090e+00   1.76697121e+01\n",
      "  -1.75646305e+01   3.84918213e+00   1.39333081e+00  -1.50847328e+00\n",
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      "  -3.27906723e+01  -3.40457649e+01   9.99639702e+00  -3.23730736e+01\n",
      "   4.65318537e+00  -2.58341846e+01   7.85229254e+00   2.58838773e+00\n",
      "   4.09120026e+01  -1.67305279e+01  -5.03798389e+00  -1.32090473e+00\n",
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      "  -4.86876564e+01   6.27509022e+00   3.08894806e+02  -2.65498867e+01\n",
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      "  -2.60256310e+01   1.81760998e+01  -1.01224585e+01  -9.41228256e+01\n",
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      "  -5.04957533e+00   4.25286598e+01   1.88109192e+02   9.78162460e+01\n",
      "   3.96111412e+01   1.26272345e+01  -7.86316347e+00  -6.15655022e+01\n",
      "  -2.71363795e-01  -8.49917603e+00  -1.04575462e+01  -4.99512881e-01\n",
      "   5.92492828e+01   5.59341860e+00  -2.62890034e+01  -4.57221680e+01\n",
      "  -3.04696236e+01   8.95979156e+01   2.28191109e+01  -5.70853004e+01\n",
      "   1.35244071e+00   3.28708315e+00  -2.29591427e+01   3.77706512e+02\n",
      "  -1.97531605e+01  -2.21570873e+00   5.72073822e+01  -2.31568356e+01\n",
      "   2.76374507e+00  -5.77792549e+00   1.16268349e+01  -8.60621929e+00\n",
      "  -9.08822632e+01  -1.72818470e+01   5.50119448e+00   3.40160441e+00\n",
      "   3.82734985e+01   2.05826168e+01  -4.99071541e+01  -1.72937222e+01\n",
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      "  -1.03902702e+02   1.99077511e+00  -1.37644682e+01  -3.44450684e+01\n",
      "   4.05985355e+00   3.71247172e+00   2.73067139e+02   5.75379133e+00\n",
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      "  -4.56490593e+01  -1.58717072e+02  -5.58215218e+01   3.75029397e+00\n",
      "   2.07883434e+01   2.45766926e+01   2.12897415e+01  -4.87495327e+00\n",
      "  -6.97046947e+00  -9.86568069e+01  -2.11509953e+01  -5.98506889e+01\n",
      "  -2.46640849e+00   3.56685376e+00  -2.95967804e+02   2.17626190e+01\n",
      "  -7.59941006e+00   1.35637770e+01  -2.14735203e+01   8.19729233e+00\n",
      "  -6.14211311e+01  -1.84210453e+01  -9.59396482e-01  -4.97453356e+00\n",
      "  -1.76692162e+01   1.82669282e+00  -2.75249505e+00   4.12641907e+01\n",
      "  -1.56210203e+01   2.92292461e-02  -1.27854595e+01   1.38387070e+01\n",
      "   8.05258274e+00   3.99583435e+01   4.15814667e+01   6.39995098e+00\n",
      "   4.35498543e+01  -2.55668354e+01   8.27489853e-01   4.51873360e+01\n",
      "   1.32910671e+01  -1.50996008e+01  -1.25999613e+01   8.38253975e+00\n",
      "  -6.25200033e-01   7.54381955e-01   1.37444067e+01   1.39429770e+01\n",
      "   1.48853502e+01   1.92917404e+01  -1.18585148e+01  -1.64752722e+00\n",
      "   2.91426277e+00   2.40508774e+02  -3.40907555e+01   5.35206079e+00\n",
      "   4.05881691e+00  -5.23414087e+00  -8.62604294e+01   3.06861186e+00\n",
      "  -2.48617611e+01   1.67191887e+01   2.22509785e+01   5.42450428e+00\n",
      "   1.00633221e+01   1.26242697e+00  -3.14841366e+01  -1.50327291e+01\n",
      "   3.86602478e+01  -2.75061417e+01  -1.00105667e+01   5.20610142e+00\n",
      "  -1.69010372e+01   5.05602226e+01  -4.14156761e+01   2.46051529e+02\n",
      "  -3.87468491e+01  -6.65590439e+01   5.92387962e+00  -3.00554562e+01\n",
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      "  -3.05037522e+00  -1.35572937e+02  -5.40125990e+00   1.93837070e+01\n",
      "   2.97265491e+01   1.46268902e+01  -1.17392006e+01   7.60830231e+01\n",
      "   9.78309536e+00   3.43862877e+01  -2.70514536e+00   9.46016788e+00\n",
      "   1.01287483e+02   2.82673092e+01  -8.86232853e+00  -1.07506723e+01\n",
      "  -2.80259686e+01  -1.13630424e+02  -1.17518215e+01  -1.28547525e+01\n",
      "  -5.49348497e+00  -1.98019848e+01  -1.59030018e+01  -2.21447438e-01\n",
      "  -8.09428711e+01   6.82131882e+01   5.05520020e+01   9.75151634e+00\n",
      "  -8.92269611e+00   2.73861771e+01  -3.01471729e+01  -3.67776375e+01\n",
      "   6.47194815e+00  -1.13888512e+02  -1.40751209e+01  -2.91625690e+01\n",
      "   1.29288597e+01   7.27312565e+00   8.42263260e+01  -2.89263287e+01\n",
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      "   5.61374712e+00  -1.22955322e+01   3.80284004e+01  -1.66227398e+01\n",
      "   4.01767769e+01   5.12358618e+00   1.63733649e+00   1.55194778e+01\n",
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      "  -3.02100792e+01   9.36945953e+01  -1.01961851e+01   2.64201164e+00\n",
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      "  -1.24927696e+02   2.68187962e+01   7.17656314e-01  -6.65490580e+00\n",
      "   1.56429338e+01  -2.88490601e+01   7.13372135e+00  -3.11607494e+01\n",
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      "   3.76668930e+01   3.39688301e+00  -4.45555801e+01   8.02562618e+00\n",
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      "   2.03209324e+01  -2.02768993e+01   6.01964474e-01   1.60463867e+01\n",
      "   2.39435387e+01   1.71071396e+01  -1.20802412e+01   4.93044662e+01\n",
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      "   3.77486916e+01  -5.99433556e+01  -1.82903707e+00   4.05771446e+01\n",
      "   1.69274852e-01  -1.09736280e+01   1.57738838e+01   2.02395363e+01\n",
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      "   8.38930893e+01   5.70174980e+00   6.80665016e+00  -1.26235447e+01\n",
      "   3.11968956e+01   5.27785263e+01   3.54995270e+01   2.41581955e+01\n",
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      "   7.39618635e+00  -3.40359116e+00   1.67745018e+01  -1.16902275e+01\n",
      "   1.86250248e+01  -6.22212601e+00   3.39485317e-01  -2.61139679e+00\n",
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      "   7.31791735e+00  -9.80918198e+01   9.01497650e+00  -2.69920074e+02\n",
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      "   1.24188566e+01  -2.25366344e+01   9.14574661e+01   2.56458988e+01\n",
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      "   5.39325905e+00  -3.64035339e+01   1.42094412e+01   2.70121422e+01\n",
      "  -1.99959583e+01   2.09749985e+00   9.79232178e+01   2.76166248e+01\n",
      "   1.40110340e+01   2.31567249e+01  -6.69858932e+00   3.86819382e+01\n",
      "  -4.38917999e+01   7.62640610e+01   1.72088261e+01   7.83596573e+01\n",
      "   1.41772718e+01  -1.56150103e+00  -2.26668148e+01   8.53923130e+00\n",
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      "   1.98962708e+01  -1.67113705e+01  -5.82889700e+00  -1.84035797e+02\n",
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      "   7.18052444e+01   1.93165607e+01  -7.85292101e+00  -5.66650391e+01\n",
      "   3.93686409e+01   2.21393108e+01  -1.15322647e+01   1.30714207e+01\n",
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      "  -6.35836029e+00   6.15300846e+00  -2.21158638e+01  -2.63465576e+01\n",
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      "  -1.04862709e+01   2.11777191e+01   8.75179768e+00  -2.74261189e+00\n",
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      "  -9.25222874e+00  -2.21492825e+01   8.63121223e+00   3.60825272e+01\n",
      "   1.24750681e+01  -1.03383780e+01   1.40663729e+01   3.75691376e+01\n",
      "  -2.16242584e+02  -7.75229037e-01   1.26377897e+01   3.45357361e+01\n",
      "  -3.77203979e+01   2.27628067e+02  -4.58774414e+01   3.43526530e+00\n",
      "   2.48981047e+00   6.62153912e+00  -3.58677030e+00  -9.60960835e-02\n",
      "  -3.97631874e+01   9.65391159e+00   3.59530792e+02   1.05032249e+02\n",
      "  -6.76906300e+00  -5.36241388e+00   5.89115944e+01   2.88904934e+01\n",
      "  -5.39579506e+01  -1.84045658e+01  -7.74718142e+00   3.68832994e+00\n",
      "   6.91255379e+00   4.11768227e+01   4.15769196e+01   6.26533775e+01\n",
      "  -3.44798088e+01   1.67469086e+02  -6.88505936e+00  -2.36933174e+01\n",
      "   3.87571640e+01  -9.42141342e+00  -7.65032730e+01   7.15708637e+00\n",
      "  -8.23656540e+01  -5.82199287e+00   1.44371902e+02  -1.38333664e+01\n",
      "   6.02915812e+00   1.36695499e+01  -1.02615442e+01   2.68363247e+01\n",
      "   4.89192314e+01  -4.57866049e+00  -3.40353889e+01  -1.02164202e+01\n",
      "  -1.80605259e+01  -8.33799839e+00   1.43675451e+01   1.05337400e+01\n",
      "  -9.04807281e+01   2.28945484e+01  -7.07027197e+00   1.57584829e+01\n",
      "  -4.96369553e+00   4.71470928e+00  -2.51466103e+01  -7.39673376e+00\n",
      "   9.19269562e+00   9.74526215e+01   2.33024857e+02  -3.24501562e+00\n",
      "   2.00098538e+00  -1.54644547e+01  -2.33951759e+01  -5.30114365e+01\n",
      "  -2.72352481e+00  -1.00611715e+01  -5.46410322e+00   5.36388092e+01\n",
      "   5.18062687e+00   5.45150070e+01  -1.01044512e+01   5.13876486e+00\n",
      "  -2.37481747e+01   1.12698812e+01  -2.85377026e+01  -1.01337843e+01\n",
      "   2.14633822e+00  -8.08003139e+00  -1.12803278e+01   2.38395386e+01\n",
      "   1.01159325e+01   5.25190973e+00  -3.42807579e+01   4.31386795e+01\n",
      "  -7.24701118e+00  -4.28662920e+00  -4.18969345e+00   1.98436985e+01\n",
      "   1.42755585e+02   6.58127136e+01   3.61912041e+01   2.77213364e+01\n",
      "  -2.20868511e+01  -4.78708496e+01   3.10378799e+01   3.57774138e+00\n",
      "  -9.98447418e+01   1.26193447e+01  -1.35541220e+01   9.91438770e+00\n",
      "   1.67731953e+00   7.40676422e+01  -3.73471677e-01  -3.11265087e+01\n",
      "   1.63295403e+01  -1.46763363e+01   4.35271339e+01   5.48452339e+01\n",
      "   5.18938255e+01  -1.19766207e+01  -9.61370564e+00   1.62264073e+00\n",
      "   1.82766380e+01  -7.41447525e+01   4.73655014e+01  -1.00834875e+01\n",
      "  -4.43726063e+00   8.88317871e+00   2.06911682e+02  -1.50368142e+00\n",
      "  -1.51618624e+01   4.42723045e+01   5.74702148e+01]\n"
     ]
    }
   ],
   "source": [
    "for pt, eta, phi in uproot.iterator(1000, \"~/storage/data/nano-TTLHE-2017-09-04-*.root\", \"Events\", [\"Electron_pt\", \"Electron_eta\", \"Electron_phi\"], outputtype=tuple):\n",
    "    print(\"px = {}\".format(pt*numpy.cosh(eta)*numpy.sin(phi)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "uproot uses Python's `Executor` interface for parallelism. Parallel processing and caching are never implicit: you have to give it an object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Electron_eta': array([-0.50317383, -0.22283936,  0.3380127 , ...,  0.16601562,\n",
       "        -1.51855469,  2.38574219], dtype=float32),\n",
       " 'Electron_phi': array([-1.97704196,  2.73374438, -2.23343873, ..., -1.10651565,\n",
       "         1.69811368,  2.38514328], dtype=float32),\n",
       " 'Electron_pt': array([ 21.26379776,   5.12322283,  14.14859962, ...,  16.72582626,\n",
       "         18.65698242,  15.28109741], dtype=float32)}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import concurrent.futures\n",
    "four_workers = concurrent.futures.ThreadPoolExecutor(4)\n",
    "\n",
    "tree.arrays([\"Electron_pt\", \"Electron_eta\", \"Electron_phi\"], executor=four_workers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "# returns immediately, before actually reading\n",
    "arrays, errors = tree.arrays([\"Electron_pt\", \"Electron_eta\", \"Electron_phi\"],\n",
    "                                                             executor=four_workers, block=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": false,
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(None, None, None),\n",
       " (None, None, None),\n",
       " (None, None, None),\n",
       " (None, None, None),\n",
       " (None, None, None),\n",
       " (None, None, None),\n",
       " (None, None, None),\n",
       " (None, None, None),\n",
       " (None, None, None),\n",
       " (None, None, None),\n",
       " (None, None, None),\n",
       " (None, None, None),\n",
       " (None, None, None),\n",
       " (None, None, None),\n",
       " (None, None, None),\n",
       " (None, None, None),\n",
       " (None, None, None),\n",
       " (None, None, None),\n",
       " (None, None, None),\n",
       " (None, None, None),\n",
       " (None, None, None)]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# evaluate this iterator to wait for arrays to be filled and see if there were any errors\n",
    "list(errors)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "I'm adding connectors to other libraries, but I need your input about which are the most important."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Electron_deltaEtaSC</th>\n",
       "      <th>Electron_dxy</th>\n",
       "      <th>Electron_eta</th>\n",
       "      <th>Electron_mass</th>\n",
       "      <th>Electron_mvaSpring16GP</th>\n",
       "      <th>Electron_mvaSpring16HZZ</th>\n",
       "      <th>Electron_phi</th>\n",
       "      <th>Electron_pt</th>\n",
       "      <th>Electron_pterr</th>\n",
       "      <th>Electron_r9</th>\n",
       "      <th>...</th>\n",
       "      <th>Electron_sip3d</th>\n",
       "      <th>Electron_charge</th>\n",
       "      <th>Electron_cutBased</th>\n",
       "      <th>Electron_cutBased_HLTPreSel</th>\n",
       "      <th>Electron_jet</th>\n",
       "      <th>Electron_mvaSpring16GP_WP80</th>\n",
       "      <th>Electron_mvaSpring16GP_WP90</th>\n",
       "      <th>Electron_mvaSpring16HZZ_WPL</th>\n",
       "      <th>Electron_pdgId</th>\n",
       "      <th>Electron_cleanmask</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.008461</td>\n",
       "      <td>-0.383589</td>\n",
       "      <td>-0.503174</td>\n",
       "      <td>-0.007927</td>\n",
       "      <td>-0.999910</td>\n",
       "      <td>-0.999899</td>\n",
       "      <td>-1.977042</td>\n",
       "      <td>21.263798</td>\n",
       "      <td>1.817561</td>\n",
       "      <td>0.338915</td>\n",
       "      <td>...</td>\n",
       "      <td>4.357436</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.006999</td>\n",
       "      <td>-0.001455</td>\n",
       "      <td>-0.222839</td>\n",
       "      <td>0.001280</td>\n",
       "      <td>-0.997331</td>\n",
       "      <td>-0.994908</td>\n",
       "      <td>2.733744</td>\n",
       "      <td>5.123223</td>\n",
       "      <td>0.463325</td>\n",
       "      <td>0.473331</td>\n",
       "      <td>...</td>\n",
       "      <td>0.696418</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.014911</td>\n",
       "      <td>0.003418</td>\n",
       "      <td>0.338013</td>\n",
       "      <td>0.003321</td>\n",
       "      <td>-0.768501</td>\n",
       "      <td>-0.980286</td>\n",
       "      <td>-2.233439</td>\n",
       "      <td>14.148600</td>\n",
       "      <td>2.060835</td>\n",
       "      <td>0.945313</td>\n",
       "      <td>...</td>\n",
       "      <td>10.729231</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.007591</td>\n",
       "      <td>0.002976</td>\n",
       "      <td>2.422363</td>\n",
       "      <td>-0.008163</td>\n",
       "      <td>-0.658143</td>\n",
       "      <td>-0.974859</td>\n",
       "      <td>0.471326</td>\n",
       "      <td>11.940388</td>\n",
       "      <td>8.339510</td>\n",
       "      <td>0.740251</td>\n",
       "      <td>...</td>\n",
       "      <td>2.641892</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.038997</td>\n",
       "      <td>-0.000002</td>\n",
       "      <td>0.124268</td>\n",
       "      <td>-0.005939</td>\n",
       "      <td>0.986377</td>\n",
       "      <td>0.988415</td>\n",
       "      <td>-1.084366</td>\n",
       "      <td>30.055460</td>\n",
       "      <td>3.590917</td>\n",
       "      <td>0.960271</td>\n",
       "      <td>...</td>\n",
       "      <td>0.649395</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>-0.031107</td>\n",
       "      <td>-0.006901</td>\n",
       "      <td>-1.384521</td>\n",
       "      <td>0.002663</td>\n",
       "      <td>-0.995392</td>\n",
       "      <td>-0.994702</td>\n",
       "      <td>-2.705423</td>\n",
       "      <td>14.741048</td>\n",
       "      <td>1.695331</td>\n",
       "      <td>0.537597</td>\n",
       "      <td>...</td>\n",
       "      <td>1.396386</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>-0.034951</td>\n",
       "      <td>0.001633</td>\n",
       "      <td>-0.541992</td>\n",
       "      <td>0.004280</td>\n",
       "      <td>-0.527973</td>\n",
       "      <td>-0.942798</td>\n",
       "      <td>2.559478</td>\n",
       "      <td>12.253747</td>\n",
       "      <td>1.371960</td>\n",
       "      <td>0.968543</td>\n",
       "      <td>...</td>\n",
       "      <td>1.309832</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.014235</td>\n",
       "      <td>-0.001128</td>\n",
       "      <td>-1.192627</td>\n",
       "      <td>-0.011436</td>\n",
       "      <td>-0.998805</td>\n",
       "      <td>-0.991167</td>\n",
       "      <td>1.698805</td>\n",
       "      <td>43.358791</td>\n",
       "      <td>6.897726</td>\n",
       "      <td>0.737704</td>\n",
       "      <td>...</td>\n",
       "      <td>4.500576</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>-0.003861</td>\n",
       "      <td>-0.001881</td>\n",
       "      <td>-1.731201</td>\n",
       "      <td>0.006336</td>\n",
       "      <td>-0.998021</td>\n",
       "      <td>-0.994047</td>\n",
       "      <td>0.543655</td>\n",
       "      <td>9.491758</td>\n",
       "      <td>1.486895</td>\n",
       "      <td>0.722713</td>\n",
       "      <td>...</td>\n",
       "      <td>826.929260</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.001918</td>\n",
       "      <td>-0.003880</td>\n",
       "      <td>-1.718262</td>\n",
       "      <td>0.004139</td>\n",
       "      <td>-0.996643</td>\n",
       "      <td>-0.997861</td>\n",
       "      <td>-2.547211</td>\n",
       "      <td>6.401640</td>\n",
       "      <td>1.005923</td>\n",
       "      <td>0.609341</td>\n",
       "      <td>...</td>\n",
       "      <td>295.567108</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>-0.045260</td>\n",
       "      <td>-0.000441</td>\n",
       "      <td>-0.426270</td>\n",
       "      <td>-0.012032</td>\n",
       "      <td>0.985000</td>\n",
       "      <td>0.997809</td>\n",
       "      <td>-1.391011</td>\n",
       "      <td>72.722298</td>\n",
       "      <td>9.241734</td>\n",
       "      <td>0.954022</td>\n",
       "      <td>...</td>\n",
       "      <td>0.718664</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>-11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>-0.040411</td>\n",
       "      <td>0.006203</td>\n",
       "      <td>0.516113</td>\n",
       "      <td>-0.021637</td>\n",
       "      <td>-0.974119</td>\n",
       "      <td>-0.843230</td>\n",
       "      <td>-1.693684</td>\n",
       "      <td>69.547119</td>\n",
       "      <td>6.566352</td>\n",
       "      <td>0.921742</td>\n",
       "      <td>...</td>\n",
       "      <td>8.890405</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>-0.057492</td>\n",
       "      <td>-0.001112</td>\n",
       "      <td>0.516479</td>\n",
       "      <td>-0.004463</td>\n",
       "      <td>-0.999887</td>\n",
       "      <td>-0.999982</td>\n",
       "      <td>-1.681163</td>\n",
       "      <td>14.842140</td>\n",
       "      <td>0.519881</td>\n",
       "      <td>1.182502</td>\n",
       "      <td>...</td>\n",
       "      <td>0.441600</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>-0.016972</td>\n",
       "      <td>-0.000932</td>\n",
       "      <td>0.683105</td>\n",
       "      <td>0.001321</td>\n",
       "      <td>-0.999625</td>\n",
       "      <td>-0.999484</td>\n",
       "      <td>-2.336706</td>\n",
       "      <td>13.785289</td>\n",
       "      <td>0.600762</td>\n",
       "      <td>0.466496</td>\n",
       "      <td>...</td>\n",
       "      <td>0.787994</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>-0.012513</td>\n",
       "      <td>-0.002123</td>\n",
       "      <td>-0.148987</td>\n",
       "      <td>-0.022003</td>\n",
       "      <td>0.981303</td>\n",
       "      <td>0.992329</td>\n",
       "      <td>1.099809</td>\n",
       "      <td>75.097122</td>\n",
       "      <td>12.340767</td>\n",
       "      <td>0.948048</td>\n",
       "      <td>...</td>\n",
       "      <td>1.550322</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>-11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.000457</td>\n",
       "      <td>0.132736</td>\n",
       "      <td>-0.927002</td>\n",
       "      <td>-0.012459</td>\n",
       "      <td>-0.996975</td>\n",
       "      <td>-0.997098</td>\n",
       "      <td>3.081977</td>\n",
       "      <td>25.151119</td>\n",
       "      <td>3.448045</td>\n",
       "      <td>0.454544</td>\n",
       "      <td>...</td>\n",
       "      <td>40.818016</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>-0.013742</td>\n",
       "      <td>-0.003523</td>\n",
       "      <td>1.873779</td>\n",
       "      <td>0.015076</td>\n",
       "      <td>0.842809</td>\n",
       "      <td>0.738091</td>\n",
       "      <td>-2.375646</td>\n",
       "      <td>23.894024</td>\n",
       "      <td>17.368406</td>\n",
       "      <td>0.923107</td>\n",
       "      <td>...</td>\n",
       "      <td>5.838753</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>-0.000395</td>\n",
       "      <td>-0.036453</td>\n",
       "      <td>-0.799438</td>\n",
       "      <td>-0.006306</td>\n",
       "      <td>-0.367473</td>\n",
       "      <td>-0.756339</td>\n",
       "      <td>-0.735819</td>\n",
       "      <td>22.144903</td>\n",
       "      <td>5.116719</td>\n",
       "      <td>0.489022</td>\n",
       "      <td>...</td>\n",
       "      <td>17.269979</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.003874</td>\n",
       "      <td>0.035192</td>\n",
       "      <td>0.284546</td>\n",
       "      <td>0.002708</td>\n",
       "      <td>-0.890218</td>\n",
       "      <td>-0.934563</td>\n",
       "      <td>1.256526</td>\n",
       "      <td>20.915024</td>\n",
       "      <td>1.905536</td>\n",
       "      <td>0.673065</td>\n",
       "      <td>...</td>\n",
       "      <td>101.499626</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.046427</td>\n",
       "      <td>0.000661</td>\n",
       "      <td>0.300964</td>\n",
       "      <td>-0.001128</td>\n",
       "      <td>-0.999313</td>\n",
       "      <td>-0.993715</td>\n",
       "      <td>-0.693896</td>\n",
       "      <td>5.988785</td>\n",
       "      <td>0.702070</td>\n",
       "      <td>1.016757</td>\n",
       "      <td>...</td>\n",
       "      <td>1773.834351</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.010962</td>\n",
       "      <td>-0.102307</td>\n",
       "      <td>1.255859</td>\n",
       "      <td>0.001590</td>\n",
       "      <td>-0.998684</td>\n",
       "      <td>-0.997554</td>\n",
       "      <td>-0.757946</td>\n",
       "      <td>5.749233</td>\n",
       "      <td>0.310834</td>\n",
       "      <td>0.564256</td>\n",
       "      <td>...</td>\n",
       "      <td>16.782694</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.008554</td>\n",
       "      <td>1.112992</td>\n",
       "      <td>0.968628</td>\n",
       "      <td>0.002007</td>\n",
       "      <td>-0.996660</td>\n",
       "      <td>-0.996564</td>\n",
       "      <td>2.059648</td>\n",
       "      <td>8.035333</td>\n",
       "      <td>1.110974</td>\n",
       "      <td>0.438394</td>\n",
       "      <td>...</td>\n",
       "      <td>2.849759</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.016829</td>\n",
       "      <td>0.002468</td>\n",
       "      <td>-2.308105</td>\n",
       "      <td>0.041992</td>\n",
       "      <td>-0.993712</td>\n",
       "      <td>-0.989087</td>\n",
       "      <td>1.815402</td>\n",
       "      <td>21.776543</td>\n",
       "      <td>3.506652</td>\n",
       "      <td>0.937543</td>\n",
       "      <td>...</td>\n",
       "      <td>1.526316</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>-0.018588</td>\n",
       "      <td>0.120428</td>\n",
       "      <td>2.387207</td>\n",
       "      <td>-0.086975</td>\n",
       "      <td>-0.996690</td>\n",
       "      <td>-0.938286</td>\n",
       "      <td>2.565011</td>\n",
       "      <td>71.571533</td>\n",
       "      <td>36.076553</td>\n",
       "      <td>0.726905</td>\n",
       "      <td>...</td>\n",
       "      <td>10.982817</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>-0.034515</td>\n",
       "      <td>-0.000253</td>\n",
       "      <td>1.269043</td>\n",
       "      <td>-0.008530</td>\n",
       "      <td>-0.999906</td>\n",
       "      <td>-0.999935</td>\n",
       "      <td>-2.689120</td>\n",
       "      <td>25.297737</td>\n",
       "      <td>1.223310</td>\n",
       "      <td>0.336645</td>\n",
       "      <td>...</td>\n",
       "      <td>0.307522</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>-0.003399</td>\n",
       "      <td>-0.001070</td>\n",
       "      <td>1.208984</td>\n",
       "      <td>0.019028</td>\n",
       "      <td>-0.997898</td>\n",
       "      <td>-0.987651</td>\n",
       "      <td>0.316233</td>\n",
       "      <td>101.000481</td>\n",
       "      <td>5.878032</td>\n",
       "      <td>0.678898</td>\n",
       "      <td>...</td>\n",
       "      <td>0.773557</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>-0.005649</td>\n",
       "      <td>0.000824</td>\n",
       "      <td>0.548218</td>\n",
       "      <td>-0.027313</td>\n",
       "      <td>0.988989</td>\n",
       "      <td>0.998381</td>\n",
       "      <td>-1.403505</td>\n",
       "      <td>81.288826</td>\n",
       "      <td>13.093980</td>\n",
       "      <td>0.939516</td>\n",
       "      <td>...</td>\n",
       "      <td>2.416003</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>-0.006180</td>\n",
       "      <td>-0.000106</td>\n",
       "      <td>-0.726929</td>\n",
       "      <td>-0.003929</td>\n",
       "      <td>0.916846</td>\n",
       "      <td>0.964638</td>\n",
       "      <td>0.917803</td>\n",
       "      <td>33.346294</td>\n",
       "      <td>9.611783</td>\n",
       "      <td>0.818612</td>\n",
       "      <td>...</td>\n",
       "      <td>3.004802</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>-11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>-0.008857</td>\n",
       "      <td>-0.000241</td>\n",
       "      <td>-0.378540</td>\n",
       "      <td>-0.009483</td>\n",
       "      <td>0.989172</td>\n",
       "      <td>0.989306</td>\n",
       "      <td>0.017066</td>\n",
       "      <td>51.324333</td>\n",
       "      <td>5.925195</td>\n",
       "      <td>0.921097</td>\n",
       "      <td>...</td>\n",
       "      <td>0.743297</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>-0.007583</td>\n",
       "      <td>-0.001185</td>\n",
       "      <td>-2.219238</td>\n",
       "      <td>-0.006924</td>\n",
       "      <td>0.510205</td>\n",
       "      <td>0.772849</td>\n",
       "      <td>1.227340</td>\n",
       "      <td>9.824592</td>\n",
       "      <td>1.864527</td>\n",
       "      <td>0.893027</td>\n",
       "      <td>...</td>\n",
       "      <td>161.765961</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61758</th>\n",
       "      <td>0.005525</td>\n",
       "      <td>0.001278</td>\n",
       "      <td>-0.688843</td>\n",
       "      <td>-0.011749</td>\n",
       "      <td>-0.979972</td>\n",
       "      <td>-0.895504</td>\n",
       "      <td>-1.820773</td>\n",
       "      <td>39.627174</td>\n",
       "      <td>3.995096</td>\n",
       "      <td>0.641688</td>\n",
       "      <td>...</td>\n",
       "      <td>0.960187</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61759</th>\n",
       "      <td>0.008323</td>\n",
       "      <td>-0.002139</td>\n",
       "      <td>1.068848</td>\n",
       "      <td>0.002634</td>\n",
       "      <td>0.988704</td>\n",
       "      <td>0.961502</td>\n",
       "      <td>1.916280</td>\n",
       "      <td>20.265877</td>\n",
       "      <td>3.171380</td>\n",
       "      <td>0.980468</td>\n",
       "      <td>...</td>\n",
       "      <td>4.592778</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61760</th>\n",
       "      <td>0.005535</td>\n",
       "      <td>0.031408</td>\n",
       "      <td>-1.340332</td>\n",
       "      <td>0.004711</td>\n",
       "      <td>-0.999176</td>\n",
       "      <td>-0.982625</td>\n",
       "      <td>0.205275</td>\n",
       "      <td>8.599574</td>\n",
       "      <td>0.708510</td>\n",
       "      <td>0.492467</td>\n",
       "      <td>...</td>\n",
       "      <td>11.122705</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61761</th>\n",
       "      <td>0.014676</td>\n",
       "      <td>-0.001824</td>\n",
       "      <td>-0.944946</td>\n",
       "      <td>0.039032</td>\n",
       "      <td>0.966614</td>\n",
       "      <td>0.994903</td>\n",
       "      <td>-2.461480</td>\n",
       "      <td>107.224350</td>\n",
       "      <td>29.926241</td>\n",
       "      <td>0.943522</td>\n",
       "      <td>...</td>\n",
       "      <td>1.533313</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61762</th>\n",
       "      <td>0.018566</td>\n",
       "      <td>-0.001466</td>\n",
       "      <td>0.278748</td>\n",
       "      <td>0.001227</td>\n",
       "      <td>-0.997801</td>\n",
       "      <td>-0.999299</td>\n",
       "      <td>0.787710</td>\n",
       "      <td>17.135302</td>\n",
       "      <td>1.715756</td>\n",
       "      <td>0.894501</td>\n",
       "      <td>...</td>\n",
       "      <td>2.354985</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61763</th>\n",
       "      <td>0.021612</td>\n",
       "      <td>0.002759</td>\n",
       "      <td>-0.733643</td>\n",
       "      <td>-0.042877</td>\n",
       "      <td>0.983133</td>\n",
       "      <td>0.998239</td>\n",
       "      <td>-3.031380</td>\n",
       "      <td>96.168510</td>\n",
       "      <td>23.821411</td>\n",
       "      <td>0.930031</td>\n",
       "      <td>...</td>\n",
       "      <td>1.450616</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61764</th>\n",
       "      <td>0.024181</td>\n",
       "      <td>-0.000866</td>\n",
       "      <td>-0.309937</td>\n",
       "      <td>0.001649</td>\n",
       "      <td>-0.997655</td>\n",
       "      <td>-0.999803</td>\n",
       "      <td>1.001531</td>\n",
       "      <td>11.227084</td>\n",
       "      <td>0.883690</td>\n",
       "      <td>0.764705</td>\n",
       "      <td>...</td>\n",
       "      <td>1.184755</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61765</th>\n",
       "      <td>0.025291</td>\n",
       "      <td>0.037461</td>\n",
       "      <td>0.220398</td>\n",
       "      <td>-0.001961</td>\n",
       "      <td>-0.999606</td>\n",
       "      <td>-0.999895</td>\n",
       "      <td>0.156184</td>\n",
       "      <td>10.526479</td>\n",
       "      <td>6.056964</td>\n",
       "      <td>0.374149</td>\n",
       "      <td>...</td>\n",
       "      <td>0.784202</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61766</th>\n",
       "      <td>-0.043402</td>\n",
       "      <td>0.000531</td>\n",
       "      <td>-0.054619</td>\n",
       "      <td>0.029907</td>\n",
       "      <td>0.992414</td>\n",
       "      <td>0.997634</td>\n",
       "      <td>1.040586</td>\n",
       "      <td>85.727646</td>\n",
       "      <td>12.718915</td>\n",
       "      <td>0.938286</td>\n",
       "      <td>...</td>\n",
       "      <td>2.076231</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61767</th>\n",
       "      <td>-0.023368</td>\n",
       "      <td>-0.000692</td>\n",
       "      <td>0.374023</td>\n",
       "      <td>-0.002155</td>\n",
       "      <td>-0.998053</td>\n",
       "      <td>-0.993085</td>\n",
       "      <td>-0.041771</td>\n",
       "      <td>8.352424</td>\n",
       "      <td>1.095205</td>\n",
       "      <td>0.840539</td>\n",
       "      <td>...</td>\n",
       "      <td>1.579661</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61768</th>\n",
       "      <td>0.000674</td>\n",
       "      <td>0.041194</td>\n",
       "      <td>1.052246</td>\n",
       "      <td>-0.004257</td>\n",
       "      <td>-0.926755</td>\n",
       "      <td>-0.977577</td>\n",
       "      <td>-1.721051</td>\n",
       "      <td>19.594748</td>\n",
       "      <td>1.797449</td>\n",
       "      <td>0.263633</td>\n",
       "      <td>...</td>\n",
       "      <td>13.466813</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61769</th>\n",
       "      <td>-0.001067</td>\n",
       "      <td>0.270533</td>\n",
       "      <td>-1.741455</td>\n",
       "      <td>-0.034058</td>\n",
       "      <td>-0.999905</td>\n",
       "      <td>-0.993578</td>\n",
       "      <td>2.994339</td>\n",
       "      <td>37.849987</td>\n",
       "      <td>5.814600</td>\n",
       "      <td>0.656086</td>\n",
       "      <td>...</td>\n",
       "      <td>1.693924</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61770</th>\n",
       "      <td>0.009847</td>\n",
       "      <td>-0.002269</td>\n",
       "      <td>1.436523</td>\n",
       "      <td>-0.004135</td>\n",
       "      <td>-0.999610</td>\n",
       "      <td>-0.997429</td>\n",
       "      <td>-2.177292</td>\n",
       "      <td>8.039074</td>\n",
       "      <td>1.802660</td>\n",
       "      <td>0.921745</td>\n",
       "      <td>...</td>\n",
       "      <td>259.143066</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61771</th>\n",
       "      <td>-0.039920</td>\n",
       "      <td>0.006390</td>\n",
       "      <td>-0.824219</td>\n",
       "      <td>-0.006321</td>\n",
       "      <td>0.994308</td>\n",
       "      <td>0.993187</td>\n",
       "      <td>1.759367</td>\n",
       "      <td>32.598701</td>\n",
       "      <td>6.556616</td>\n",
       "      <td>0.973105</td>\n",
       "      <td>...</td>\n",
       "      <td>2.732224</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61772</th>\n",
       "      <td>-0.004337</td>\n",
       "      <td>0.002111</td>\n",
       "      <td>-1.874512</td>\n",
       "      <td>-0.040283</td>\n",
       "      <td>0.960117</td>\n",
       "      <td>0.987721</td>\n",
       "      <td>2.776203</td>\n",
       "      <td>46.017681</td>\n",
       "      <td>16.504341</td>\n",
       "      <td>0.700551</td>\n",
       "      <td>...</td>\n",
       "      <td>1.422529</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61773</th>\n",
       "      <td>0.048012</td>\n",
       "      <td>0.001560</td>\n",
       "      <td>-1.334961</td>\n",
       "      <td>-0.003910</td>\n",
       "      <td>-0.989335</td>\n",
       "      <td>-0.821197</td>\n",
       "      <td>1.597161</td>\n",
       "      <td>25.553368</td>\n",
       "      <td>3.048891</td>\n",
       "      <td>0.619922</td>\n",
       "      <td>...</td>\n",
       "      <td>1.572387</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61774</th>\n",
       "      <td>0.068510</td>\n",
       "      <td>0.031867</td>\n",
       "      <td>1.902588</td>\n",
       "      <td>-0.004528</td>\n",
       "      <td>-0.951492</td>\n",
       "      <td>-0.990728</td>\n",
       "      <td>-0.176928</td>\n",
       "      <td>19.860664</td>\n",
       "      <td>1.774324</td>\n",
       "      <td>0.626647</td>\n",
       "      <td>...</td>\n",
       "      <td>2.538957</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61775</th>\n",
       "      <td>0.032835</td>\n",
       "      <td>0.000383</td>\n",
       "      <td>-1.410400</td>\n",
       "      <td>-0.005501</td>\n",
       "      <td>-0.998582</td>\n",
       "      <td>-0.994440</td>\n",
       "      <td>-0.339285</td>\n",
       "      <td>13.306574</td>\n",
       "      <td>1.916607</td>\n",
       "      <td>0.817735</td>\n",
       "      <td>...</td>\n",
       "      <td>0.260968</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61776</th>\n",
       "      <td>0.051053</td>\n",
       "      <td>-0.012421</td>\n",
       "      <td>0.502319</td>\n",
       "      <td>-0.001626</td>\n",
       "      <td>-0.999540</td>\n",
       "      <td>-0.999913</td>\n",
       "      <td>0.114847</td>\n",
       "      <td>12.543743</td>\n",
       "      <td>0.956708</td>\n",
       "      <td>0.428235</td>\n",
       "      <td>...</td>\n",
       "      <td>2.271441</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61777</th>\n",
       "      <td>-0.024055</td>\n",
       "      <td>-0.001455</td>\n",
       "      <td>-1.032715</td>\n",
       "      <td>-0.004108</td>\n",
       "      <td>-0.994714</td>\n",
       "      <td>-0.996526</td>\n",
       "      <td>2.072506</td>\n",
       "      <td>13.173754</td>\n",
       "      <td>0.698194</td>\n",
       "      <td>0.579808</td>\n",
       "      <td>...</td>\n",
       "      <td>5.872259</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61778</th>\n",
       "      <td>0.017687</td>\n",
       "      <td>-0.007056</td>\n",
       "      <td>2.115723</td>\n",
       "      <td>0.040588</td>\n",
       "      <td>-0.997163</td>\n",
       "      <td>-0.996615</td>\n",
       "      <td>-0.622939</td>\n",
       "      <td>30.200464</td>\n",
       "      <td>6.710857</td>\n",
       "      <td>0.651445</td>\n",
       "      <td>...</td>\n",
       "      <td>12.012148</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61779</th>\n",
       "      <td>0.035281</td>\n",
       "      <td>-0.492339</td>\n",
       "      <td>1.752930</td>\n",
       "      <td>0.010025</td>\n",
       "      <td>-0.999407</td>\n",
       "      <td>-0.999529</td>\n",
       "      <td>1.248232</td>\n",
       "      <td>16.801775</td>\n",
       "      <td>2.265985</td>\n",
       "      <td>0.380810</td>\n",
       "      <td>...</td>\n",
       "      <td>2.819928</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61780</th>\n",
       "      <td>-0.002992</td>\n",
       "      <td>-0.000561</td>\n",
       "      <td>-0.764160</td>\n",
       "      <td>0.006699</td>\n",
       "      <td>-0.992291</td>\n",
       "      <td>-0.971675</td>\n",
       "      <td>-2.703375</td>\n",
       "      <td>18.189295</td>\n",
       "      <td>1.789098</td>\n",
       "      <td>0.956352</td>\n",
       "      <td>...</td>\n",
       "      <td>1.002322</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61781</th>\n",
       "      <td>-0.019872</td>\n",
       "      <td>0.001053</td>\n",
       "      <td>-0.734009</td>\n",
       "      <td>0.001231</td>\n",
       "      <td>-0.977350</td>\n",
       "      <td>-0.944251</td>\n",
       "      <td>-2.669694</td>\n",
       "      <td>7.615889</td>\n",
       "      <td>0.906866</td>\n",
       "      <td>0.740992</td>\n",
       "      <td>...</td>\n",
       "      <td>0.974341</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61782</th>\n",
       "      <td>0.018035</td>\n",
       "      <td>0.001329</td>\n",
       "      <td>1.996094</td>\n",
       "      <td>-0.003469</td>\n",
       "      <td>0.179938</td>\n",
       "      <td>0.353168</td>\n",
       "      <td>2.815951</td>\n",
       "      <td>7.408405</td>\n",
       "      <td>2.028926</td>\n",
       "      <td>1.053229</td>\n",
       "      <td>...</td>\n",
       "      <td>2.041860</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61783</th>\n",
       "      <td>0.007006</td>\n",
       "      <td>-0.002152</td>\n",
       "      <td>-2.187500</td>\n",
       "      <td>0.036377</td>\n",
       "      <td>0.989005</td>\n",
       "      <td>0.997169</td>\n",
       "      <td>1.995358</td>\n",
       "      <td>50.319920</td>\n",
       "      <td>12.599013</td>\n",
       "      <td>0.975738</td>\n",
       "      <td>...</td>\n",
       "      <td>0.899896</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61784</th>\n",
       "      <td>0.050205</td>\n",
       "      <td>-0.001679</td>\n",
       "      <td>0.894531</td>\n",
       "      <td>-0.003231</td>\n",
       "      <td>-0.999676</td>\n",
       "      <td>-0.999832</td>\n",
       "      <td>-3.035254</td>\n",
       "      <td>9.924469</td>\n",
       "      <td>0.402815</td>\n",
       "      <td>0.403967</td>\n",
       "      <td>...</td>\n",
       "      <td>0.441613</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61785</th>\n",
       "      <td>0.018972</td>\n",
       "      <td>-0.003240</td>\n",
       "      <td>0.166016</td>\n",
       "      <td>0.005692</td>\n",
       "      <td>-0.993447</td>\n",
       "      <td>-0.998609</td>\n",
       "      <td>-1.106516</td>\n",
       "      <td>16.725826</td>\n",
       "      <td>2.328500</td>\n",
       "      <td>0.663992</td>\n",
       "      <td>...</td>\n",
       "      <td>1.992448</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61786</th>\n",
       "      <td>0.008695</td>\n",
       "      <td>0.007803</td>\n",
       "      <td>-1.518555</td>\n",
       "      <td>0.012192</td>\n",
       "      <td>-0.641508</td>\n",
       "      <td>-0.863746</td>\n",
       "      <td>1.698114</td>\n",
       "      <td>18.656982</td>\n",
       "      <td>5.656166</td>\n",
       "      <td>1.113727</td>\n",
       "      <td>...</td>\n",
       "      <td>1.310791</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61787</th>\n",
       "      <td>0.023488</td>\n",
       "      <td>0.018453</td>\n",
       "      <td>2.385742</td>\n",
       "      <td>0.006733</td>\n",
       "      <td>-0.958694</td>\n",
       "      <td>-0.988361</td>\n",
       "      <td>2.385143</td>\n",
       "      <td>15.281097</td>\n",
       "      <td>4.202047</td>\n",
       "      <td>0.762733</td>\n",
       "      <td>...</td>\n",
       "      <td>7.320024</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>61788 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Electron_deltaEtaSC  Electron_dxy  Electron_eta  Electron_mass  \\\n",
       "0                 0.008461     -0.383589     -0.503174      -0.007927   \n",
       "1                 0.006999     -0.001455     -0.222839       0.001280   \n",
       "2                 0.014911      0.003418      0.338013       0.003321   \n",
       "3                 0.007591      0.002976      2.422363      -0.008163   \n",
       "4                -0.038997     -0.000002      0.124268      -0.005939   \n",
       "5                -0.031107     -0.006901     -1.384521       0.002663   \n",
       "6                -0.034951      0.001633     -0.541992       0.004280   \n",
       "7                 0.014235     -0.001128     -1.192627      -0.011436   \n",
       "8                -0.003861     -0.001881     -1.731201       0.006336   \n",
       "9                 0.001918     -0.003880     -1.718262       0.004139   \n",
       "10               -0.045260     -0.000441     -0.426270      -0.012032   \n",
       "11               -0.040411      0.006203      0.516113      -0.021637   \n",
       "12               -0.057492     -0.001112      0.516479      -0.004463   \n",
       "13               -0.016972     -0.000932      0.683105       0.001321   \n",
       "14               -0.012513     -0.002123     -0.148987      -0.022003   \n",
       "15                0.000457      0.132736     -0.927002      -0.012459   \n",
       "16               -0.013742     -0.003523      1.873779       0.015076   \n",
       "17               -0.000395     -0.036453     -0.799438      -0.006306   \n",
       "18                0.003874      0.035192      0.284546       0.002708   \n",
       "19                0.046427      0.000661      0.300964      -0.001128   \n",
       "20                0.010962     -0.102307      1.255859       0.001590   \n",
       "21                0.008554      1.112992      0.968628       0.002007   \n",
       "22                0.016829      0.002468     -2.308105       0.041992   \n",
       "23               -0.018588      0.120428      2.387207      -0.086975   \n",
       "24               -0.034515     -0.000253      1.269043      -0.008530   \n",
       "25               -0.003399     -0.001070      1.208984       0.019028   \n",
       "26               -0.005649      0.000824      0.548218      -0.027313   \n",
       "27               -0.006180     -0.000106     -0.726929      -0.003929   \n",
       "28               -0.008857     -0.000241     -0.378540      -0.009483   \n",
       "29               -0.007583     -0.001185     -2.219238      -0.006924   \n",
       "...                    ...           ...           ...            ...   \n",
       "61758             0.005525      0.001278     -0.688843      -0.011749   \n",
       "61759             0.008323     -0.002139      1.068848       0.002634   \n",
       "61760             0.005535      0.031408     -1.340332       0.004711   \n",
       "61761             0.014676     -0.001824     -0.944946       0.039032   \n",
       "61762             0.018566     -0.001466      0.278748       0.001227   \n",
       "61763             0.021612      0.002759     -0.733643      -0.042877   \n",
       "61764             0.024181     -0.000866     -0.309937       0.001649   \n",
       "61765             0.025291      0.037461      0.220398      -0.001961   \n",
       "61766            -0.043402      0.000531     -0.054619       0.029907   \n",
       "61767            -0.023368     -0.000692      0.374023      -0.002155   \n",
       "61768             0.000674      0.041194      1.052246      -0.004257   \n",
       "61769            -0.001067      0.270533     -1.741455      -0.034058   \n",
       "61770             0.009847     -0.002269      1.436523      -0.004135   \n",
       "61771            -0.039920      0.006390     -0.824219      -0.006321   \n",
       "61772            -0.004337      0.002111     -1.874512      -0.040283   \n",
       "61773             0.048012      0.001560     -1.334961      -0.003910   \n",
       "61774             0.068510      0.031867      1.902588      -0.004528   \n",
       "61775             0.032835      0.000383     -1.410400      -0.005501   \n",
       "61776             0.051053     -0.012421      0.502319      -0.001626   \n",
       "61777            -0.024055     -0.001455     -1.032715      -0.004108   \n",
       "61778             0.017687     -0.007056      2.115723       0.040588   \n",
       "61779             0.035281     -0.492339      1.752930       0.010025   \n",
       "61780            -0.002992     -0.000561     -0.764160       0.006699   \n",
       "61781            -0.019872      0.001053     -0.734009       0.001231   \n",
       "61782             0.018035      0.001329      1.996094      -0.003469   \n",
       "61783             0.007006     -0.002152     -2.187500       0.036377   \n",
       "61784             0.050205     -0.001679      0.894531      -0.003231   \n",
       "61785             0.018972     -0.003240      0.166016       0.005692   \n",
       "61786             0.008695      0.007803     -1.518555       0.012192   \n",
       "61787             0.023488      0.018453      2.385742       0.006733   \n",
       "\n",
       "       Electron_mvaSpring16GP  Electron_mvaSpring16HZZ  Electron_phi  \\\n",
       "0                   -0.999910                -0.999899     -1.977042   \n",
       "1                   -0.997331                -0.994908      2.733744   \n",
       "2                   -0.768501                -0.980286     -2.233439   \n",
       "3                   -0.658143                -0.974859      0.471326   \n",
       "4                    0.986377                 0.988415     -1.084366   \n",
       "5                   -0.995392                -0.994702     -2.705423   \n",
       "6                   -0.527973                -0.942798      2.559478   \n",
       "7                   -0.998805                -0.991167      1.698805   \n",
       "8                   -0.998021                -0.994047      0.543655   \n",
       "9                   -0.996643                -0.997861     -2.547211   \n",
       "10                   0.985000                 0.997809     -1.391011   \n",
       "11                  -0.974119                -0.843230     -1.693684   \n",
       "12                  -0.999887                -0.999982     -1.681163   \n",
       "13                  -0.999625                -0.999484     -2.336706   \n",
       "14                   0.981303                 0.992329      1.099809   \n",
       "15                  -0.996975                -0.997098      3.081977   \n",
       "16                   0.842809                 0.738091     -2.375646   \n",
       "17                  -0.367473                -0.756339     -0.735819   \n",
       "18                  -0.890218                -0.934563      1.256526   \n",
       "19                  -0.999313                -0.993715     -0.693896   \n",
       "20                  -0.998684                -0.997554     -0.757946   \n",
       "21                  -0.996660                -0.996564      2.059648   \n",
       "22                  -0.993712                -0.989087      1.815402   \n",
       "23                  -0.996690                -0.938286      2.565011   \n",
       "24                  -0.999906                -0.999935     -2.689120   \n",
       "25                  -0.997898                -0.987651      0.316233   \n",
       "26                   0.988989                 0.998381     -1.403505   \n",
       "27                   0.916846                 0.964638      0.917803   \n",
       "28                   0.989172                 0.989306      0.017066   \n",
       "29                   0.510205                 0.772849      1.227340   \n",
       "...                       ...                      ...           ...   \n",
       "61758               -0.979972                -0.895504     -1.820773   \n",
       "61759                0.988704                 0.961502      1.916280   \n",
       "61760               -0.999176                -0.982625      0.205275   \n",
       "61761                0.966614                 0.994903     -2.461480   \n",
       "61762               -0.997801                -0.999299      0.787710   \n",
       "61763                0.983133                 0.998239     -3.031380   \n",
       "61764               -0.997655                -0.999803      1.001531   \n",
       "61765               -0.999606                -0.999895      0.156184   \n",
       "61766                0.992414                 0.997634      1.040586   \n",
       "61767               -0.998053                -0.993085     -0.041771   \n",
       "61768               -0.926755                -0.977577     -1.721051   \n",
       "61769               -0.999905                -0.993578      2.994339   \n",
       "61770               -0.999610                -0.997429     -2.177292   \n",
       "61771                0.994308                 0.993187      1.759367   \n",
       "61772                0.960117                 0.987721      2.776203   \n",
       "61773               -0.989335                -0.821197      1.597161   \n",
       "61774               -0.951492                -0.990728     -0.176928   \n",
       "61775               -0.998582                -0.994440     -0.339285   \n",
       "61776               -0.999540                -0.999913      0.114847   \n",
       "61777               -0.994714                -0.996526      2.072506   \n",
       "61778               -0.997163                -0.996615     -0.622939   \n",
       "61779               -0.999407                -0.999529      1.248232   \n",
       "61780               -0.992291                -0.971675     -2.703375   \n",
       "61781               -0.977350                -0.944251     -2.669694   \n",
       "61782                0.179938                 0.353168      2.815951   \n",
       "61783                0.989005                 0.997169      1.995358   \n",
       "61784               -0.999676                -0.999832     -3.035254   \n",
       "61785               -0.993447                -0.998609     -1.106516   \n",
       "61786               -0.641508                -0.863746      1.698114   \n",
       "61787               -0.958694                -0.988361      2.385143   \n",
       "\n",
       "       Electron_pt  Electron_pterr  Electron_r9         ...          \\\n",
       "0        21.263798        1.817561     0.338915         ...           \n",
       "1         5.123223        0.463325     0.473331         ...           \n",
       "2        14.148600        2.060835     0.945313         ...           \n",
       "3        11.940388        8.339510     0.740251         ...           \n",
       "4        30.055460        3.590917     0.960271         ...           \n",
       "5        14.741048        1.695331     0.537597         ...           \n",
       "6        12.253747        1.371960     0.968543         ...           \n",
       "7        43.358791        6.897726     0.737704         ...           \n",
       "8         9.491758        1.486895     0.722713         ...           \n",
       "9         6.401640        1.005923     0.609341         ...           \n",
       "10       72.722298        9.241734     0.954022         ...           \n",
       "11       69.547119        6.566352     0.921742         ...           \n",
       "12       14.842140        0.519881     1.182502         ...           \n",
       "13       13.785289        0.600762     0.466496         ...           \n",
       "14       75.097122       12.340767     0.948048         ...           \n",
       "15       25.151119        3.448045     0.454544         ...           \n",
       "16       23.894024       17.368406     0.923107         ...           \n",
       "17       22.144903        5.116719     0.489022         ...           \n",
       "18       20.915024        1.905536     0.673065         ...           \n",
       "19        5.988785        0.702070     1.016757         ...           \n",
       "20        5.749233        0.310834     0.564256         ...           \n",
       "21        8.035333        1.110974     0.438394         ...           \n",
       "22       21.776543        3.506652     0.937543         ...           \n",
       "23       71.571533       36.076553     0.726905         ...           \n",
       "24       25.297737        1.223310     0.336645         ...           \n",
       "25      101.000481        5.878032     0.678898         ...           \n",
       "26       81.288826       13.093980     0.939516         ...           \n",
       "27       33.346294        9.611783     0.818612         ...           \n",
       "28       51.324333        5.925195     0.921097         ...           \n",
       "29        9.824592        1.864527     0.893027         ...           \n",
       "...            ...             ...          ...         ...           \n",
       "61758    39.627174        3.995096     0.641688         ...           \n",
       "61759    20.265877        3.171380     0.980468         ...           \n",
       "61760     8.599574        0.708510     0.492467         ...           \n",
       "61761   107.224350       29.926241     0.943522         ...           \n",
       "61762    17.135302        1.715756     0.894501         ...           \n",
       "61763    96.168510       23.821411     0.930031         ...           \n",
       "61764    11.227084        0.883690     0.764705         ...           \n",
       "61765    10.526479        6.056964     0.374149         ...           \n",
       "61766    85.727646       12.718915     0.938286         ...           \n",
       "61767     8.352424        1.095205     0.840539         ...           \n",
       "61768    19.594748        1.797449     0.263633         ...           \n",
       "61769    37.849987        5.814600     0.656086         ...           \n",
       "61770     8.039074        1.802660     0.921745         ...           \n",
       "61771    32.598701        6.556616     0.973105         ...           \n",
       "61772    46.017681       16.504341     0.700551         ...           \n",
       "61773    25.553368        3.048891     0.619922         ...           \n",
       "61774    19.860664        1.774324     0.626647         ...           \n",
       "61775    13.306574        1.916607     0.817735         ...           \n",
       "61776    12.543743        0.956708     0.428235         ...           \n",
       "61777    13.173754        0.698194     0.579808         ...           \n",
       "61778    30.200464        6.710857     0.651445         ...           \n",
       "61779    16.801775        2.265985     0.380810         ...           \n",
       "61780    18.189295        1.789098     0.956352         ...           \n",
       "61781     7.615889        0.906866     0.740992         ...           \n",
       "61782     7.408405        2.028926     1.053229         ...           \n",
       "61783    50.319920       12.599013     0.975738         ...           \n",
       "61784     9.924469        0.402815     0.403967         ...           \n",
       "61785    16.725826        2.328500     0.663992         ...           \n",
       "61786    18.656982        5.656166     1.113727         ...           \n",
       "61787    15.281097        4.202047     0.762733         ...           \n",
       "\n",
       "       Electron_sip3d  Electron_charge  Electron_cutBased  \\\n",
       "0            4.357436               -1                  0   \n",
       "1            0.696418               -1                  0   \n",
       "2           10.729231                1                  0   \n",
       "3            2.641892               -1                  0   \n",
       "4            0.649395               -1                  4   \n",
       "5            1.396386                1                  0   \n",
       "6            1.309832               -1                  0   \n",
       "7            4.500576                1                  0   \n",
       "8          826.929260               -1                  0   \n",
       "9          295.567108               -1                  0   \n",
       "10           0.718664                1                  4   \n",
       "11           8.890405                1                  0   \n",
       "12           0.441600               -1                  0   \n",
       "13           0.787994                1                  0   \n",
       "14           1.550322                1                  4   \n",
       "15          40.818016               -1                  0   \n",
       "16           5.838753               -1                  0   \n",
       "17          17.269979               -1                  0   \n",
       "18         101.499626               -1                  0   \n",
       "19        1773.834351               -1                  0   \n",
       "20          16.782694               -1                  0   \n",
       "21           2.849759               -1                  0   \n",
       "22           1.526316               -1                  0   \n",
       "23          10.982817               -1                  0   \n",
       "24           0.307522               -1                  0   \n",
       "25           0.773557               -1                  0   \n",
       "26           2.416003               -1                  4   \n",
       "27           3.004802                1                  3   \n",
       "28           0.743297               -1                  0   \n",
       "29         161.765961               -1                  0   \n",
       "...               ...              ...                ...   \n",
       "61758        0.960187                1                  0   \n",
       "61759        4.592778               -1                  0   \n",
       "61760       11.122705                1                  0   \n",
       "61761        1.533313               -1                  4   \n",
       "61762        2.354985                1                  0   \n",
       "61763        1.450616               -1                  4   \n",
       "61764        1.184755                1                  0   \n",
       "61765        0.784202               -1                  0   \n",
       "61766        2.076231               -1                  4   \n",
       "61767        1.579661                1                  0   \n",
       "61768       13.466813               -1                  0   \n",
       "61769        1.693924               -1                  0   \n",
       "61770      259.143066                1                  0   \n",
       "61771        2.732224               -1                  4   \n",
       "61772        1.422529               -1                  4   \n",
       "61773        1.572387               -1                  0   \n",
       "61774        2.538957               -1                  0   \n",
       "61775        0.260968               -1                  0   \n",
       "61776        2.271441                1                  0   \n",
       "61777        5.872259               -1                  0   \n",
       "61778       12.012148               -1                  0   \n",
       "61779        2.819928               -1                  0   \n",
       "61780        1.002322               -1                  0   \n",
       "61781        0.974341               -1                  0   \n",
       "61782        2.041860                1                  0   \n",
       "61783        0.899896               -1                  4   \n",
       "61784        0.441613                1                  0   \n",
       "61785        1.992448               -1                  0   \n",
       "61786        1.310791               -1                  0   \n",
       "61787        7.320024                1                  0   \n",
       "\n",
       "       Electron_cutBased_HLTPreSel  Electron_jet  Electron_mvaSpring16GP_WP80  \\\n",
       "0                                0             3                            0   \n",
       "1                                0             0                            0   \n",
       "2                                0             1                            0   \n",
       "3                                0             2                            0   \n",
       "4                                1             2                            1   \n",
       "5                                0             0                            0   \n",
       "6                                0             1                            0   \n",
       "7                                0             1                            0   \n",
       "8                                0            -1                            0   \n",
       "9                                0            -1                            0   \n",
       "10                               1             2                            1   \n",
       "11                               0             0                            0   \n",
       "12                               0             0                            0   \n",
       "13                               0             5                            0   \n",
       "14                               1             2                            1   \n",
       "15                               0             0                            0   \n",
       "16                               0             2                            1   \n",
       "17                               0             2                            0   \n",
       "18                               0             3                            0   \n",
       "19                               0             7                            0   \n",
       "20                               0             4                            0   \n",
       "21                               0             2                            0   \n",
       "22                               0             0                            0   \n",
       "23                               0             0                            0   \n",
       "24                               0             2                            0   \n",
       "25                               0             0                            0   \n",
       "26                               1             0                            1   \n",
       "27                               0             2                            0   \n",
       "28                               0             0                            1   \n",
       "29                               0             6                            0   \n",
       "...                            ...           ...                          ...   \n",
       "61758                            0             0                            0   \n",
       "61759                            0             3                            1   \n",
       "61760                            0             2                            0   \n",
       "61761                            1             1                            1   \n",
       "61762                            0             2                            0   \n",
       "61763                            1             0                            1   \n",
       "61764                            0             4                            0   \n",
       "61765                            0             1                            0   \n",
       "61766                            1             0                            1   \n",
       "61767                            0             2                            0   \n",
       "61768                            0             1                            0   \n",
       "61769                            0             1                            0   \n",
       "61770                            0            -1                            0   \n",
       "61771                            1             2                            1   \n",
       "61772                            1             2                            1   \n",
       "61773                            0             2                            0   \n",
       "61774                            0             1                            0   \n",
       "61775                            0             3                            0   \n",
       "61776                            0             7                            0   \n",
       "61777                            0             1                            0   \n",
       "61778                            0             1                            0   \n",
       "61779                            0             2                            0   \n",
       "61780                            0             0                            0   \n",
       "61781                            0             0                            0   \n",
       "61782                            0             2                            0   \n",
       "61783                            1             2                            1   \n",
       "61784                            0             1                            0   \n",
       "61785                            0             4                            0   \n",
       "61786                            0             0                            0   \n",
       "61787                            0             3                            0   \n",
       "\n",
       "       Electron_mvaSpring16GP_WP90  Electron_mvaSpring16HZZ_WPL  \\\n",
       "0                                0                            0   \n",
       "1                                0                            0   \n",
       "2                                0                            0   \n",
       "3                                0                            0   \n",
       "4                                1                            1   \n",
       "5                                0                            0   \n",
       "6                                0                            0   \n",
       "7                                0                            0   \n",
       "8                                0                            0   \n",
       "9                                0                            0   \n",
       "10                               1                            1   \n",
       "11                               0                            1   \n",
       "12                               0                            0   \n",
       "13                               0                            0   \n",
       "14                               1                            1   \n",
       "15                               0                            0   \n",
       "16                               1                            1   \n",
       "17                               0                            1   \n",
       "18                               0                            0   \n",
       "19                               0                            0   \n",
       "20                               0                            0   \n",
       "21                               0                            0   \n",
       "22                               0                            0   \n",
       "23                               0                            0   \n",
       "24                               0                            0   \n",
       "25                               0                            0   \n",
       "26                               1                            1   \n",
       "27                               1                            1   \n",
       "28                               1                            1   \n",
       "29                               1                            1   \n",
       "...                            ...                          ...   \n",
       "61758                            0                            0   \n",
       "61759                            1                            1   \n",
       "61760                            0                            0   \n",
       "61761                            1                            1   \n",
       "61762                            0                            0   \n",
       "61763                            1                            1   \n",
       "61764                            0                            0   \n",
       "61765                            0                            0   \n",
       "61766                            1                            1   \n",
       "61767                            0                            0   \n",
       "61768                            0                            0   \n",
       "61769                            0                            0   \n",
       "61770                            0                            0   \n",
       "61771                            1                            1   \n",
       "61772                            1                            1   \n",
       "61773                            0                            1   \n",
       "61774                            0                            0   \n",
       "61775                            0                            0   \n",
       "61776                            0                            0   \n",
       "61777                            0                            0   \n",
       "61778                            0                            0   \n",
       "61779                            0                            0   \n",
       "61780                            0                            0   \n",
       "61781                            0                            0   \n",
       "61782                            0                            1   \n",
       "61783                            1                            1   \n",
       "61784                            0                            0   \n",
       "61785                            0                            0   \n",
       "61786                            0                            0   \n",
       "61787                            0                            0   \n",
       "\n",
       "       Electron_pdgId  Electron_cleanmask  \n",
       "0                  11                   1  \n",
       "1                  11                   1  \n",
       "2                 -11                   1  \n",
       "3                  11                   1  \n",
       "4                  11                   1  \n",
       "5                 -11                   1  \n",
       "6                  11                   1  \n",
       "7                 -11                   1  \n",
       "8                  11                   1  \n",
       "9                  11                   1  \n",
       "10                -11                   1  \n",
       "11                -11                   1  \n",
       "12                 11                   1  \n",
       "13                -11                   1  \n",
       "14                -11                   1  \n",
       "15                 11                   1  \n",
       "16                 11                   1  \n",
       "17                 11                   1  \n",
       "18                 11                   1  \n",
       "19                 11                   1  \n",
       "20                 11                   1  \n",
       "21                 11                   1  \n",
       "22                 11                   1  \n",
       "23                 11                   1  \n",
       "24                 11                   1  \n",
       "25                 11                   1  \n",
       "26                 11                   1  \n",
       "27                -11                   1  \n",
       "28                 11                   1  \n",
       "29                 11                   1  \n",
       "...               ...                 ...  \n",
       "61758             -11                   1  \n",
       "61759              11                   1  \n",
       "61760             -11                   1  \n",
       "61761              11                   1  \n",
       "61762             -11                   1  \n",
       "61763              11                   1  \n",
       "61764             -11                   1  \n",
       "61765              11                   1  \n",
       "61766              11                   1  \n",
       "61767             -11                   1  \n",
       "61768              11                   1  \n",
       "61769              11                   1  \n",
       "61770             -11                   1  \n",
       "61771              11                   1  \n",
       "61772              11                   1  \n",
       "61773              11                   1  \n",
       "61774              11                   1  \n",
       "61775              11                   1  \n",
       "61776             -11                   1  \n",
       "61777              11                   1  \n",
       "61778              11                   1  \n",
       "61779              11                   1  \n",
       "61780              11                   1  \n",
       "61781              11                   1  \n",
       "61782             -11                   1  \n",
       "61783              11                   1  \n",
       "61784             -11                   1  \n",
       "61785              11                   1  \n",
       "61786              11                   1  \n",
       "61787             -11                   1  \n",
       "\n",
       "[61788 rows x 21 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = tree.pandas.df(lambda branch: branch.dtype if branch.name.startswith(\"Electron_\") else None)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "Now you can do that whole Pandas-analysis thing. See StackOverflow for help."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x72b98998c810>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x72b98998c050>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "px = (df.Electron_pt * numpy.cosh(df.Electron_eta) * numpy.sin(df.Electron_phi))\n",
    "\n",
    "px.plot.hist(numpy.linspace(-100, 100, 200), edgecolor=\"none\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Next steps\n",
    "\n",
    "By now, you've probably noticed that we're limited to in-memory analytics and flat ntuples.\n",
    "\n",
    "For a Pandas interface on a large set of files (out-of-memory analytics; what you've come to expect from ROOT's `TChain`), it could be interesting to try Blaze. Ask me about it if you're interested.\n",
    "\n",
    "<table>\n",
    "<tr style=\"background: white\"><td><center><img src=\"http://blaze.pydata.org/images/blaze.png\" width=\"200\"></center></td></tr>\n",
    "<tr><td style=\"font-size: 18pt\">Blaze <a href=\"http://blaze.pydata.org/\">blaze.pydata.org</a></td></tr>\n",
    "</table>\n",
    "\n",
    "For non-flat data (nested classes), let's move on to the next notebook."
   ]
  }
 ],
 "metadata": {
  "celltoolbar": "Slideshow",
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}