explore_endcaps_separately.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Prompt photons in data: \n",
    "##### (1) Trigger HLT_Photon_200\n",
    "##### (2) pfMet > 150 GeV\n",
    "##### (3) anti phi cuts - i.e. none of hte photons to be in the +-pi, 0 regions\n",
    "##### (4) H/E < 0.0260\n",
    "##### (5) phoChwiso < 1.146\n",
    "##### (6) Select the highest pT photon\n",
    "\n",
    "##### =================================\n",
    "##### Beam halo in data:\n",
    "##### (1) Trigger HLT_Photon_200\n",
    "##### (2) pfMet > 150 GeV\n",
    "##### (3) Phi cuts, i.e. photon should lie in the +/-pi, 0 regions. Here is a small snippet: \n",
    "##### ` if( ( (fabs(phoPhi[phoSelInd])>2.9 && fabs(phoPhi[phoSelInd]) < 3.) || (fabs(phoPhi[phoSelInd])>0 && fabs(phoPhi[phoSelInd])<0.2) ) )\n",
    "    foundBH = true; ` "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Welcome to JupyROOT 6.16/00\n"
     ]
    }
   ],
   "source": [
    "import uproot\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import root_numpy as rp\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "fName='root://cmseos.fnal.gov//store/user/sghosh/FROMSHILPIDI/anTGCtree_data_photon.root'\n",
    "#fName='root://cmseos.fnal.gov//store/user/sghosh/FROMSHILPIDI/anTGCtree_MC_beamhalo.root'\n",
    "tree = uproot.open(fName,xrootdsource=dict(chunkbytes=1024**3, limitbytes=1024**3))['ggNtuplizer/EventTree']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[b'run',\n",
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       " b'rho',\n",
       " b'rhoCentral',\n",
       " b'HLTEleMuX',\n",
       " b'HLTPho',\n",
       " b'HLTPhoRejectedByPS',\n",
       " b'HLTJet',\n",
       " b'HLTEleMuXIsPrescaled',\n",
       " b'HLTPhoIsPrescaled',\n",
       " b'HLTJetIsPrescaled',\n",
       " b'beamHaloSummary',\n",
       " b'metFilters',\n",
       " b'pfMET',\n",
       " b'pfMETPhi',\n",
       " b'pfMET_T1JERUp',\n",
       " b'pfMET_T1JERDo',\n",
       " b'pfMET_T1JESUp',\n",
       " b'pfMET_T1JESDo',\n",
       " b'pfMET_T1UESUp',\n",
       " b'pfMET_T1UESDo',\n",
       " b'pfMETPhi_T1JESUp',\n",
       " b'pfMETPhi_T1JESDo',\n",
       " b'pfMETPhi_T1UESUp',\n",
       " b'pfMETPhi_T1UESDo',\n",
       " b'pfMET_metSig',\n",
       " b'pfMET_EtSig',\n",
       " b'nPho',\n",
       " b'phoE',\n",
       " b'phoSigmaE',\n",
       " b'phoEt',\n",
       " b'phoEta',\n",
       " b'phoPhi',\n",
       " b'phoCalibE',\n",
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       " b'phoCalibEt',\n",
       " b'phoSCindex',\n",
       " b'phoESEnP1',\n",
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       " b'phoMIPTotEnergy',\n",
       " b'phoMIPSlope',\n",
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       " b'phoSCE',\n",
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       " b'necalootSC',\n",
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       " b'ecalootSC_maxEnXtalSwissCross',\n",
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       " b'eleCharge',\n",
       " b'eleEn',\n",
       " b'eleSCEn',\n",
       " b'eleEcalEn',\n",
       " b'elePt',\n",
       " b'elePtError',\n",
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       " b'eleEoverPout',\n",
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       " b'eleBrem',\n",
       " b'eledEtaAtVtx',\n",
       " b'eledPhiAtVtx',\n",
       " b'eleSigmaIEtaIEtaFull5x5',\n",
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       " b'eleMissHits',\n",
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       " b'elePFPhoIso',\n",
       " b'elePFNeuIso',\n",
       " b'elePFPUIso',\n",
       " b'elePFClusEcalIso',\n",
       " b'elePFClusHcalIso',\n",
       " b'eleIDMVAIso',\n",
       " b'eleIDMVANoIso',\n",
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       " b'eleFiredSingleTrgs',\n",
       " b'eleFiredDoubleTrgs',\n",
       " b'eleFiredL1Trgs',\n",
       " b'eleIDbit',\n",
       " b'eleIDMVANonTrg',\n",
       " b'nMu',\n",
       " b'muPt',\n",
       " b'muEn',\n",
       " b'muEta',\n",
       " b'muPhi',\n",
       " b'muCharge',\n",
       " b'muType',\n",
       " b'muIDbit',\n",
       " b'muD0',\n",
       " b'muDz',\n",
       " b'muSIP',\n",
       " b'muChi2NDF',\n",
       " b'muInnerD0',\n",
       " b'muInnerDz',\n",
       " b'muTrkLayers',\n",
       " b'muPixelLayers',\n",
       " b'muPixelHits',\n",
       " b'muMuonHits',\n",
       " b'muStations',\n",
       " b'muMatches',\n",
       " b'muTrkQuality',\n",
       " b'muIsoTrk',\n",
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       " b'AK4CHSJet_Charge',\n",
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       " b'AK4CHSJet_Eta',\n",
       " b'AK4CHSJet_Phi',\n",
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       " b'AK4CHSJet_RawEn',\n",
       " b'AK4CHSJet_Mt',\n",
       " b'AK4CHSJet_Area',\n",
       " b'AK4CHSJet_LeadTrackPt',\n",
       " b'AK4CHSJet_LeadTrackEta',\n",
       " b'AK4CHSJet_LeadTrackPhi',\n",
       " b'AK4CHSJet_LepTrackPID',\n",
       " b'AK4CHSJet_LepTrackPt',\n",
       " b'AK4CHSJet_LepTrackEta',\n",
       " b'AK4CHSJet_LepTrackPhi',\n",
       " b'AK4CHSJet_ConsituentEtaPhiSpread',\n",
       " b'AK4CHSJet_constituentPtDistribution',\n",
       " b'AK4CHSJet_MaxConstituentDistance',\n",
       " b'AK4CHSJet_CSV2BJetTags',\n",
       " b'AK4CHSJet_DeepCSVTags_b',\n",
       " b'AK4CHSJet_DeepCSVTags_bb',\n",
       " b'AK4CHSJet_DeepCSVTags_c',\n",
       " b'AK4CHSJet_DeepCSVTags_udsg',\n",
       " b'AK4CHSJet_DeepFlavTags_bb',\n",
       " b'AK4CHSJet_DeepFlavTags_bbb',\n",
       " b'AK4CHSJet_DeepFlavTags_lepb',\n",
       " b'AK4CHSJet_DeepFlavTags_c',\n",
       " b'AK4CHSJet_DeepFlavTags_uds',\n",
       " b'AK4CHSJet_DeepFlavTags_g',\n",
       " b'AK4CHSJet_CombMVA2Tags',\n",
       " b'AK4CHSJet_ID',\n",
       " b'AK4CHSJet_PUID',\n",
       " b'AK4CHSJet_PUFullID',\n",
       " b'AK4CHSJet_qgLikelihood',\n",
       " b'AK4CHSJet_JECUnc',\n",
       " b'AK4CHSJet_JER_ptRes',\n",
       " b'AK4CHSJet_JER_phiRes',\n",
       " b'AK4CHSJet_JER_SF',\n",
       " b'AK4CHSJet_JER_SFup',\n",
       " b'AK4CHSJet_JER_SFdown',\n",
       " b'AK4CHSJet_FiredTrgs',\n",
       " b'AK4CHSJet_CHF',\n",
       " b'AK4CHSJet_NHF',\n",
       " b'AK4CHSJet_CEF',\n",
       " b'AK4CHSJet_NEF',\n",
       " b'AK4CHSJet_NCH',\n",
       " b'AK4CHSJet_NNP',\n",
       " b'AK4CHSJet_MUF',\n",
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       " b'nHBRH',\n",
       " b'nHERH',\n",
       " b'hbherhE',\n",
       " b'hbherhDepth',\n",
       " b'hbherhiEta',\n",
       " b'hbherhiPhi',\n",
       " b'hbherhSubDetID',\n",
       " b'hbherhEta',\n",
       " b'hbherhPhi',\n",
       " b'hbherhX',\n",
       " b'hbherhY',\n",
       " b'hbherhZ',\n",
       " b'nhoRH',\n",
       " b'horhE',\n",
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       " b'horhiEta',\n",
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       " b'horhEta',\n",
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       " b'horhY',\n",
       " b'horhZ',\n",
       " b'nhfRH',\n",
       " b'hfrhE',\n",
       " b'hfrhDepth',\n",
       " b'hfrhiEta',\n",
       " b'hfrhiPhi',\n",
       " b'hfrhEta',\n",
       " b'hfrhPhi',\n",
       " b'hfrhX',\n",
       " b'hfrhY',\n",
       " b'hfrhZ',\n",
       " b'nebRH',\n",
       " b'ebrhE',\n",
       " b'ebrhiEta',\n",
       " b'ebrhiPhi',\n",
       " b'ebrhZside',\n",
       " b'ebrhEta',\n",
       " b'ebrhPhi',\n",
       " b'ebrhX',\n",
       " b'ebrhY',\n",
       " b'ebrhZ',\n",
       " b'neeRH',\n",
       " b'eerhE',\n",
       " b'eerhiEta',\n",
       " b'eerhiPhi',\n",
       " b'eerhZside',\n",
       " b'eerhEta',\n",
       " b'eerhPhi',\n",
       " b'eerhX',\n",
       " b'eerhY',\n",
       " b'eerhZ',\n",
       " b'nesRH',\n",
       " b'esrhE',\n",
       " b'esrhiEta',\n",
       " b'esrhiPhi',\n",
       " b'esrhZside',\n",
       " b'esrhPlane',\n",
       " b'esrhStrip',\n",
       " b'esrhEta',\n",
       " b'esrhPhi',\n",
       " b'esrhX',\n",
       " b'esrhY',\n",
       " b'esrhZ',\n",
       " b'nCSCSeg',\n",
       " b'cscSegEE',\n",
       " b'cscSegStation',\n",
       " b'cscSegRing',\n",
       " b'cscSegDx',\n",
       " b'cscSegDy',\n",
       " b'cscSegDz',\n",
       " b'cscSegX',\n",
       " b'cscSegY',\n",
       " b'cscSegZ',\n",
       " b'cscSegDim',\n",
       " b'cscSegnRH',\n",
       " b'cscSegEta',\n",
       " b'cscSegPhi']"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tree.keys()\n",
    "#df=tree.pandas.df(['ebrhE','ebrhiEta','ebrhiPhi'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "branches = ['eerhE','eerhiEta','eerhiPhi','pfMET','phoE','phoEta','phoPhi','phoHoverE','phoPFChWorstIso','HLTPho','eerhEta']\n",
    "#branches = ['HLTPho']\n",
    "#branches = ['eerhE','eerhiEta','eerhiPhi','pfMET','phoE','phoEta','phoPhi','phoHoverE','phoPFChWorstIso','HLTPho']\n",
    "#dictn = tree.arrays(branches=branches,entrystart=0, entrystop=300)\n",
    "dictn = tree.arrays(branches=branches)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfs = pd.DataFrame.from_dict(dictn)\n",
    "dfs.columns=branches\n",
    "phoindex = 0 #0 for the highest enegetic photon\n",
    "dfs['HLTdecision']=dfs['HLTPho'].apply(lambda x : (x>>9)&1)\n",
    "dfs['phoE']=dfs['phoE'].apply(pd.Series)[phoindex]\n",
    "dfs['phoEta']=dfs['phoEta'].apply(pd.Series)[phoindex]\n",
    "dfs['phoPhi']=dfs['phoPhi'].apply(pd.Series)[phoindex]\n",
    "dfs['phoHoverE']=dfs['phoHoverE'].apply(pd.Series)[phoindex]\n",
    "dfs['phoPFChWorstIso']=dfs['phoPFChWorstIso'].apply(pd.Series)[phoindex]\n",
    "dfs['eerhEmax']=dfs['eerhE'].apply(lambda x : np.max(x))\n",
    "\n",
    "\n",
    "#dfs['BINMATCH']=dfs['BIN'].apply(lambda x : bin(x)>>8&1)\n",
    "#photoncut = (dfs['pfMET'] > 150.0)&(dfs['HLTdecision'] ==1)&(dfs['phoHoverE'] < 0.0260)&(dfs['phoPFChWorstIso'] < 1.146)&(abs(dfs['phoEta']) > 1.479)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
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       "      <td>0</td>\n",
       "      <td>59.945774</td>\n",
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       "      <td>[0.6955372, 0.09417033, 0.91770214, 0.39654475...</td>\n",
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       "      <td>4</td>\n",
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       "      <td>0</td>\n",
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       "      <td>38.519413</td>\n",
       "      <td>-0.430837</td>\n",
       "      <td>0.296694</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>10.476214</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.5850518, -1.6038513, -1.6386642, -1.571891...</td>\n",
       "      <td>0</td>\n",
       "      <td>17.807323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[0.47662258, 0.702888, 0.22698133, 0.9168724, ...</td>\n",
       "      <td>[4, 9, 13, 15, 20, 21, 21, 21, 23, 23, 26, 26,...</td>\n",
       "      <td>[38, 64, 21, 69, 18, 55, 56, 57, 35, 64, 9, 37...</td>\n",
       "      <td>35.813717</td>\n",
       "      <td>77.277908</td>\n",
       "      <td>1.305593</td>\n",
       "      <td>-2.224039</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>17.180647</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.5375874, -1.6324531, -1.5500665, -1.717730...</td>\n",
       "      <td>0</td>\n",
       "      <td>24.458019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[0.6247256, 1.0208958, 0.0, 0.4715734, 0.37173...</td>\n",
       "      <td>[7, 8, 8, 8, 13, 14, 15, 16, 23, 26, 32, 32, 3...</td>\n",
       "      <td>[65, 26, 62, 63, 76, 76, 82, 82, 54, 44, 59, 7...</td>\n",
       "      <td>29.399672</td>\n",
       "      <td>321.752625</td>\n",
       "      <td>-0.217644</td>\n",
       "      <td>1.786662</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>22.164885</td>\n",
       "      <td>2560</td>\n",
       "      <td>[-1.5847336, -1.5229937, -1.6229625, -1.617385...</td>\n",
       "      <td>1</td>\n",
       "      <td>17.468464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3501373,...</td>\n",
       "      <td>[1, 1, 1, 1, 2, 3, 4, 5, 5, 5, 6, 6, 6, 6, 6, ...</td>\n",
       "      <td>[41, 43, 44, 45, 41, 41, 41, 36, 37, 52, 26, 2...</td>\n",
       "      <td>33.131294</td>\n",
       "      <td>118.866989</td>\n",
       "      <td>-1.660743</td>\n",
       "      <td>-2.821559</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>20.203369</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.4921757, -1.4983203, -1.500908, -1.5031652...</td>\n",
       "      <td>0</td>\n",
       "      <td>75.481010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[0.20157747, 0.03947524, 0.66689885, 0.6163243...</td>\n",
       "      <td>[4, 5, 9, 9, 10, 11, 19, 22, 23, 23, 24, 24, 2...</td>\n",
       "      <td>[39, 65, 31, 32, 31, 61, 68, 41, 54, 89, 41, 4...</td>\n",
       "      <td>43.784824</td>\n",
       "      <td>36.024677</td>\n",
       "      <td>-0.317734</td>\n",
       "      <td>1.587080</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.664182</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.5423299, -1.548306, -1.5852662, -1.593674,...</td>\n",
       "      <td>0</td>\n",
       "      <td>21.817509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>[0.37908202, 5.9351435, 0.5363056, 0.28306776,...</td>\n",
       "      <td>[20, 21, 21, 21, 21, 21, 21, 22, 22, 22, 23, 2...</td>\n",
       "      <td>[70, 52, 53, 54, 67, 68, 70, 50, 70, 72, 19, 4...</td>\n",
       "      <td>77.161690</td>\n",
       "      <td>229.489212</td>\n",
       "      <td>1.155070</td>\n",
       "      <td>2.364793</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>10.989570</td>\n",
       "      <td>17179869184</td>\n",
       "      <td>[-1.8147056, -2.0031998, -2.001216, -1.9981825...</td>\n",
       "      <td>0</td>\n",
       "      <td>40.598221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>[0.0, 0.093686834, 0.55913424, 0.6882529, 0.90...</td>\n",
       "      <td>[1, 1, 9, 17, 19, 19, 21, 22, 23, 24, 25, 28, ...</td>\n",
       "      <td>[45, 57, 21, 65, 59, 60, 42, 59, 60, 69, 28, 5...</td>\n",
       "      <td>16.769018</td>\n",
       "      <td>40.250263</td>\n",
       "      <td>-0.312373</td>\n",
       "      <td>2.611392</td>\n",
       "      <td>0.020155</td>\n",
       "      <td>6.658975</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.5031652, -1.5017447, -1.490953, -1.8027072...</td>\n",
       "      <td>0</td>\n",
       "      <td>33.499947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>[0.0, 0.64642316, 0.6170383, 0.58048517, 0.749...</td>\n",
       "      <td>[6, 10, 15, 16, 16, 17, 17, 20, 22, 22, 23, 24...</td>\n",
       "      <td>[71, 55, 67, 31, 69, 67, 68, 37, 37, 44, 37, 3...</td>\n",
       "      <td>25.593584</td>\n",
       "      <td>82.059570</td>\n",
       "      <td>-1.182063</td>\n",
       "      <td>-0.979981</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>16.392530</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.525224, -1.6947883, -1.7383859, -1.7209783...</td>\n",
       "      <td>0</td>\n",
       "      <td>12.875604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>[0.74871844, 0.9749512, 0.98197013, 0.7358066,...</td>\n",
       "      <td>[8, 13, 14, 17, 18, 22, 24, 24, 24, 25, 25, 29...</td>\n",
       "      <td>[48, 51, 51, 81, 81, 45, 36, 38, 46, 37, 38, 4...</td>\n",
       "      <td>30.486032</td>\n",
       "      <td>244.135452</td>\n",
       "      <td>-1.195659</td>\n",
       "      <td>-1.728697</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.554034</td>\n",
       "      <td>17179869184</td>\n",
       "      <td>[-1.6514719, -1.7726538, -1.7988837, -1.603815...</td>\n",
       "      <td>0</td>\n",
       "      <td>70.556847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>[1.0076023, 0.6390735, 0.28145105, 0.071714565...</td>\n",
       "      <td>[1, 1, 1, 2, 4, 10, 10, 12, 14, 15, 15, 16, 17...</td>\n",
       "      <td>[55, 56, 57, 56, 60, 21, 39, 32, 65, 64, 78, 6...</td>\n",
       "      <td>54.944881</td>\n",
       "      <td>92.442764</td>\n",
       "      <td>1.547221</td>\n",
       "      <td>0.136714</td>\n",
       "      <td>0.028249</td>\n",
       "      <td>26.793713</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.5052385, -1.5038781, -1.5017447, -1.523308...</td>\n",
       "      <td>0</td>\n",
       "      <td>35.022083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>[0.0, 0.11728148, 0.10103441, 0.0, 0.0, 0.0771...</td>\n",
       "      <td>[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, ...</td>\n",
       "      <td>[41, 43, 44, 45, 46, 47, 48, 49, 51, 52, 53, 5...</td>\n",
       "      <td>32.019276</td>\n",
       "      <td>590.979614</td>\n",
       "      <td>-2.209246</td>\n",
       "      <td>-0.103880</td>\n",
       "      <td>0.003873</td>\n",
       "      <td>4.682745</td>\n",
       "      <td>0</td>\n",
       "      <td>[-1.4921757, -1.4983203, -1.500908, -1.5031652...</td>\n",
       "      <td>0</td>\n",
       "      <td>296.818573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>[0.53473383, 1.5400285, 0.057860434, 0.2792178...</td>\n",
       "      <td>[17, 18, 24, 24, 24, 24, 25, 26, 27, 27, 27, 2...</td>\n",
       "      <td>[47, 47, 9, 36, 37, 38, 38, 11, 11, 12, 55, 56...</td>\n",
       "      <td>16.724882</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.8753567, -1.904543, -1.522623, -1.9818835,...</td>\n",
       "      <td>0</td>\n",
       "      <td>10.884281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>[0.27172408, 0.5496283, 0.57998216, 0.64639974...</td>\n",
       "      <td>[13, 15, 15, 18, 19, 21, 23, 23, 24, 25, 25, 2...</td>\n",
       "      <td>[80, 57, 58, 59, 58, 66, 67, 84, 64, 41, 66, 6...</td>\n",
       "      <td>14.620945</td>\n",
       "      <td>109.348000</td>\n",
       "      <td>-1.826766</td>\n",
       "      <td>2.062715</td>\n",
       "      <td>0.012695</td>\n",
       "      <td>3.338667</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.5543265, -1.8117219, -1.8068881, -1.880963...</td>\n",
       "      <td>0</td>\n",
       "      <td>56.135136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>[1.3162209, 0.99488264, 1.447903, 0.44353387, ...</td>\n",
       "      <td>[7, 16, 16, 19, 19, 20, 20, 21, 21, 21, 22, 22...</td>\n",
       "      <td>[65, 14, 15, 53, 87, 40, 54, 38, 39, 51, 38, 3...</td>\n",
       "      <td>40.455025</td>\n",
       "      <td>35.435154</td>\n",
       "      <td>0.183152</td>\n",
       "      <td>-0.381859</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>28.031940</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.5847336, -1.5027426, -1.5164951, -1.938414...</td>\n",
       "      <td>0</td>\n",
       "      <td>12.043768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>[0.29147577, 0.59572965, 1.0120338, 0.0, 0.0, ...</td>\n",
       "      <td>[1, 7, 17, 18, 22, 22, 22, 23, 24, 24, 27, 28,...</td>\n",
       "      <td>[41, 67, 63, 70, 9, 80, 81, 66, 65, 66, 54, 55...</td>\n",
       "      <td>40.828140</td>\n",
       "      <td>56.061317</td>\n",
       "      <td>0.930793</td>\n",
       "      <td>2.453422</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>9.181943</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.4921757, -1.5724325, -1.822056, -1.7692459...</td>\n",
       "      <td>0</td>\n",
       "      <td>23.074594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>[0.54940265, 1.0870161, 1.9177415, 1.182843, 0...</td>\n",
       "      <td>[10, 11, 18, 20, 27, 27, 27, 29, 34, 34, 35, 3...</td>\n",
       "      <td>[47, 58, 46, 53, 51, 53, 54, 43, 73, 75, 72, 3...</td>\n",
       "      <td>24.330175</td>\n",
       "      <td>49.215473</td>\n",
       "      <td>-0.746989</td>\n",
       "      <td>-0.296045</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>14.826808</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.6961466, -1.706934, -1.9009337, -1.9696511...</td>\n",
       "      <td>0</td>\n",
       "      <td>37.318119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>[0.063485615, 1.4659631, 1.1867768, 1.4339564,...</td>\n",
       "      <td>[22, 23, 24, 24, 25, 26, 27, 29, 29, 31, 31, 3...</td>\n",
       "      <td>[44, 42, 45, 77, 47, 44, 46, 10, 47, 32, 35, 3...</td>\n",
       "      <td>63.993057</td>\n",
       "      <td>209.773270</td>\n",
       "      <td>-0.449401</td>\n",
       "      <td>2.636703</td>\n",
       "      <td>0.015401</td>\n",
       "      <td>33.910625</td>\n",
       "      <td>0</td>\n",
       "      <td>[-2.0126476, -2.027749, -2.087809, -1.7840254,...</td>\n",
       "      <td>0</td>\n",
       "      <td>10.889310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>[1.2401636, 0.8471958, 4.233562, 2.6023114, 0....</td>\n",
       "      <td>[19, 23, 23, 23, 24, 24, 24, 25, 26, 27, 28, 2...</td>\n",
       "      <td>[41, 33, 39, 70, 32, 33, 38, 13, 64, 72, 56, 1...</td>\n",
       "      <td>44.548962</td>\n",
       "      <td>56.446499</td>\n",
       "      <td>0.502134</td>\n",
       "      <td>-0.040677</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.938259</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.8988249, -1.908809, -1.9942989, -1.8823931...</td>\n",
       "      <td>0</td>\n",
       "      <td>20.014994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>[1.020189, 0.5223093, 0.15027708, 0.47096837, ...</td>\n",
       "      <td>[6, 12, 17, 17, 22, 23, 28, 31, 33, 33, 34, 34...</td>\n",
       "      <td>[52, 38, 18, 19, 67, 41, 45, 54, 51, 52, 49, 5...</td>\n",
       "      <td>56.573040</td>\n",
       "      <td>584.965210</td>\n",
       "      <td>-1.621599</td>\n",
       "      <td>-0.266245</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.027679</td>\n",
       "      <td>34359738880</td>\n",
       "      <td>[-1.608388, -1.7002381, -1.5705793, -1.5847425...</td>\n",
       "      <td>1</td>\n",
       "      <td>240.273041</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>[0.7705798, 0.17691891, 0.35633156, 0.5638818,...</td>\n",
       "      <td>[13, 14, 14, 19, 26, 26, 27, 27, 34, 35, 35, 3...</td>\n",
       "      <td>[74, 18, 74, 83, 6, 65, 55, 65, 32, 64, 95, 57...</td>\n",
       "      <td>41.992313</td>\n",
       "      <td>47.734428</td>\n",
       "      <td>0.323131</td>\n",
       "      <td>0.399596</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.294949</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.6231883, -1.530048, -1.6422262, -1.6061915...</td>\n",
       "      <td>0</td>\n",
       "      <td>16.383236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>[0.028468855, 0.66974074, 0.5411344, 0.5061978...</td>\n",
       "      <td>[6, 6, 14, 15, 17, 18, 19, 19, 20, 20, 20, 21,...</td>\n",
       "      <td>[29, 58, 23, 23, 73, 19, 18, 76, 39, 70, 71, 7...</td>\n",
       "      <td>59.122608</td>\n",
       "      <td>50.692154</td>\n",
       "      <td>0.803433</td>\n",
       "      <td>0.522909</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.978151</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.5143713, -1.5970098, -1.5912756, -1.608532...</td>\n",
       "      <td>0</td>\n",
       "      <td>14.496080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>[0.9383654, 0.1462764, 0.29107848, 0.7169905, ...</td>\n",
       "      <td>[17, 18, 18, 19, 25, 25, 26, 28, 28, 29, 30, 3...</td>\n",
       "      <td>[70, 68, 70, 69, 65, 67, 51, 39, 41, 56, 37, 3...</td>\n",
       "      <td>66.113213</td>\n",
       "      <td>449.126495</td>\n",
       "      <td>0.973758</td>\n",
       "      <td>0.391197</td>\n",
       "      <td>0.019299</td>\n",
       "      <td>1.276605</td>\n",
       "      <td>512</td>\n",
       "      <td>[-1.7470397, -1.794136, -1.7692459, -1.8050032...</td>\n",
       "      <td>1</td>\n",
       "      <td>62.683998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>[0.6535855, 0.7630749, 1.134879, 0.0, 0.608270...</td>\n",
       "      <td>[2, 9, 10, 14, 23, 26, 28, 28, 30, 36, 36, 37,...</td>\n",
       "      <td>[54, 60, 61, 18, 89, 71, 43, 44, 92, 21, 42, 1...</td>\n",
       "      <td>15.339947</td>\n",
       "      <td>44.091953</td>\n",
       "      <td>0.479933</td>\n",
       "      <td>0.018201</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>16.002438</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.5261652, -1.6542577, -1.6720846, -1.530048...</td>\n",
       "      <td>0</td>\n",
       "      <td>10.193210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>[0.021763062, 0.6001598, 0.80466735, 1.3429208...</td>\n",
       "      <td>[3, 17, 21, 28, 29, 30, 30, 32, 33, 34, 34, 38...</td>\n",
       "      <td>[60, 77, 54, 46, 52, 49, 53, 46, 57, 66, 67, 3...</td>\n",
       "      <td>29.971497</td>\n",
       "      <td>51.994427</td>\n",
       "      <td>0.812867</td>\n",
       "      <td>-0.718508</td>\n",
       "      <td>0.035771</td>\n",
       "      <td>2.251867</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.53178, -1.6578352, -1.9981825, -2.2488384,...</td>\n",
       "      <td>0</td>\n",
       "      <td>13.023837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>[0.30262282, 0.69275993, 0.4316758, 0.552716, ...</td>\n",
       "      <td>[3, 4, 5, 5, 12, 13, 16, 18, 19, 19, 20, 21, 2...</td>\n",
       "      <td>[60, 49, 48, 49, 39, 70, 51, 50, 46, 85, 85, 4...</td>\n",
       "      <td>14.489671</td>\n",
       "      <td>67.957535</td>\n",
       "      <td>-0.229867</td>\n",
       "      <td>-0.269756</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.536322</td>\n",
       "      <td>0</td>\n",
       "      <td>[-1.53178, -1.5681756, -1.5881312, -1.589057, ...</td>\n",
       "      <td>0</td>\n",
       "      <td>15.770721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>[0.64710516, 0.68641835, 0.31638044, 1.684211,...</td>\n",
       "      <td>[3, 4, 4, 4, 4, 5, 6, 23, 23, 23, 24, 26, 27, ...</td>\n",
       "      <td>[42, 40, 41, 44, 45, 45, 65, 61, 62, 92, 51, 6...</td>\n",
       "      <td>47.448196</td>\n",
       "      <td>75.430435</td>\n",
       "      <td>1.387821</td>\n",
       "      <td>-0.084292</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.333086</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.5339751, -1.5467417, -1.5501909, -1.560001...</td>\n",
       "      <td>0</td>\n",
       "      <td>13.062366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>[0.5158429, 0.0, 0.0, 0.0, 0.0, 0.39024547, 3....</td>\n",
       "      <td>[6, 9, 9, 9, 9, 9, 9, 10, 13, 14, 14, 14, 14, ...</td>\n",
       "      <td>[48, 21, 22, 23, 24, 25, 42, 21, 71, 16, 17, 1...</td>\n",
       "      <td>21.479958</td>\n",
       "      <td>56.794922</td>\n",
       "      <td>-0.750878</td>\n",
       "      <td>0.353642</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>31.974827</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.6071451, -1.490953, -1.5014083, -1.5117368...</td>\n",
       "      <td>0</td>\n",
       "      <td>45.746254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>[0.44432625, 1.3738993, 0.5282819, 0.33295903,...</td>\n",
       "      <td>[1, 2, 3, 4, 5, 5, 7, 8, 10, 10, 15, 16, 16, 1...</td>\n",
       "      <td>[56, 56, 56, 48, 58, 65, 56, 56, 45, 52, 77, 3...</td>\n",
       "      <td>57.038689</td>\n",
       "      <td>222.476730</td>\n",
       "      <td>0.133297</td>\n",
       "      <td>-0.798699</td>\n",
       "      <td>0.020937</td>\n",
       "      <td>3.075060</td>\n",
       "      <td>34359738880</td>\n",
       "      <td>[-1.5038781, -1.5233086, -1.5431255, -1.567288...</td>\n",
       "      <td>1</td>\n",
       "      <td>22.922178</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16193</th>\n",
       "      <td>[0.21716417, 0.99299556, 1.0378653, 1.318709, ...</td>\n",
       "      <td>[4, 14, 22, 25, 25, 30, 32, 33, 33, 33, 34, 35...</td>\n",
       "      <td>[61, 46, 90, 68, 69, 20, 61, 52, 61, 62, 49, 3...</td>\n",
       "      <td>60.638275</td>\n",
       "      <td>14.097480</td>\n",
       "      <td>-0.536101</td>\n",
       "      <td>2.880403</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>33.479492</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.5482242, -1.7914377, -1.5351856, -1.966570...</td>\n",
       "      <td>0</td>\n",
       "      <td>17.089766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16194</th>\n",
       "      <td>[0.10565445, 0.5686583, 0.09202439, 0.0, 1.549...</td>\n",
       "      <td>[1, 3, 5, 6, 6, 9, 9, 14, 14, 21, 24, 24, 27, ...</td>\n",
       "      <td>[53, 50, 51, 29, 37, 72, 73, 39, 50, 63, 39, 4...</td>\n",
       "      <td>28.131332</td>\n",
       "      <td>47.459164</td>\n",
       "      <td>0.609029</td>\n",
       "      <td>0.072727</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>24.980583</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.5075879, -1.5481957, -1.5896521, -1.514371...</td>\n",
       "      <td>0</td>\n",
       "      <td>22.087748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16195</th>\n",
       "      <td>[0.39637274, 0.12001391, 0.8047932, 0.8050362,...</td>\n",
       "      <td>[4, 18, 19, 22, 30, 30, 38, 39, 41, 42, 42, 45...</td>\n",
       "      <td>[48, 84, 83, 70, 38, 39, 18, 41, 43, 36, 59, 6...</td>\n",
       "      <td>19.802746</td>\n",
       "      <td>68.065262</td>\n",
       "      <td>-1.099384</td>\n",
       "      <td>3.019686</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.999383</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.5672883, -1.576235, -1.6061915, -1.8585228...</td>\n",
       "      <td>0</td>\n",
       "      <td>5.333081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16196</th>\n",
       "      <td>[0.7674544, 0.6761247, 0.3623996, 0.5087155, 0...</td>\n",
       "      <td>[7, 8, 8, 12, 18, 22, 23, 23, 23, 24, 24, 24, ...</td>\n",
       "      <td>[62, 46, 62, 31, 21, 90, 54, 55, 58, 55, 56, 5...</td>\n",
       "      <td>64.094452</td>\n",
       "      <td>62.418568</td>\n",
       "      <td>-0.429334</td>\n",
       "      <td>-2.229832</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.586621</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.6018765, -1.6478622, -1.6229625, -1.640870...</td>\n",
       "      <td>0</td>\n",
       "      <td>13.064578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16197</th>\n",
       "      <td>[0.12865975, 0.44636717, 1.0479233, 1.6441474,...</td>\n",
       "      <td>[4, 5, 8, 12, 15, 15, 16, 17, 27, 28, 29, 30, ...</td>\n",
       "      <td>[38, 59, 42, 68, 16, 47, 85, 48, 76, 78, 78, 4...</td>\n",
       "      <td>18.546909</td>\n",
       "      <td>465.000519</td>\n",
       "      <td>-1.208125</td>\n",
       "      <td>-2.747290</td>\n",
       "      <td>0.007072</td>\n",
       "      <td>117.244743</td>\n",
       "      <td>512</td>\n",
       "      <td>[-1.5375874, -1.575335, -1.6350188, -1.6631789...</td>\n",
       "      <td>1</td>\n",
       "      <td>30.516417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16198</th>\n",
       "      <td>[0.5749743, 0.49630576, 1.9628642, 1.8539534, ...</td>\n",
       "      <td>[8, 15, 23, 25, 27, 31, 32, 32, 32, 33, 33, 35...</td>\n",
       "      <td>[65, 26, 65, 47, 36, 55, 53, 54, 55, 30, 53, 3...</td>\n",
       "      <td>8.927145</td>\n",
       "      <td>746.324341</td>\n",
       "      <td>2.489815</td>\n",
       "      <td>-2.504953</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.435292</td>\n",
       "      <td>0</td>\n",
       "      <td>[-1.6051046, -1.6449748, -1.958946, -2.1367555...</td>\n",
       "      <td>0</td>\n",
       "      <td>617.832947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16199</th>\n",
       "      <td>[0.5142455, 0.66618365, 0.17014934, 0.9493499,...</td>\n",
       "      <td>[5, 9, 11, 14, 15, 21, 26, 27, 28, 29, 29, 30,...</td>\n",
       "      <td>[60, 55, 54, 51, 85, 55, 9, 74, 24, 25, 73, 73...</td>\n",
       "      <td>24.525909</td>\n",
       "      <td>92.510925</td>\n",
       "      <td>0.071084</td>\n",
       "      <td>2.391690</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.220855</td>\n",
       "      <td>4294967296</td>\n",
       "      <td>[-1.571691, -1.6714633, -1.7189786, -1.7988837...</td>\n",
       "      <td>0</td>\n",
       "      <td>13.287435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16200</th>\n",
       "      <td>[0.0, 0.8485975, 1.3110126, 0.25662145, 0.9771...</td>\n",
       "      <td>[6, 15, 15, 17, 19, 20, 20, 20, 20, 21, 21, 22...</td>\n",
       "      <td>[32, 76, 79, 52, 54, 46, 47, 55, 78, 55, 67, 5...</td>\n",
       "      <td>34.057873</td>\n",
       "      <td>72.926041</td>\n",
       "      <td>-0.738583</td>\n",
       "      <td>0.901007</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.979506</td>\n",
       "      <td>2147483648</td>\n",
       "      <td>[-1.5363965, -1.6382275, -1.6002483, -1.880246...</td>\n",
       "      <td>0</td>\n",
       "      <td>12.202787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16201</th>\n",
       "      <td>[0.5629311, 0.3102332, 0.616388, 0.5308041, 0....</td>\n",
       "      <td>[1, 2, 6, 7, 13, 14, 16, 19, 25, 25, 25, 26, 2...</td>\n",
       "      <td>[43, 41, 36, 66, 44, 43, 51, 46, 47, 65, 66, 4...</td>\n",
       "      <td>26.125748</td>\n",
       "      <td>36.080662</td>\n",
       "      <td>-0.255625</td>\n",
       "      <td>0.697406</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.362293</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.4983203, -1.5111499, -1.5625778, -1.579255...</td>\n",
       "      <td>0</td>\n",
       "      <td>14.839617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16202</th>\n",
       "      <td>[0.037972573, 0.23759745, 0.2015885, 0.7450189...</td>\n",
       "      <td>[9, 9, 10, 10, 10, 13, 14, 16, 17, 30, 30, 30,...</td>\n",
       "      <td>[21, 22, 26, 28, 29, 62, 63, 22, 14, 46, 47, 4...</td>\n",
       "      <td>29.683407</td>\n",
       "      <td>236.412186</td>\n",
       "      <td>0.625948</td>\n",
       "      <td>-2.071362</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.992521</td>\n",
       "      <td>34359738368</td>\n",
       "      <td>[-1.490953, -1.5014083, -1.5580103, -1.5777667...</td>\n",
       "      <td>0</td>\n",
       "      <td>14.468057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16203</th>\n",
       "      <td>[0.0, 0.10888368, 0.0, 0.0, 0.0, 0.0, 0.000635...</td>\n",
       "      <td>[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, ...</td>\n",
       "      <td>[41, 43, 44, 45, 46, 47, 48, 49, 51, 52, 53, 5...</td>\n",
       "      <td>204.042496</td>\n",
       "      <td>397.980286</td>\n",
       "      <td>-1.540873</td>\n",
       "      <td>-3.134427</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.719087</td>\n",
       "      <td>34359738880</td>\n",
       "      <td>[-1.4921757, -1.4983203, -1.500908, -1.5031652...</td>\n",
       "      <td>1</td>\n",
       "      <td>268.938873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16204</th>\n",
       "      <td>[0.557596, 0.5976003, 0.64109993, 0.5197911, 0...</td>\n",
       "      <td>[11, 11, 12, 17, 17, 21, 22, 30, 31, 37, 39, 4...</td>\n",
       "      <td>[24, 46, 46, 72, 73, 89, 27, 20, 20, 40, 63, 5...</td>\n",
       "      <td>18.090673</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17179869184</td>\n",
       "      <td>[-1.5515616, -1.7158227, -1.7403983, -1.723108...</td>\n",
       "      <td>0</td>\n",
       "      <td>13.105267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16205</th>\n",
       "      <td>[0.52980864, 0.47849178, 1.547564, 1.275677, 0...</td>\n",
       "      <td>[16, 17, 17, 19, 20, 20, 20, 21, 21, 22, 24, 2...</td>\n",
       "      <td>[62, 61, 62, 28, 53, 62, 63, 30, 63, 63, 52, 5...</td>\n",
       "      <td>54.694443</td>\n",
       "      <td>280.286926</td>\n",
       "      <td>-0.060269</td>\n",
       "      <td>-3.129063</td>\n",
       "      <td>0.034008</td>\n",
       "      <td>9.866374</td>\n",
       "      <td>512</td>\n",
       "      <td>[-1.805065, -1.839212, -1.8309252, -1.7462412,...</td>\n",
       "      <td>1</td>\n",
       "      <td>41.009258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16206</th>\n",
       "      <td>[0.059250854, 0.03882415, 1.2404441, 0.8848875...</td>\n",
       "      <td>[1, 9, 12, 14, 14, 27, 28, 29, 30, 30, 31, 36,...</td>\n",
       "      <td>[57, 24, 34, 55, 59, 30, 29, 36, 30, 48, 50, 4...</td>\n",
       "      <td>28.834049</td>\n",
       "      <td>87.013763</td>\n",
       "      <td>0.819303</td>\n",
       "      <td>-2.632750</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.231150</td>\n",
       "      <td>0</td>\n",
       "      <td>[-1.5017447, -1.5219247, -1.6689627, -1.792552...</td>\n",
       "      <td>0</td>\n",
       "      <td>83.529022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16207</th>\n",
       "      <td>[0.48653644, 0.49838778, 0.0031477094, 0.28051...</td>\n",
       "      <td>[15, 18, 25, 26, 28, 30, 31, 35, 37, 37, 39, 4...</td>\n",
       "      <td>[81, 21, 9, 68, 70, 58, 40, 51, 48, 51, 97, 64...</td>\n",
       "      <td>11.843987</td>\n",
       "      <td>151.649155</td>\n",
       "      <td>1.893990</td>\n",
       "      <td>-1.529752</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.433138</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.57592, -1.6277108, -1.5334015, -1.9910822,...</td>\n",
       "      <td>0</td>\n",
       "      <td>50.379040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16208</th>\n",
       "      <td>[0.44121182, 0.5525787, 0.0, 0.16063796, 0.328...</td>\n",
       "      <td>[8, 9, 10, 11, 14, 14, 16, 21, 23, 24, 25, 25,...</td>\n",
       "      <td>[75, 56, 55, 21, 44, 45, 46, 90, 43, 43, 18, 8...</td>\n",
       "      <td>34.975788</td>\n",
       "      <td>266.577911</td>\n",
       "      <td>0.623929</td>\n",
       "      <td>-0.129163</td>\n",
       "      <td>0.007802</td>\n",
       "      <td>30.226992</td>\n",
       "      <td>260</td>\n",
       "      <td>[-1.526298, -1.6692522, -1.6947883, -1.5178537...</td>\n",
       "      <td>0</td>\n",
       "      <td>16.564949</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16209</th>\n",
       "      <td>[0.5503057, 1.4967083, 0.0, 0.5676646, 1.03737...</td>\n",
       "      <td>[10, 14, 14, 18, 22, 31, 32, 35, 36, 39, 46, 4...</td>\n",
       "      <td>[55, 59, 85, 67, 66, 50, 46, 25, 25, 64, 33, 3...</td>\n",
       "      <td>29.286442</td>\n",
       "      <td>141.845673</td>\n",
       "      <td>1.369258</td>\n",
       "      <td>-2.815542</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>22.982538</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.6947883, -1.7757812, -1.5089234, -1.806029...</td>\n",
       "      <td>0</td>\n",
       "      <td>9.308008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16210</th>\n",
       "      <td>[0.20384932, 0.0, 2.1570668, 0.29963887, 0.082...</td>\n",
       "      <td>[5, 5, 6, 7, 13, 14, 14, 17, 18, 20, 21, 23, 2...</td>\n",
       "      <td>[47, 48, 47, 47, 37, 38, 40, 33, 33, 54, 57, 5...</td>\n",
       "      <td>30.716896</td>\n",
       "      <td>463.427551</td>\n",
       "      <td>1.092386</td>\n",
       "      <td>1.273472</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.242246</td>\n",
       "      <td>34384904704</td>\n",
       "      <td>[-1.5867949, -1.5881312, -1.605715, -1.627564,...</td>\n",
       "      <td>1</td>\n",
       "      <td>45.765430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16211</th>\n",
       "      <td>[0.0, 0.7914087, 0.75093, 1.4281421, 0.8819091...</td>\n",
       "      <td>[4, 6, 21, 23, 24, 24, 24, 25, 26, 27, 32, 32,...</td>\n",
       "      <td>[40, 44, 38, 61, 49, 60, 77, 78, 8, 79, 57, 77...</td>\n",
       "      <td>32.393497</td>\n",
       "      <td>544.045166</td>\n",
       "      <td>-0.552196</td>\n",
       "      <td>2.686244</td>\n",
       "      <td>0.194038</td>\n",
       "      <td>85.714447</td>\n",
       "      <td>2048</td>\n",
       "      <td>[-1.5467417, -1.5990454, -1.9239596, -2.01066,...</td>\n",
       "      <td>0</td>\n",
       "      <td>9.030704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16212</th>\n",
       "      <td>[0.6262479, 1.0149078, 0.054384805, 0.58902794...</td>\n",
       "      <td>[10, 16, 18, 20, 21, 21, 21, 21, 22, 22, 23, 2...</td>\n",
       "      <td>[56, 33, 87, 56, 38, 56, 57, 58, 41, 57, 33, 3...</td>\n",
       "      <td>26.814749</td>\n",
       "      <td>344.717499</td>\n",
       "      <td>0.531388</td>\n",
       "      <td>-3.051793</td>\n",
       "      <td>0.002921</td>\n",
       "      <td>3.845643</td>\n",
       "      <td>34359738880</td>\n",
       "      <td>[-1.6924256, -1.7439752, -1.5346216, -1.958562...</td>\n",
       "      <td>1</td>\n",
       "      <td>35.326904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16213</th>\n",
       "      <td>[0.0, 1.947537, 1.3599526, 0.6874847, 0.252203...</td>\n",
       "      <td>[1, 12, 13, 14, 14, 18, 18, 21, 21, 22, 25, 26...</td>\n",
       "      <td>[56, 69, 42, 38, 70, 29, 30, 45, 58, 45, 31, 3...</td>\n",
       "      <td>34.859692</td>\n",
       "      <td>240.555832</td>\n",
       "      <td>-1.572004</td>\n",
       "      <td>0.890291</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.903734</td>\n",
       "      <td>12884901888</td>\n",
       "      <td>[-1.5038781, -1.6539234, -1.7488278, -1.746893...</td>\n",
       "      <td>0</td>\n",
       "      <td>202.441086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16214</th>\n",
       "      <td>[0.35430077, 1.740863, 0.19657063, 0.64109653,...</td>\n",
       "      <td>[14, 19, 22, 22, 23, 26, 26, 29, 30, 30, 32, 3...</td>\n",
       "      <td>[20, 67, 72, 76, 73, 41, 42, 36, 51, 53, 54, 6...</td>\n",
       "      <td>49.660271</td>\n",
       "      <td>57.748798</td>\n",
       "      <td>-0.936341</td>\n",
       "      <td>-1.176093</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.211262</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.5554531, -1.8303286, -1.8277848, -1.763303...</td>\n",
       "      <td>0</td>\n",
       "      <td>11.416076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16215</th>\n",
       "      <td>[0.2836764, 0.84998643, 0.7233945, 2.6851556, ...</td>\n",
       "      <td>[21, 22, 23, 23, 25, 25, 35, 36, 38, 40, 40, 4...</td>\n",
       "      <td>[80, 81, 44, 80, 32, 33, 30, 31, 62, 39, 57, 6...</td>\n",
       "      <td>6.437563</td>\n",
       "      <td>153.121063</td>\n",
       "      <td>0.809388</td>\n",
       "      <td>2.189862</td>\n",
       "      <td>0.122218</td>\n",
       "      <td>93.748077</td>\n",
       "      <td>0</td>\n",
       "      <td>[-1.6791997, -1.6810541, -2.0457, -1.712985, -...</td>\n",
       "      <td>0</td>\n",
       "      <td>11.749326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16216</th>\n",
       "      <td>[1.2103211, 0.39509597, 0.785334, 0.081533104,...</td>\n",
       "      <td>[5, 5, 6, 6, 7, 16, 17, 17, 17, 20, 21, 22, 22...</td>\n",
       "      <td>[43, 44, 44, 70, 26, 45, 57, 58, 59, 37, 89, 3...</td>\n",
       "      <td>26.919624</td>\n",
       "      <td>61.794586</td>\n",
       "      <td>-1.228962</td>\n",
       "      <td>2.374858</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.199727</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.5774698, -1.5804951, -1.5990454, -1.531566...</td>\n",
       "      <td>0</td>\n",
       "      <td>44.514595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16217</th>\n",
       "      <td>[0.9836941, 1.3833045, 0.7646398, 0.58754104, ...</td>\n",
       "      <td>[7, 8, 10, 13, 13, 13, 14, 14, 15, 15, 15, 23,...</td>\n",
       "      <td>[53, 53, 54, 26, 27, 58, 19, 82, 18, 83, 84, 8...</td>\n",
       "      <td>51.062561</td>\n",
       "      <td>47.844006</td>\n",
       "      <td>0.349517</td>\n",
       "      <td>0.324604</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.675352</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.629494, -1.6519265, -1.6968423, -1.607856,...</td>\n",
       "      <td>0</td>\n",
       "      <td>8.345950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16218</th>\n",
       "      <td>[0.034662317, 0.89456266, 1.504921, 0.53845805...</td>\n",
       "      <td>[5, 14, 22, 22, 24, 25, 25, 25, 28, 28, 28, 28...</td>\n",
       "      <td>[36, 68, 27, 28, 41, 35, 50, 52, 59, 60, 61, 6...</td>\n",
       "      <td>37.718128</td>\n",
       "      <td>636.701660</td>\n",
       "      <td>1.791145</td>\n",
       "      <td>0.294976</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>39.885208</td>\n",
       "      <td>512</td>\n",
       "      <td>[-1.5462711, -1.7061654, -1.7892102, -1.805681...</td>\n",
       "      <td>1</td>\n",
       "      <td>275.180023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16219</th>\n",
       "      <td>[0.5665232, 0.8259297, 0.5143717, 0.8552259, 0...</td>\n",
       "      <td>[8, 11, 11, 15, 26, 27, 28, 29, 29, 31, 31, 33...</td>\n",
       "      <td>[73, 31, 79, 54, 30, 76, 74, 47, 74, 36, 47, 4...</td>\n",
       "      <td>11.804386</td>\n",
       "      <td>102.827415</td>\n",
       "      <td>1.279167</td>\n",
       "      <td>2.229349</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.673388</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.5445818, -1.6208357, -1.5331515, -1.821861...</td>\n",
       "      <td>0</td>\n",
       "      <td>12.622370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16220</th>\n",
       "      <td>[0.6090848, 0.490384, 1.991713, 1.41045, 0.0, ...</td>\n",
       "      <td>[14, 14, 15, 15, 16, 20, 21, 21, 27, 28, 28, 3...</td>\n",
       "      <td>[70, 71, 65, 66, 14, 46, 10, 46, 61, 40, 65, 6...</td>\n",
       "      <td>78.475449</td>\n",
       "      <td>481.618439</td>\n",
       "      <td>-0.774930</td>\n",
       "      <td>2.402353</td>\n",
       "      <td>0.056054</td>\n",
       "      <td>89.889481</td>\n",
       "      <td>2048</td>\n",
       "      <td>[-1.6857072, -1.6760364, -1.7567732, -1.748144...</td>\n",
       "      <td>0</td>\n",
       "      <td>18.193808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16221</th>\n",
       "      <td>[1.5733207, 0.5320063, 1.0865756, 1.7476381, 0...</td>\n",
       "      <td>[6, 6, 12, 13, 13, 13, 14, 14, 14, 15, 15, 15,...</td>\n",
       "      <td>[51, 63, 61, 47, 48, 49, 16, 49, 81, 55, 56, 6...</td>\n",
       "      <td>109.017082</td>\n",
       "      <td>764.290283</td>\n",
       "      <td>-0.424440</td>\n",
       "      <td>0.864794</td>\n",
       "      <td>0.244396</td>\n",
       "      <td>112.632812</td>\n",
       "      <td>2048</td>\n",
       "      <td>[-1.6087751, -1.5760676, -1.7159373, -1.768265...</td>\n",
       "      <td>0</td>\n",
       "      <td>42.953640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16222</th>\n",
       "      <td>[0.27393243, 1.1091284, 0.040531676, 1.9056287...</td>\n",
       "      <td>[6, 21, 23, 24, 25, 26, 27, 28, 29, 29, 30, 31...</td>\n",
       "      <td>[35, 60, 49, 49, 46, 58, 78, 78, 47, 64, 30, 4...</td>\n",
       "      <td>27.049906</td>\n",
       "      <td>75.035553</td>\n",
       "      <td>-1.322034</td>\n",
       "      <td>-1.473530</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>11.490534</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.5572999, -1.9590858, -2.0710037, -2.107056...</td>\n",
       "      <td>0</td>\n",
       "      <td>50.588249</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>16223 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   eerhE  \\\n",
       "0      [0.57353705, 0.391716, 0.68435425, 0.37050915,...   \n",
       "1      [0.6955372, 0.09417033, 0.91770214, 0.39654475...   \n",
       "2      [0.32794386, 0.94326013, 0.64967257, 0.6385538...   \n",
       "3      [0.47662258, 0.702888, 0.22698133, 0.9168724, ...   \n",
       "4      [0.6247256, 1.0208958, 0.0, 0.4715734, 0.37173...   \n",
       "5      [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3501373,...   \n",
       "6      [0.20157747, 0.03947524, 0.66689885, 0.6163243...   \n",
       "7      [0.37908202, 5.9351435, 0.5363056, 0.28306776,...   \n",
       "8      [0.0, 0.093686834, 0.55913424, 0.6882529, 0.90...   \n",
       "9      [0.0, 0.64642316, 0.6170383, 0.58048517, 0.749...   \n",
       "10     [0.74871844, 0.9749512, 0.98197013, 0.7358066,...   \n",
       "11     [1.0076023, 0.6390735, 0.28145105, 0.071714565...   \n",
       "12     [0.0, 0.11728148, 0.10103441, 0.0, 0.0, 0.0771...   \n",
       "13     [0.53473383, 1.5400285, 0.057860434, 0.2792178...   \n",
       "14     [0.27172408, 0.5496283, 0.57998216, 0.64639974...   \n",
       "15     [1.3162209, 0.99488264, 1.447903, 0.44353387, ...   \n",
       "16     [0.29147577, 0.59572965, 1.0120338, 0.0, 0.0, ...   \n",
       "17     [0.54940265, 1.0870161, 1.9177415, 1.182843, 0...   \n",
       "18     [0.063485615, 1.4659631, 1.1867768, 1.4339564,...   \n",
       "19     [1.2401636, 0.8471958, 4.233562, 2.6023114, 0....   \n",
       "20     [1.020189, 0.5223093, 0.15027708, 0.47096837, ...   \n",
       "21     [0.7705798, 0.17691891, 0.35633156, 0.5638818,...   \n",
       "22     [0.028468855, 0.66974074, 0.5411344, 0.5061978...   \n",
       "23     [0.9383654, 0.1462764, 0.29107848, 0.7169905, ...   \n",
       "24     [0.6535855, 0.7630749, 1.134879, 0.0, 0.608270...   \n",
       "25     [0.021763062, 0.6001598, 0.80466735, 1.3429208...   \n",
       "26     [0.30262282, 0.69275993, 0.4316758, 0.552716, ...   \n",
       "27     [0.64710516, 0.68641835, 0.31638044, 1.684211,...   \n",
       "28     [0.5158429, 0.0, 0.0, 0.0, 0.0, 0.39024547, 3....   \n",
       "29     [0.44432625, 1.3738993, 0.5282819, 0.33295903,...   \n",
       "...                                                  ...   \n",
       "16193  [0.21716417, 0.99299556, 1.0378653, 1.318709, ...   \n",
       "16194  [0.10565445, 0.5686583, 0.09202439, 0.0, 1.549...   \n",
       "16195  [0.39637274, 0.12001391, 0.8047932, 0.8050362,...   \n",
       "16196  [0.7674544, 0.6761247, 0.3623996, 0.5087155, 0...   \n",
       "16197  [0.12865975, 0.44636717, 1.0479233, 1.6441474,...   \n",
       "16198  [0.5749743, 0.49630576, 1.9628642, 1.8539534, ...   \n",
       "16199  [0.5142455, 0.66618365, 0.17014934, 0.9493499,...   \n",
       "16200  [0.0, 0.8485975, 1.3110126, 0.25662145, 0.9771...   \n",
       "16201  [0.5629311, 0.3102332, 0.616388, 0.5308041, 0....   \n",
       "16202  [0.037972573, 0.23759745, 0.2015885, 0.7450189...   \n",
       "16203  [0.0, 0.10888368, 0.0, 0.0, 0.0, 0.0, 0.000635...   \n",
       "16204  [0.557596, 0.5976003, 0.64109993, 0.5197911, 0...   \n",
       "16205  [0.52980864, 0.47849178, 1.547564, 1.275677, 0...   \n",
       "16206  [0.059250854, 0.03882415, 1.2404441, 0.8848875...   \n",
       "16207  [0.48653644, 0.49838778, 0.0031477094, 0.28051...   \n",
       "16208  [0.44121182, 0.5525787, 0.0, 0.16063796, 0.328...   \n",
       "16209  [0.5503057, 1.4967083, 0.0, 0.5676646, 1.03737...   \n",
       "16210  [0.20384932, 0.0, 2.1570668, 0.29963887, 0.082...   \n",
       "16211  [0.0, 0.7914087, 0.75093, 1.4281421, 0.8819091...   \n",
       "16212  [0.6262479, 1.0149078, 0.054384805, 0.58902794...   \n",
       "16213  [0.0, 1.947537, 1.3599526, 0.6874847, 0.252203...   \n",
       "16214  [0.35430077, 1.740863, 0.19657063, 0.64109653,...   \n",
       "16215  [0.2836764, 0.84998643, 0.7233945, 2.6851556, ...   \n",
       "16216  [1.2103211, 0.39509597, 0.785334, 0.081533104,...   \n",
       "16217  [0.9836941, 1.3833045, 0.7646398, 0.58754104, ...   \n",
       "16218  [0.034662317, 0.89456266, 1.504921, 0.53845805...   \n",
       "16219  [0.5665232, 0.8259297, 0.5143717, 0.8552259, 0...   \n",
       "16220  [0.6090848, 0.490384, 1.991713, 1.41045, 0.0, ...   \n",
       "16221  [1.5733207, 0.5320063, 1.0865756, 1.7476381, 0...   \n",
       "16222  [0.27393243, 1.1091284, 0.040531676, 1.9056287...   \n",
       "\n",
       "                                                eerhiEta  \\\n",
       "0      [4, 10, 10, 12, 16, 18, 21, 25, 27, 27, 29, 29...   \n",
       "1      [18, 19, 22, 23, 23, 24, 25, 27, 30, 32, 34, 3...   \n",
       "2      [5, 6, 9, 9, 12, 21, 22, 23, 23, 24, 27, 29, 3...   \n",
       "3      [4, 9, 13, 15, 20, 21, 21, 21, 23, 23, 26, 26,...   \n",
       "4      [7, 8, 8, 8, 13, 14, 15, 16, 23, 26, 32, 32, 3...   \n",
       "5      [1, 1, 1, 1, 2, 3, 4, 5, 5, 5, 6, 6, 6, 6, 6, ...   \n",
       "6      [4, 5, 9, 9, 10, 11, 19, 22, 23, 23, 24, 24, 2...   \n",
       "7      [20, 21, 21, 21, 21, 21, 21, 22, 22, 22, 23, 2...   \n",
       "8      [1, 1, 9, 17, 19, 19, 21, 22, 23, 24, 25, 28, ...   \n",
       "9      [6, 10, 15, 16, 16, 17, 17, 20, 22, 22, 23, 24...   \n",
       "10     [8, 13, 14, 17, 18, 22, 24, 24, 24, 25, 25, 29...   \n",
       "11     [1, 1, 1, 2, 4, 10, 10, 12, 14, 15, 15, 16, 17...   \n",
       "12     [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, ...   \n",
       "13     [17, 18, 24, 24, 24, 24, 25, 26, 27, 27, 27, 2...   \n",
       "14     [13, 15, 15, 18, 19, 21, 23, 23, 24, 25, 25, 2...   \n",
       "15     [7, 16, 16, 19, 19, 20, 20, 21, 21, 21, 22, 22...   \n",
       "16     [1, 7, 17, 18, 22, 22, 22, 23, 24, 24, 27, 28,...   \n",
       "17     [10, 11, 18, 20, 27, 27, 27, 29, 34, 34, 35, 3...   \n",
       "18     [22, 23, 24, 24, 25, 26, 27, 29, 29, 31, 31, 3...   \n",
       "19     [19, 23, 23, 23, 24, 24, 24, 25, 26, 27, 28, 2...   \n",
       "20     [6, 12, 17, 17, 22, 23, 28, 31, 33, 33, 34, 34...   \n",
       "21     [13, 14, 14, 19, 26, 26, 27, 27, 34, 35, 35, 3...   \n",
       "22     [6, 6, 14, 15, 17, 18, 19, 19, 20, 20, 20, 21,...   \n",
       "23     [17, 18, 18, 19, 25, 25, 26, 28, 28, 29, 30, 3...   \n",
       "24     [2, 9, 10, 14, 23, 26, 28, 28, 30, 36, 36, 37,...   \n",
       "25     [3, 17, 21, 28, 29, 30, 30, 32, 33, 34, 34, 38...   \n",
       "26     [3, 4, 5, 5, 12, 13, 16, 18, 19, 19, 20, 21, 2...   \n",
       "27     [3, 4, 4, 4, 4, 5, 6, 23, 23, 23, 24, 26, 27, ...   \n",
       "28     [6, 9, 9, 9, 9, 9, 9, 10, 13, 14, 14, 14, 14, ...   \n",
       "29     [1, 2, 3, 4, 5, 5, 7, 8, 10, 10, 15, 16, 16, 1...   \n",
       "...                                                  ...   \n",
       "16193  [4, 14, 22, 25, 25, 30, 32, 33, 33, 33, 34, 35...   \n",
       "16194  [1, 3, 5, 6, 6, 9, 9, 14, 14, 21, 24, 24, 27, ...   \n",
       "16195  [4, 18, 19, 22, 30, 30, 38, 39, 41, 42, 42, 45...   \n",
       "16196  [7, 8, 8, 12, 18, 22, 23, 23, 23, 24, 24, 24, ...   \n",
       "16197  [4, 5, 8, 12, 15, 15, 16, 17, 27, 28, 29, 30, ...   \n",
       "16198  [8, 15, 23, 25, 27, 31, 32, 32, 32, 33, 33, 35...   \n",
       "16199  [5, 9, 11, 14, 15, 21, 26, 27, 28, 29, 29, 30,...   \n",
       "16200  [6, 15, 15, 17, 19, 20, 20, 20, 20, 21, 21, 22...   \n",
       "16201  [1, 2, 6, 7, 13, 14, 16, 19, 25, 25, 25, 26, 2...   \n",
       "16202  [9, 9, 10, 10, 10, 13, 14, 16, 17, 30, 30, 30,...   \n",
       "16203  [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, ...   \n",
       "16204  [11, 11, 12, 17, 17, 21, 22, 30, 31, 37, 39, 4...   \n",
       "16205  [16, 17, 17, 19, 20, 20, 20, 21, 21, 22, 24, 2...   \n",
       "16206  [1, 9, 12, 14, 14, 27, 28, 29, 30, 30, 31, 36,...   \n",
       "16207  [15, 18, 25, 26, 28, 30, 31, 35, 37, 37, 39, 4...   \n",
       "16208  [8, 9, 10, 11, 14, 14, 16, 21, 23, 24, 25, 25,...   \n",
       "16209  [10, 14, 14, 18, 22, 31, 32, 35, 36, 39, 46, 4...   \n",
       "16210  [5, 5, 6, 7, 13, 14, 14, 17, 18, 20, 21, 23, 2...   \n",
       "16211  [4, 6, 21, 23, 24, 24, 24, 25, 26, 27, 32, 32,...   \n",
       "16212  [10, 16, 18, 20, 21, 21, 21, 21, 22, 22, 23, 2...   \n",
       "16213  [1, 12, 13, 14, 14, 18, 18, 21, 21, 22, 25, 26...   \n",
       "16214  [14, 19, 22, 22, 23, 26, 26, 29, 30, 30, 32, 3...   \n",
       "16215  [21, 22, 23, 23, 25, 25, 35, 36, 38, 40, 40, 4...   \n",
       "16216  [5, 5, 6, 6, 7, 16, 17, 17, 17, 20, 21, 22, 22...   \n",
       "16217  [7, 8, 10, 13, 13, 13, 14, 14, 15, 15, 15, 23,...   \n",
       "16218  [5, 14, 22, 22, 24, 25, 25, 25, 28, 28, 28, 28...   \n",
       "16219  [8, 11, 11, 15, 26, 27, 28, 29, 29, 31, 31, 33...   \n",
       "16220  [14, 14, 15, 15, 16, 20, 21, 21, 27, 28, 28, 3...   \n",
       "16221  [6, 6, 12, 13, 13, 13, 14, 14, 14, 15, 15, 15,...   \n",
       "16222  [6, 21, 23, 24, 25, 26, 27, 28, 29, 29, 30, 31...   \n",
       "\n",
       "                                                eerhiPhi       pfMET  \\\n",
       "0      [57, 63, 64, 62, 85, 55, 33, 27, 26, 40, 66, 6...   32.713936   \n",
       "1      [55, 53, 35, 23, 24, 33, 33, 78, 67, 55, 52, 4...   11.078247   \n",
       "2      [46, 46, 63, 72, 64, 85, 61, 60, 61, 67, 55, 4...   38.134724   \n",
       "3      [38, 64, 21, 69, 18, 55, 56, 57, 35, 64, 9, 37...   35.813717   \n",
       "4      [65, 26, 62, 63, 76, 76, 82, 82, 54, 44, 59, 7...   29.399672   \n",
       "5      [41, 43, 44, 45, 41, 41, 41, 36, 37, 52, 26, 2...   33.131294   \n",
       "6      [39, 65, 31, 32, 31, 61, 68, 41, 54, 89, 41, 4...   43.784824   \n",
       "7      [70, 52, 53, 54, 67, 68, 70, 50, 70, 72, 19, 4...   77.161690   \n",
       "8      [45, 57, 21, 65, 59, 60, 42, 59, 60, 69, 28, 5...   16.769018   \n",
       "9      [71, 55, 67, 31, 69, 67, 68, 37, 37, 44, 37, 3...   25.593584   \n",
       "10     [48, 51, 51, 81, 81, 45, 36, 38, 46, 37, 38, 4...   30.486032   \n",
       "11     [55, 56, 57, 56, 60, 21, 39, 32, 65, 64, 78, 6...   54.944881   \n",
       "12     [41, 43, 44, 45, 46, 47, 48, 49, 51, 52, 53, 5...   32.019276   \n",
       "13     [47, 47, 9, 36, 37, 38, 38, 11, 11, 12, 55, 56...   16.724882   \n",
       "14     [80, 57, 58, 59, 58, 66, 67, 84, 64, 41, 66, 6...   14.620945   \n",
       "15     [65, 14, 15, 53, 87, 40, 54, 38, 39, 51, 38, 3...   40.455025   \n",
       "16     [41, 67, 63, 70, 9, 80, 81, 66, 65, 66, 54, 55...   40.828140   \n",
       "17     [47, 58, 46, 53, 51, 53, 54, 43, 73, 75, 72, 3...   24.330175   \n",
       "18     [44, 42, 45, 77, 47, 44, 46, 10, 47, 32, 35, 3...   63.993057   \n",
       "19     [41, 33, 39, 70, 32, 33, 38, 13, 64, 72, 56, 1...   44.548962   \n",
       "20     [52, 38, 18, 19, 67, 41, 45, 54, 51, 52, 49, 5...   56.573040   \n",
       "21     [74, 18, 74, 83, 6, 65, 55, 65, 32, 64, 95, 57...   41.992313   \n",
       "22     [29, 58, 23, 23, 73, 19, 18, 76, 39, 70, 71, 7...   59.122608   \n",
       "23     [70, 68, 70, 69, 65, 67, 51, 39, 41, 56, 37, 3...   66.113213   \n",
       "24     [54, 60, 61, 18, 89, 71, 43, 44, 92, 21, 42, 1...   15.339947   \n",
       "25     [60, 77, 54, 46, 52, 49, 53, 46, 57, 66, 67, 3...   29.971497   \n",
       "26     [60, 49, 48, 49, 39, 70, 51, 50, 46, 85, 85, 4...   14.489671   \n",
       "27     [42, 40, 41, 44, 45, 45, 65, 61, 62, 92, 51, 6...   47.448196   \n",
       "28     [48, 21, 22, 23, 24, 25, 42, 21, 71, 16, 17, 1...   21.479958   \n",
       "29     [56, 56, 56, 48, 58, 65, 56, 56, 45, 52, 77, 3...   57.038689   \n",
       "...                                                  ...         ...   \n",
       "16193  [61, 46, 90, 68, 69, 20, 61, 52, 61, 62, 49, 3...   60.638275   \n",
       "16194  [53, 50, 51, 29, 37, 72, 73, 39, 50, 63, 39, 4...   28.131332   \n",
       "16195  [48, 84, 83, 70, 38, 39, 18, 41, 43, 36, 59, 6...   19.802746   \n",
       "16196  [62, 46, 62, 31, 21, 90, 54, 55, 58, 55, 56, 5...   64.094452   \n",
       "16197  [38, 59, 42, 68, 16, 47, 85, 48, 76, 78, 78, 4...   18.546909   \n",
       "16198  [65, 26, 65, 47, 36, 55, 53, 54, 55, 30, 53, 3...    8.927145   \n",
       "16199  [60, 55, 54, 51, 85, 55, 9, 74, 24, 25, 73, 73...   24.525909   \n",
       "16200  [32, 76, 79, 52, 54, 46, 47, 55, 78, 55, 67, 5...   34.057873   \n",
       "16201  [43, 41, 36, 66, 44, 43, 51, 46, 47, 65, 66, 4...   26.125748   \n",
       "16202  [21, 22, 26, 28, 29, 62, 63, 22, 14, 46, 47, 4...   29.683407   \n",
       "16203  [41, 43, 44, 45, 46, 47, 48, 49, 51, 52, 53, 5...  204.042496   \n",
       "16204  [24, 46, 46, 72, 73, 89, 27, 20, 20, 40, 63, 5...   18.090673   \n",
       "16205  [62, 61, 62, 28, 53, 62, 63, 30, 63, 63, 52, 5...   54.694443   \n",
       "16206  [57, 24, 34, 55, 59, 30, 29, 36, 30, 48, 50, 4...   28.834049   \n",
       "16207  [81, 21, 9, 68, 70, 58, 40, 51, 48, 51, 97, 64...   11.843987   \n",
       "16208  [75, 56, 55, 21, 44, 45, 46, 90, 43, 43, 18, 8...   34.975788   \n",
       "16209  [55, 59, 85, 67, 66, 50, 46, 25, 25, 64, 33, 3...   29.286442   \n",
       "16210  [47, 48, 47, 47, 37, 38, 40, 33, 33, 54, 57, 5...   30.716896   \n",
       "16211  [40, 44, 38, 61, 49, 60, 77, 78, 8, 79, 57, 77...   32.393497   \n",
       "16212  [56, 33, 87, 56, 38, 56, 57, 58, 41, 57, 33, 3...   26.814749   \n",
       "16213  [56, 69, 42, 38, 70, 29, 30, 45, 58, 45, 31, 3...   34.859692   \n",
       "16214  [20, 67, 72, 76, 73, 41, 42, 36, 51, 53, 54, 6...   49.660271   \n",
       "16215  [80, 81, 44, 80, 32, 33, 30, 31, 62, 39, 57, 6...    6.437563   \n",
       "16216  [43, 44, 44, 70, 26, 45, 57, 58, 59, 37, 89, 3...   26.919624   \n",
       "16217  [53, 53, 54, 26, 27, 58, 19, 82, 18, 83, 84, 8...   51.062561   \n",
       "16218  [36, 68, 27, 28, 41, 35, 50, 52, 59, 60, 61, 6...   37.718128   \n",
       "16219  [73, 31, 79, 54, 30, 76, 74, 47, 74, 36, 47, 4...   11.804386   \n",
       "16220  [70, 71, 65, 66, 14, 46, 10, 46, 61, 40, 65, 6...   78.475449   \n",
       "16221  [51, 63, 61, 47, 48, 49, 16, 49, 81, 55, 56, 6...  109.017082   \n",
       "16222  [35, 60, 49, 49, 46, 58, 78, 78, 47, 64, 30, 4...   27.049906   \n",
       "\n",
       "             phoE    phoEta    phoPhi  phoHoverE  phoPFChWorstIso  \\\n",
       "0      291.513000 -1.713086 -0.303424   0.019184        36.684589   \n",
       "1       65.994324 -0.938932  1.169271   0.000000         2.043715   \n",
       "2       38.519413 -0.430837  0.296694   0.000000        10.476214   \n",
       "3       77.277908  1.305593 -2.224039   0.000000        17.180647   \n",
       "4      321.752625 -0.217644  1.786662   0.000000        22.164885   \n",
       "5      118.866989 -1.660743 -2.821559   0.000000        20.203369   \n",
       "6       36.024677 -0.317734  1.587080   0.000000         3.664182   \n",
       "7      229.489212  1.155070  2.364793   0.000000        10.989570   \n",
       "8       40.250263 -0.312373  2.611392   0.020155         6.658975   \n",
       "9       82.059570 -1.182063 -0.979981   0.000000        16.392530   \n",
       "10     244.135452 -1.195659 -1.728697   0.000000         1.554034   \n",
       "11      92.442764  1.547221  0.136714   0.028249        26.793713   \n",
       "12     590.979614 -2.209246 -0.103880   0.003873         4.682745   \n",
       "13            NaN       NaN       NaN        NaN              NaN   \n",
       "14     109.348000 -1.826766  2.062715   0.012695         3.338667   \n",
       "15      35.435154  0.183152 -0.381859   0.000000        28.031940   \n",
       "16      56.061317  0.930793  2.453422   0.000000         9.181943   \n",
       "17      49.215473 -0.746989 -0.296045   0.000000        14.826808   \n",
       "18     209.773270 -0.449401  2.636703   0.015401        33.910625   \n",
       "19      56.446499  0.502134 -0.040677   0.000000         1.938259   \n",
       "20     584.965210 -1.621599 -0.266245   0.000000         3.027679   \n",
       "21      47.734428  0.323131  0.399596   0.000000         1.294949   \n",
       "22      50.692154  0.803433  0.522909   0.000000         3.978151   \n",
       "23     449.126495  0.973758  0.391197   0.019299         1.276605   \n",
       "24      44.091953  0.479933  0.018201   0.000000        16.002438   \n",
       "25      51.994427  0.812867 -0.718508   0.035771         2.251867   \n",
       "26      67.957535 -0.229867 -0.269756   0.000000         4.536322   \n",
       "27      75.430435  1.387821 -0.084292   0.000000         5.333086   \n",
       "28      56.794922 -0.750878  0.353642   0.000000        31.974827   \n",
       "29     222.476730  0.133297 -0.798699   0.020937         3.075060   \n",
       "...           ...       ...       ...        ...              ...   \n",
       "16193   14.097480 -0.536101  2.880403   0.000000        33.479492   \n",
       "16194   47.459164  0.609029  0.072727   0.000000        24.980583   \n",
       "16195   68.065262 -1.099384  3.019686   0.000000         0.999383   \n",
       "16196   62.418568 -0.429334 -2.229832   0.000000         4.586621   \n",
       "16197  465.000519 -1.208125 -2.747290   0.007072       117.244743   \n",
       "16198  746.324341  2.489815 -2.504953   0.000000         4.435292   \n",
       "16199   92.510925  0.071084  2.391690   0.000000         2.220855   \n",
       "16200   72.926041 -0.738583  0.901007   0.000000         4.979506   \n",
       "16201   36.080662 -0.255625  0.697406   0.000000         3.362293   \n",
       "16202  236.412186  0.625948 -2.071362   0.000000         0.992521   \n",
       "16203  397.980286 -1.540873 -3.134427   0.000000         0.719087   \n",
       "16204         NaN       NaN       NaN        NaN              NaN   \n",
       "16205  280.286926 -0.060269 -3.129063   0.034008         9.866374   \n",
       "16206   87.013763  0.819303 -2.632750   0.000000         1.231150   \n",
       "16207  151.649155  1.893990 -1.529752   0.000000         1.433138   \n",
       "16208  266.577911  0.623929 -0.129163   0.007802        30.226992   \n",
       "16209  141.845673  1.369258 -2.815542   0.000000        22.982538   \n",
       "16210  463.427551  1.092386  1.273472   0.000000         1.242246   \n",
       "16211  544.045166 -0.552196  2.686244   0.194038        85.714447   \n",
       "16212  344.717499  0.531388 -3.051793   0.002921         3.845643   \n",
       "16213  240.555832 -1.572004  0.890291   0.000000         0.903734   \n",
       "16214   57.748798 -0.936341 -1.176093   0.000000         2.211262   \n",
       "16215  153.121063  0.809388  2.189862   0.122218        93.748077   \n",
       "16216   61.794586 -1.228962  2.374858   0.000000         0.199727   \n",
       "16217   47.844006  0.349517  0.324604   0.000000         0.675352   \n",
       "16218  636.701660  1.791145  0.294976   0.000000        39.885208   \n",
       "16219  102.827415  1.279167  2.229349   0.000000         0.673388   \n",
       "16220  481.618439 -0.774930  2.402353   0.056054        89.889481   \n",
       "16221  764.290283 -0.424440  0.864794   0.244396       112.632812   \n",
       "16222   75.035553 -1.322034 -1.473530   0.000000        11.490534   \n",
       "\n",
       "            HLTPho                                            eerhEta  \\\n",
       "0               48  [-1.5609496, -1.6603733, -1.653893, -1.7095982...   \n",
       "1                4  [-1.9023602, -1.9384148, -1.913024, -1.7416434...   \n",
       "2                4  [-1.5850518, -1.6038513, -1.6386642, -1.571891...   \n",
       "3                4  [-1.5375874, -1.6324531, -1.5500665, -1.717730...   \n",
       "4             2560  [-1.5847336, -1.5229937, -1.6229625, -1.617385...   \n",
       "5                4  [-1.4921757, -1.4983203, -1.500908, -1.5031652...   \n",
       "6                4  [-1.5423299, -1.548306, -1.5852662, -1.593674,...   \n",
       "7      17179869184  [-1.8147056, -2.0031998, -2.001216, -1.9981825...   \n",
       "8                4  [-1.5031652, -1.5017447, -1.490953, -1.8027072...   \n",
       "9                4  [-1.525224, -1.6947883, -1.7383859, -1.7209783...   \n",
       "10     17179869184  [-1.6514719, -1.7726538, -1.7988837, -1.603815...   \n",
       "11               4  [-1.5052385, -1.5038781, -1.5017447, -1.523308...   \n",
       "12               0  [-1.4921757, -1.4983203, -1.500908, -1.5031652...   \n",
       "13               4  [-1.8753567, -1.904543, -1.522623, -1.9818835,...   \n",
       "14               4  [-1.5543265, -1.8117219, -1.8068881, -1.880963...   \n",
       "15               4  [-1.5847336, -1.5027426, -1.5164951, -1.938414...   \n",
       "16               4  [-1.4921757, -1.5724325, -1.822056, -1.7692459...   \n",
       "17               4  [-1.6961466, -1.706934, -1.9009337, -1.9696511...   \n",
       "18               0  [-2.0126476, -2.027749, -2.087809, -1.7840254,...   \n",
       "19               4  [-1.8988249, -1.908809, -1.9942989, -1.8823931...   \n",
       "20     34359738880  [-1.608388, -1.7002381, -1.5705793, -1.5847425...   \n",
       "21               4  [-1.6231883, -1.530048, -1.6422262, -1.6061915...   \n",
       "22               4  [-1.5143713, -1.5970098, -1.5912756, -1.608532...   \n",
       "23             512  [-1.7470397, -1.794136, -1.7692459, -1.8050032...   \n",
       "24               4  [-1.5261652, -1.6542577, -1.6720846, -1.530048...   \n",
       "25               4  [-1.53178, -1.6578352, -1.9981825, -2.2488384,...   \n",
       "26               0  [-1.53178, -1.5681756, -1.5881312, -1.589057, ...   \n",
       "27               4  [-1.5339751, -1.5467417, -1.5501909, -1.560001...   \n",
       "28               4  [-1.6071451, -1.490953, -1.5014083, -1.5117368...   \n",
       "29     34359738880  [-1.5038781, -1.5233086, -1.5431255, -1.567288...   \n",
       "...            ...                                                ...   \n",
       "16193            4  [-1.5482242, -1.7914377, -1.5351856, -1.966570...   \n",
       "16194            4  [-1.5075879, -1.5481957, -1.5896521, -1.514371...   \n",
       "16195            4  [-1.5672883, -1.576235, -1.6061915, -1.8585228...   \n",
       "16196            4  [-1.6018765, -1.6478622, -1.6229625, -1.640870...   \n",
       "16197          512  [-1.5375874, -1.575335, -1.6350188, -1.6631789...   \n",
       "16198            0  [-1.6051046, -1.6449748, -1.958946, -2.1367555...   \n",
       "16199   4294967296  [-1.571691, -1.6714633, -1.7189786, -1.7988837...   \n",
       "16200   2147483648  [-1.5363965, -1.6382275, -1.6002483, -1.880246...   \n",
       "16201            4  [-1.4983203, -1.5111499, -1.5625778, -1.579255...   \n",
       "16202  34359738368  [-1.490953, -1.5014083, -1.5580103, -1.5777667...   \n",
       "16203  34359738880  [-1.4921757, -1.4983203, -1.500908, -1.5031652...   \n",
       "16204  17179869184  [-1.5515616, -1.7158227, -1.7403983, -1.723108...   \n",
       "16205          512  [-1.805065, -1.839212, -1.8309252, -1.7462412,...   \n",
       "16206            0  [-1.5017447, -1.5219247, -1.6689627, -1.792552...   \n",
       "16207            4  [-1.57592, -1.6277108, -1.5334015, -1.9910822,...   \n",
       "16208          260  [-1.526298, -1.6692522, -1.6947883, -1.5178537...   \n",
       "16209            4  [-1.6947883, -1.7757812, -1.5089234, -1.806029...   \n",
       "16210  34384904704  [-1.5867949, -1.5881312, -1.605715, -1.627564,...   \n",
       "16211         2048  [-1.5467417, -1.5990454, -1.9239596, -2.01066,...   \n",
       "16212  34359738880  [-1.6924256, -1.7439752, -1.5346216, -1.958562...   \n",
       "16213  12884901888  [-1.5038781, -1.6539234, -1.7488278, -1.746893...   \n",
       "16214            4  [-1.5554531, -1.8303286, -1.8277848, -1.763303...   \n",
       "16215            0  [-1.6791997, -1.6810541, -2.0457, -1.712985, -...   \n",
       "16216            4  [-1.5774698, -1.5804951, -1.5990454, -1.531566...   \n",
       "16217            4  [-1.629494, -1.6519265, -1.6968423, -1.607856,...   \n",
       "16218          512  [-1.5462711, -1.7061654, -1.7892102, -1.805681...   \n",
       "16219            4  [-1.5445818, -1.6208357, -1.5331515, -1.821861...   \n",
       "16220         2048  [-1.6857072, -1.6760364, -1.7567732, -1.748144...   \n",
       "16221         2048  [-1.6087751, -1.5760676, -1.7159373, -1.768265...   \n",
       "16222            4  [-1.5572999, -1.9590858, -2.0710037, -2.107056...   \n",
       "\n",
       "       HLTdecision    eerhEmax  \n",
       "0                0   59.945774  \n",
       "1                0    7.685011  \n",
       "2                0   17.807323  \n",
       "3                0   24.458019  \n",
       "4                1   17.468464  \n",
       "5                0   75.481010  \n",
       "6                0   21.817509  \n",
       "7                0   40.598221  \n",
       "8                0   33.499947  \n",
       "9                0   12.875604  \n",
       "10               0   70.556847  \n",
       "11               0   35.022083  \n",
       "12               0  296.818573  \n",
       "13               0   10.884281  \n",
       "14               0   56.135136  \n",
       "15               0   12.043768  \n",
       "16               0   23.074594  \n",
       "17               0   37.318119  \n",
       "18               0   10.889310  \n",
       "19               0   20.014994  \n",
       "20               1  240.273041  \n",
       "21               0   16.383236  \n",
       "22               0   14.496080  \n",
       "23               1   62.683998  \n",
       "24               0   10.193210  \n",
       "25               0   13.023837  \n",
       "26               0   15.770721  \n",
       "27               0   13.062366  \n",
       "28               0   45.746254  \n",
       "29               1   22.922178  \n",
       "...            ...         ...  \n",
       "16193            0   17.089766  \n",
       "16194            0   22.087748  \n",
       "16195            0    5.333081  \n",
       "16196            0   13.064578  \n",
       "16197            1   30.516417  \n",
       "16198            0  617.832947  \n",
       "16199            0   13.287435  \n",
       "16200            0   12.202787  \n",
       "16201            0   14.839617  \n",
       "16202            0   14.468057  \n",
       "16203            1  268.938873  \n",
       "16204            0   13.105267  \n",
       "16205            1   41.009258  \n",
       "16206            0   83.529022  \n",
       "16207            0   50.379040  \n",
       "16208            0   16.564949  \n",
       "16209            0    9.308008  \n",
       "16210            1   45.765430  \n",
       "16211            0    9.030704  \n",
       "16212            1   35.326904  \n",
       "16213            0  202.441086  \n",
       "16214            0   11.416076  \n",
       "16215            0   11.749326  \n",
       "16216            0   44.514595  \n",
       "16217            0    8.345950  \n",
       "16218            1  275.180023  \n",
       "16219            0   12.622370  \n",
       "16220            0   18.193808  \n",
       "16221            0   42.953640  \n",
       "16222            0   50.588249  \n",
       "\n",
       "[16223 rows x 13 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#photoncut = (dfs['pfMET'] > 150.0)&(dfs['HLTdecision'] ==1)&(dfs['phoHoverE'] < 0.0260)&(dfs['phoPFChWorstIso'] < 1.146)&(abs(dfs['phoEta']) > 1.479)&(((abs(dfs['phoPhi'])<2.9)&(abs(dfs['phoPhi'])>3.0))|((abs(dfs['phoPhi'])<0)&(abs(dfs['phoPhi'])>0.2)))\n",
    "#halocut = (dfs['pfMET'] > 150.0)&(dfs['HLTdecision'] ==1)&(abs(dfs['phoEta']) > 1.479)&(((abs(dfs['phoPhi'])>2.9)&(abs(dfs['phoPhi'])<3.0))|((abs(dfs['phoPhi'])>0)&(abs(dfs['phoPhi'])<0.2))) \n",
    "#photoncut = (dfs['pfMET'] > 150.0)&(dfs['HLTdecision'] ==1)\n",
    "\n",
    "#photoncut = (dfs['pfMET'] > 150.0)&(dfs['HLTdecision'] ==1)&(dfs['phoHoverE'] < 0.0260)&(dfs['phoPFChWorstIso'] < 1.146)&(abs(dfs['phoEta']) > 1.566)&(((abs(dfs['phoPhi'])<2.9)&(abs(dfs['phoPhi'])>3.0))|((abs(dfs['phoPhi'])<0)&(abs(dfs['phoPhi'])>0.2)))\n",
    "#photoncut = (dfs['pfMET'] > 150.0)&(dfs['HLTdecision'] ==1)&(dfs['phoHoverE'] < 0.0260)&(dfs['phoPFChWorstIso'] < 1.146)&(abs(dfs['phoEta']) > 1.566)\n",
    "#dfs = dfs.loc[photoncut]\n",
    "dfs\n",
    "#dfs = pd.DataFrame.from_dict(dictn)\n",
    "#dfs.columns=branches\n",
    "#dfs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "#dfs = pd.DataFrame.from_dict(dictn, dtype=np.float16)\n",
    "#dfs.columns=branches\n",
    "#photoncut = (dfs['pfMET'] > 150.0)&()\n",
    "#dfs = dfs.loc[photoncut]\n",
    "#dfs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "16223\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>eerhE</th>\n",
       "      <th>eerhiEta</th>\n",
       "      <th>eerhiPhi</th>\n",
       "      <th>pfMET</th>\n",
       "      <th>phoE</th>\n",
       "      <th>phoEta</th>\n",
       "      <th>phoPhi</th>\n",
       "      <th>phoHoverE</th>\n",
       "      <th>phoPFChWorstIso</th>\n",
       "      <th>HLTPho</th>\n",
       "      <th>eerhEta</th>\n",
       "      <th>HLTdecision</th>\n",
       "      <th>eerhEmax</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[0.57353705, 0.391716, 0.68435425, 0.37050915,...</td>\n",
       "      <td>[4, 10, 10, 12, 16, 18, 21, 25, 27, 27, 29, 29...</td>\n",
       "      <td>[57, 63, 64, 62, 85, 55, 33, 27, 26, 40, 66, 6...</td>\n",
       "      <td>32.713936</td>\n",
       "      <td>291.513000</td>\n",
       "      <td>-1.713086</td>\n",
       "      <td>-0.303424</td>\n",
       "      <td>0.019184</td>\n",
       "      <td>36.684589</td>\n",
       "      <td>48</td>\n",
       "      <td>[-1.5609496, -1.6603733, -1.653893, -1.7095982...</td>\n",
       "      <td>0</td>\n",
       "      <td>59.945774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[0.6955372, 0.09417033, 0.91770214, 0.39654475...</td>\n",
       "      <td>[18, 19, 22, 23, 23, 24, 25, 27, 30, 32, 34, 3...</td>\n",
       "      <td>[55, 53, 35, 23, 24, 33, 33, 78, 67, 55, 52, 4...</td>\n",
       "      <td>11.078247</td>\n",
       "      <td>65.994324</td>\n",
       "      <td>-0.938932</td>\n",
       "      <td>1.169271</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.043715</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.9023602, -1.9384148, -1.913024, -1.7416434...</td>\n",
       "      <td>0</td>\n",
       "      <td>7.685011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[0.32794386, 0.94326013, 0.64967257, 0.6385538...</td>\n",
       "      <td>[5, 6, 9, 9, 12, 21, 22, 23, 23, 24, 27, 29, 3...</td>\n",
       "      <td>[46, 46, 63, 72, 64, 85, 61, 60, 61, 67, 55, 4...</td>\n",
       "      <td>38.134724</td>\n",
       "      <td>38.519413</td>\n",
       "      <td>-0.430837</td>\n",
       "      <td>0.296694</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>10.476214</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.5850518, -1.6038513, -1.6386642, -1.571891...</td>\n",
       "      <td>0</td>\n",
       "      <td>17.807323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[0.47662258, 0.702888, 0.22698133, 0.9168724, ...</td>\n",
       "      <td>[4, 9, 13, 15, 20, 21, 21, 21, 23, 23, 26, 26,...</td>\n",
       "      <td>[38, 64, 21, 69, 18, 55, 56, 57, 35, 64, 9, 37...</td>\n",
       "      <td>35.813717</td>\n",
       "      <td>77.277908</td>\n",
       "      <td>1.305593</td>\n",
       "      <td>-2.224039</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>17.180647</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.5375874, -1.6324531, -1.5500665, -1.717730...</td>\n",
       "      <td>0</td>\n",
       "      <td>24.458019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[0.6247256, 1.0208958, 0.0, 0.4715734, 0.37173...</td>\n",
       "      <td>[7, 8, 8, 8, 13, 14, 15, 16, 23, 26, 32, 32, 3...</td>\n",
       "      <td>[65, 26, 62, 63, 76, 76, 82, 82, 54, 44, 59, 7...</td>\n",
       "      <td>29.399672</td>\n",
       "      <td>321.752625</td>\n",
       "      <td>-0.217644</td>\n",
       "      <td>1.786662</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>22.164885</td>\n",
       "      <td>2560</td>\n",
       "      <td>[-1.5847336, -1.5229937, -1.6229625, -1.617385...</td>\n",
       "      <td>1</td>\n",
       "      <td>17.468464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3501373,...</td>\n",
       "      <td>[1, 1, 1, 1, 2, 3, 4, 5, 5, 5, 6, 6, 6, 6, 6, ...</td>\n",
       "      <td>[41, 43, 44, 45, 41, 41, 41, 36, 37, 52, 26, 2...</td>\n",
       "      <td>33.131294</td>\n",
       "      <td>118.866989</td>\n",
       "      <td>-1.660743</td>\n",
       "      <td>-2.821559</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>20.203369</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.4921757, -1.4983203, -1.500908, -1.5031652...</td>\n",
       "      <td>0</td>\n",
       "      <td>75.481010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[0.20157747, 0.03947524, 0.66689885, 0.6163243...</td>\n",
       "      <td>[4, 5, 9, 9, 10, 11, 19, 22, 23, 23, 24, 24, 2...</td>\n",
       "      <td>[39, 65, 31, 32, 31, 61, 68, 41, 54, 89, 41, 4...</td>\n",
       "      <td>43.784824</td>\n",
       "      <td>36.024677</td>\n",
       "      <td>-0.317734</td>\n",
       "      <td>1.587080</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.664182</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.5423299, -1.548306, -1.5852662, -1.593674,...</td>\n",
       "      <td>0</td>\n",
       "      <td>21.817509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>[0.37908202, 5.9351435, 0.5363056, 0.28306776,...</td>\n",
       "      <td>[20, 21, 21, 21, 21, 21, 21, 22, 22, 22, 23, 2...</td>\n",
       "      <td>[70, 52, 53, 54, 67, 68, 70, 50, 70, 72, 19, 4...</td>\n",
       "      <td>77.161690</td>\n",
       "      <td>229.489212</td>\n",
       "      <td>1.155070</td>\n",
       "      <td>2.364793</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>10.989570</td>\n",
       "      <td>17179869184</td>\n",
       "      <td>[-1.8147056, -2.0031998, -2.001216, -1.9981825...</td>\n",
       "      <td>0</td>\n",
       "      <td>40.598221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>[0.0, 0.093686834, 0.55913424, 0.6882529, 0.90...</td>\n",
       "      <td>[1, 1, 9, 17, 19, 19, 21, 22, 23, 24, 25, 28, ...</td>\n",
       "      <td>[45, 57, 21, 65, 59, 60, 42, 59, 60, 69, 28, 5...</td>\n",
       "      <td>16.769018</td>\n",
       "      <td>40.250263</td>\n",
       "      <td>-0.312373</td>\n",
       "      <td>2.611392</td>\n",
       "      <td>0.020155</td>\n",
       "      <td>6.658975</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.5031652, -1.5017447, -1.490953, -1.8027072...</td>\n",
       "      <td>0</td>\n",
       "      <td>33.499947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>[0.0, 0.64642316, 0.6170383, 0.58048517, 0.749...</td>\n",
       "      <td>[6, 10, 15, 16, 16, 17, 17, 20, 22, 22, 23, 24...</td>\n",
       "      <td>[71, 55, 67, 31, 69, 67, 68, 37, 37, 44, 37, 3...</td>\n",
       "      <td>25.593584</td>\n",
       "      <td>82.059570</td>\n",
       "      <td>-1.182063</td>\n",
       "      <td>-0.979981</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>16.392530</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.525224, -1.6947883, -1.7383859, -1.7209783...</td>\n",
       "      <td>0</td>\n",
       "      <td>12.875604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>[0.74871844, 0.9749512, 0.98197013, 0.7358066,...</td>\n",
       "      <td>[8, 13, 14, 17, 18, 22, 24, 24, 24, 25, 25, 29...</td>\n",
       "      <td>[48, 51, 51, 81, 81, 45, 36, 38, 46, 37, 38, 4...</td>\n",
       "      <td>30.486032</td>\n",
       "      <td>244.135452</td>\n",
       "      <td>-1.195659</td>\n",
       "      <td>-1.728697</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.554034</td>\n",
       "      <td>17179869184</td>\n",
       "      <td>[-1.6514719, -1.7726538, -1.7988837, -1.603815...</td>\n",
       "      <td>0</td>\n",
       "      <td>70.556847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>[1.0076023, 0.6390735, 0.28145105, 0.071714565...</td>\n",
       "      <td>[1, 1, 1, 2, 4, 10, 10, 12, 14, 15, 15, 16, 17...</td>\n",
       "      <td>[55, 56, 57, 56, 60, 21, 39, 32, 65, 64, 78, 6...</td>\n",
       "      <td>54.944881</td>\n",
       "      <td>92.442764</td>\n",
       "      <td>1.547221</td>\n",
       "      <td>0.136714</td>\n",
       "      <td>0.028249</td>\n",
       "      <td>26.793713</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.5052385, -1.5038781, -1.5017447, -1.523308...</td>\n",
       "      <td>0</td>\n",
       "      <td>35.022083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>[0.0, 0.11728148, 0.10103441, 0.0, 0.0, 0.0771...</td>\n",
       "      <td>[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, ...</td>\n",
       "      <td>[41, 43, 44, 45, 46, 47, 48, 49, 51, 52, 53, 5...</td>\n",
       "      <td>32.019276</td>\n",
       "      <td>590.979614</td>\n",
       "      <td>-2.209246</td>\n",
       "      <td>-0.103880</td>\n",
       "      <td>0.003873</td>\n",
       "      <td>4.682745</td>\n",
       "      <td>0</td>\n",
       "      <td>[-1.4921757, -1.4983203, -1.500908, -1.5031652...</td>\n",
       "      <td>0</td>\n",
       "      <td>296.818573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>[0.53473383, 1.5400285, 0.057860434, 0.2792178...</td>\n",
       "      <td>[17, 18, 24, 24, 24, 24, 25, 26, 27, 27, 27, 2...</td>\n",
       "      <td>[47, 47, 9, 36, 37, 38, 38, 11, 11, 12, 55, 56...</td>\n",
       "      <td>16.724882</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.8753567, -1.904543, -1.522623, -1.9818835,...</td>\n",
       "      <td>0</td>\n",
       "      <td>10.884281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>[0.27172408, 0.5496283, 0.57998216, 0.64639974...</td>\n",
       "      <td>[13, 15, 15, 18, 19, 21, 23, 23, 24, 25, 25, 2...</td>\n",
       "      <td>[80, 57, 58, 59, 58, 66, 67, 84, 64, 41, 66, 6...</td>\n",
       "      <td>14.620945</td>\n",
       "      <td>109.348000</td>\n",
       "      <td>-1.826766</td>\n",
       "      <td>2.062715</td>\n",
       "      <td>0.012695</td>\n",
       "      <td>3.338667</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.5543265, -1.8117219, -1.8068881, -1.880963...</td>\n",
       "      <td>0</td>\n",
       "      <td>56.135136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>[1.3162209, 0.99488264, 1.447903, 0.44353387, ...</td>\n",
       "      <td>[7, 16, 16, 19, 19, 20, 20, 21, 21, 21, 22, 22...</td>\n",
       "      <td>[65, 14, 15, 53, 87, 40, 54, 38, 39, 51, 38, 3...</td>\n",
       "      <td>40.455025</td>\n",
       "      <td>35.435154</td>\n",
       "      <td>0.183152</td>\n",
       "      <td>-0.381859</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>28.031940</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.5847336, -1.5027426, -1.5164951, -1.938414...</td>\n",
       "      <td>0</td>\n",
       "      <td>12.043768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>[0.29147577, 0.59572965, 1.0120338, 0.0, 0.0, ...</td>\n",
       "      <td>[1, 7, 17, 18, 22, 22, 22, 23, 24, 24, 27, 28,...</td>\n",
       "      <td>[41, 67, 63, 70, 9, 80, 81, 66, 65, 66, 54, 55...</td>\n",
       "      <td>40.828140</td>\n",
       "      <td>56.061317</td>\n",
       "      <td>0.930793</td>\n",
       "      <td>2.453422</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>9.181943</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.4921757, -1.5724325, -1.822056, -1.7692459...</td>\n",
       "      <td>0</td>\n",
       "      <td>23.074594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>[0.54940265, 1.0870161, 1.9177415, 1.182843, 0...</td>\n",
       "      <td>[10, 11, 18, 20, 27, 27, 27, 29, 34, 34, 35, 3...</td>\n",
       "      <td>[47, 58, 46, 53, 51, 53, 54, 43, 73, 75, 72, 3...</td>\n",
       "      <td>24.330175</td>\n",
       "      <td>49.215473</td>\n",
       "      <td>-0.746989</td>\n",
       "      <td>-0.296045</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>14.826808</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.6961466, -1.706934, -1.9009337, -1.9696511...</td>\n",
       "      <td>0</td>\n",
       "      <td>37.318119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>[0.063485615, 1.4659631, 1.1867768, 1.4339564,...</td>\n",
       "      <td>[22, 23, 24, 24, 25, 26, 27, 29, 29, 31, 31, 3...</td>\n",
       "      <td>[44, 42, 45, 77, 47, 44, 46, 10, 47, 32, 35, 3...</td>\n",
       "      <td>63.993057</td>\n",
       "      <td>209.773270</td>\n",
       "      <td>-0.449401</td>\n",
       "      <td>2.636703</td>\n",
       "      <td>0.015401</td>\n",
       "      <td>33.910625</td>\n",
       "      <td>0</td>\n",
       "      <td>[-2.0126476, -2.027749, -2.087809, -1.7840254,...</td>\n",
       "      <td>0</td>\n",
       "      <td>10.889310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>[1.2401636, 0.8471958, 4.233562, 2.6023114, 0....</td>\n",
       "      <td>[19, 23, 23, 23, 24, 24, 24, 25, 26, 27, 28, 2...</td>\n",
       "      <td>[41, 33, 39, 70, 32, 33, 38, 13, 64, 72, 56, 1...</td>\n",
       "      <td>44.548962</td>\n",
       "      <td>56.446499</td>\n",
       "      <td>0.502134</td>\n",
       "      <td>-0.040677</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.938259</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.8988249, -1.908809, -1.9942989, -1.8823931...</td>\n",
       "      <td>0</td>\n",
       "      <td>20.014994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>[1.020189, 0.5223093, 0.15027708, 0.47096837, ...</td>\n",
       "      <td>[6, 12, 17, 17, 22, 23, 28, 31, 33, 33, 34, 34...</td>\n",
       "      <td>[52, 38, 18, 19, 67, 41, 45, 54, 51, 52, 49, 5...</td>\n",
       "      <td>56.573040</td>\n",
       "      <td>584.965210</td>\n",
       "      <td>-1.621599</td>\n",
       "      <td>-0.266245</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.027679</td>\n",
       "      <td>34359738880</td>\n",
       "      <td>[-1.608388, -1.7002381, -1.5705793, -1.5847425...</td>\n",
       "      <td>1</td>\n",
       "      <td>240.273041</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>[0.7705798, 0.17691891, 0.35633156, 0.5638818,...</td>\n",
       "      <td>[13, 14, 14, 19, 26, 26, 27, 27, 34, 35, 35, 3...</td>\n",
       "      <td>[74, 18, 74, 83, 6, 65, 55, 65, 32, 64, 95, 57...</td>\n",
       "      <td>41.992313</td>\n",
       "      <td>47.734428</td>\n",
       "      <td>0.323131</td>\n",
       "      <td>0.399596</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.294949</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.6231883, -1.530048, -1.6422262, -1.6061915...</td>\n",
       "      <td>0</td>\n",
       "      <td>16.383236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>[0.028468855, 0.66974074, 0.5411344, 0.5061978...</td>\n",
       "      <td>[6, 6, 14, 15, 17, 18, 19, 19, 20, 20, 20, 21,...</td>\n",
       "      <td>[29, 58, 23, 23, 73, 19, 18, 76, 39, 70, 71, 7...</td>\n",
       "      <td>59.122608</td>\n",
       "      <td>50.692154</td>\n",
       "      <td>0.803433</td>\n",
       "      <td>0.522909</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.978151</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.5143713, -1.5970098, -1.5912756, -1.608532...</td>\n",
       "      <td>0</td>\n",
       "      <td>14.496080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>[0.9383654, 0.1462764, 0.29107848, 0.7169905, ...</td>\n",
       "      <td>[17, 18, 18, 19, 25, 25, 26, 28, 28, 29, 30, 3...</td>\n",
       "      <td>[70, 68, 70, 69, 65, 67, 51, 39, 41, 56, 37, 3...</td>\n",
       "      <td>66.113213</td>\n",
       "      <td>449.126495</td>\n",
       "      <td>0.973758</td>\n",
       "      <td>0.391197</td>\n",
       "      <td>0.019299</td>\n",
       "      <td>1.276605</td>\n",
       "      <td>512</td>\n",
       "      <td>[-1.7470397, -1.794136, -1.7692459, -1.8050032...</td>\n",
       "      <td>1</td>\n",
       "      <td>62.683998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>[0.6535855, 0.7630749, 1.134879, 0.0, 0.608270...</td>\n",
       "      <td>[2, 9, 10, 14, 23, 26, 28, 28, 30, 36, 36, 37,...</td>\n",
       "      <td>[54, 60, 61, 18, 89, 71, 43, 44, 92, 21, 42, 1...</td>\n",
       "      <td>15.339947</td>\n",
       "      <td>44.091953</td>\n",
       "      <td>0.479933</td>\n",
       "      <td>0.018201</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>16.002438</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.5261652, -1.6542577, -1.6720846, -1.530048...</td>\n",
       "      <td>0</td>\n",
       "      <td>10.193210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>[0.021763062, 0.6001598, 0.80466735, 1.3429208...</td>\n",
       "      <td>[3, 17, 21, 28, 29, 30, 30, 32, 33, 34, 34, 38...</td>\n",
       "      <td>[60, 77, 54, 46, 52, 49, 53, 46, 57, 66, 67, 3...</td>\n",
       "      <td>29.971497</td>\n",
       "      <td>51.994427</td>\n",
       "      <td>0.812867</td>\n",
       "      <td>-0.718508</td>\n",
       "      <td>0.035771</td>\n",
       "      <td>2.251867</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.53178, -1.6578352, -1.9981825, -2.2488384,...</td>\n",
       "      <td>0</td>\n",
       "      <td>13.023837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>[0.30262282, 0.69275993, 0.4316758, 0.552716, ...</td>\n",
       "      <td>[3, 4, 5, 5, 12, 13, 16, 18, 19, 19, 20, 21, 2...</td>\n",
       "      <td>[60, 49, 48, 49, 39, 70, 51, 50, 46, 85, 85, 4...</td>\n",
       "      <td>14.489671</td>\n",
       "      <td>67.957535</td>\n",
       "      <td>-0.229867</td>\n",
       "      <td>-0.269756</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.536322</td>\n",
       "      <td>0</td>\n",
       "      <td>[-1.53178, -1.5681756, -1.5881312, -1.589057, ...</td>\n",
       "      <td>0</td>\n",
       "      <td>15.770721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>[0.64710516, 0.68641835, 0.31638044, 1.684211,...</td>\n",
       "      <td>[3, 4, 4, 4, 4, 5, 6, 23, 23, 23, 24, 26, 27, ...</td>\n",
       "      <td>[42, 40, 41, 44, 45, 45, 65, 61, 62, 92, 51, 6...</td>\n",
       "      <td>47.448196</td>\n",
       "      <td>75.430435</td>\n",
       "      <td>1.387821</td>\n",
       "      <td>-0.084292</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.333086</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.5339751, -1.5467417, -1.5501909, -1.560001...</td>\n",
       "      <td>0</td>\n",
       "      <td>13.062366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>[0.5158429, 0.0, 0.0, 0.0, 0.0, 0.39024547, 3....</td>\n",
       "      <td>[6, 9, 9, 9, 9, 9, 9, 10, 13, 14, 14, 14, 14, ...</td>\n",
       "      <td>[48, 21, 22, 23, 24, 25, 42, 21, 71, 16, 17, 1...</td>\n",
       "      <td>21.479958</td>\n",
       "      <td>56.794922</td>\n",
       "      <td>-0.750878</td>\n",
       "      <td>0.353642</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>31.974827</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.6071451, -1.490953, -1.5014083, -1.5117368...</td>\n",
       "      <td>0</td>\n",
       "      <td>45.746254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>[0.44432625, 1.3738993, 0.5282819, 0.33295903,...</td>\n",
       "      <td>[1, 2, 3, 4, 5, 5, 7, 8, 10, 10, 15, 16, 16, 1...</td>\n",
       "      <td>[56, 56, 56, 48, 58, 65, 56, 56, 45, 52, 77, 3...</td>\n",
       "      <td>57.038689</td>\n",
       "      <td>222.476730</td>\n",
       "      <td>0.133297</td>\n",
       "      <td>-0.798699</td>\n",
       "      <td>0.020937</td>\n",
       "      <td>3.075060</td>\n",
       "      <td>34359738880</td>\n",
       "      <td>[-1.5038781, -1.5233086, -1.5431255, -1.567288...</td>\n",
       "      <td>1</td>\n",
       "      <td>22.922178</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16193</th>\n",
       "      <td>[0.21716417, 0.99299556, 1.0378653, 1.318709, ...</td>\n",
       "      <td>[4, 14, 22, 25, 25, 30, 32, 33, 33, 33, 34, 35...</td>\n",
       "      <td>[61, 46, 90, 68, 69, 20, 61, 52, 61, 62, 49, 3...</td>\n",
       "      <td>60.638275</td>\n",
       "      <td>14.097480</td>\n",
       "      <td>-0.536101</td>\n",
       "      <td>2.880403</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>33.479492</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.5482242, -1.7914377, -1.5351856, -1.966570...</td>\n",
       "      <td>0</td>\n",
       "      <td>17.089766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16194</th>\n",
       "      <td>[0.10565445, 0.5686583, 0.09202439, 0.0, 1.549...</td>\n",
       "      <td>[1, 3, 5, 6, 6, 9, 9, 14, 14, 21, 24, 24, 27, ...</td>\n",
       "      <td>[53, 50, 51, 29, 37, 72, 73, 39, 50, 63, 39, 4...</td>\n",
       "      <td>28.131332</td>\n",
       "      <td>47.459164</td>\n",
       "      <td>0.609029</td>\n",
       "      <td>0.072727</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>24.980583</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.5075879, -1.5481957, -1.5896521, -1.514371...</td>\n",
       "      <td>0</td>\n",
       "      <td>22.087748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16195</th>\n",
       "      <td>[0.39637274, 0.12001391, 0.8047932, 0.8050362,...</td>\n",
       "      <td>[4, 18, 19, 22, 30, 30, 38, 39, 41, 42, 42, 45...</td>\n",
       "      <td>[48, 84, 83, 70, 38, 39, 18, 41, 43, 36, 59, 6...</td>\n",
       "      <td>19.802746</td>\n",
       "      <td>68.065262</td>\n",
       "      <td>-1.099384</td>\n",
       "      <td>3.019686</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.999383</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.5672883, -1.576235, -1.6061915, -1.8585228...</td>\n",
       "      <td>0</td>\n",
       "      <td>5.333081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16196</th>\n",
       "      <td>[0.7674544, 0.6761247, 0.3623996, 0.5087155, 0...</td>\n",
       "      <td>[7, 8, 8, 12, 18, 22, 23, 23, 23, 24, 24, 24, ...</td>\n",
       "      <td>[62, 46, 62, 31, 21, 90, 54, 55, 58, 55, 56, 5...</td>\n",
       "      <td>64.094452</td>\n",
       "      <td>62.418568</td>\n",
       "      <td>-0.429334</td>\n",
       "      <td>-2.229832</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.586621</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.6018765, -1.6478622, -1.6229625, -1.640870...</td>\n",
       "      <td>0</td>\n",
       "      <td>13.064578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16197</th>\n",
       "      <td>[0.12865975, 0.44636717, 1.0479233, 1.6441474,...</td>\n",
       "      <td>[4, 5, 8, 12, 15, 15, 16, 17, 27, 28, 29, 30, ...</td>\n",
       "      <td>[38, 59, 42, 68, 16, 47, 85, 48, 76, 78, 78, 4...</td>\n",
       "      <td>18.546909</td>\n",
       "      <td>465.000519</td>\n",
       "      <td>-1.208125</td>\n",
       "      <td>-2.747290</td>\n",
       "      <td>0.007072</td>\n",
       "      <td>117.244743</td>\n",
       "      <td>512</td>\n",
       "      <td>[-1.5375874, -1.575335, -1.6350188, -1.6631789...</td>\n",
       "      <td>1</td>\n",
       "      <td>30.516417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16198</th>\n",
       "      <td>[0.5749743, 0.49630576, 1.9628642, 1.8539534, ...</td>\n",
       "      <td>[8, 15, 23, 25, 27, 31, 32, 32, 32, 33, 33, 35...</td>\n",
       "      <td>[65, 26, 65, 47, 36, 55, 53, 54, 55, 30, 53, 3...</td>\n",
       "      <td>8.927145</td>\n",
       "      <td>746.324341</td>\n",
       "      <td>2.489815</td>\n",
       "      <td>-2.504953</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.435292</td>\n",
       "      <td>0</td>\n",
       "      <td>[-1.6051046, -1.6449748, -1.958946, -2.1367555...</td>\n",
       "      <td>0</td>\n",
       "      <td>617.832947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16199</th>\n",
       "      <td>[0.5142455, 0.66618365, 0.17014934, 0.9493499,...</td>\n",
       "      <td>[5, 9, 11, 14, 15, 21, 26, 27, 28, 29, 29, 30,...</td>\n",
       "      <td>[60, 55, 54, 51, 85, 55, 9, 74, 24, 25, 73, 73...</td>\n",
       "      <td>24.525909</td>\n",
       "      <td>92.510925</td>\n",
       "      <td>0.071084</td>\n",
       "      <td>2.391690</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.220855</td>\n",
       "      <td>4294967296</td>\n",
       "      <td>[-1.571691, -1.6714633, -1.7189786, -1.7988837...</td>\n",
       "      <td>0</td>\n",
       "      <td>13.287435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16200</th>\n",
       "      <td>[0.0, 0.8485975, 1.3110126, 0.25662145, 0.9771...</td>\n",
       "      <td>[6, 15, 15, 17, 19, 20, 20, 20, 20, 21, 21, 22...</td>\n",
       "      <td>[32, 76, 79, 52, 54, 46, 47, 55, 78, 55, 67, 5...</td>\n",
       "      <td>34.057873</td>\n",
       "      <td>72.926041</td>\n",
       "      <td>-0.738583</td>\n",
       "      <td>0.901007</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.979506</td>\n",
       "      <td>2147483648</td>\n",
       "      <td>[-1.5363965, -1.6382275, -1.6002483, -1.880246...</td>\n",
       "      <td>0</td>\n",
       "      <td>12.202787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16201</th>\n",
       "      <td>[0.5629311, 0.3102332, 0.616388, 0.5308041, 0....</td>\n",
       "      <td>[1, 2, 6, 7, 13, 14, 16, 19, 25, 25, 25, 26, 2...</td>\n",
       "      <td>[43, 41, 36, 66, 44, 43, 51, 46, 47, 65, 66, 4...</td>\n",
       "      <td>26.125748</td>\n",
       "      <td>36.080662</td>\n",
       "      <td>-0.255625</td>\n",
       "      <td>0.697406</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.362293</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.4983203, -1.5111499, -1.5625778, -1.579255...</td>\n",
       "      <td>0</td>\n",
       "      <td>14.839617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16202</th>\n",
       "      <td>[0.037972573, 0.23759745, 0.2015885, 0.7450189...</td>\n",
       "      <td>[9, 9, 10, 10, 10, 13, 14, 16, 17, 30, 30, 30,...</td>\n",
       "      <td>[21, 22, 26, 28, 29, 62, 63, 22, 14, 46, 47, 4...</td>\n",
       "      <td>29.683407</td>\n",
       "      <td>236.412186</td>\n",
       "      <td>0.625948</td>\n",
       "      <td>-2.071362</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.992521</td>\n",
       "      <td>34359738368</td>\n",
       "      <td>[-1.490953, -1.5014083, -1.5580103, -1.5777667...</td>\n",
       "      <td>0</td>\n",
       "      <td>14.468057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16203</th>\n",
       "      <td>[0.0, 0.10888368, 0.0, 0.0, 0.0, 0.0, 0.000635...</td>\n",
       "      <td>[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, ...</td>\n",
       "      <td>[41, 43, 44, 45, 46, 47, 48, 49, 51, 52, 53, 5...</td>\n",
       "      <td>204.042496</td>\n",
       "      <td>397.980286</td>\n",
       "      <td>-1.540873</td>\n",
       "      <td>-3.134427</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.719087</td>\n",
       "      <td>34359738880</td>\n",
       "      <td>[-1.4921757, -1.4983203, -1.500908, -1.5031652...</td>\n",
       "      <td>1</td>\n",
       "      <td>268.938873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16204</th>\n",
       "      <td>[0.557596, 0.5976003, 0.64109993, 0.5197911, 0...</td>\n",
       "      <td>[11, 11, 12, 17, 17, 21, 22, 30, 31, 37, 39, 4...</td>\n",
       "      <td>[24, 46, 46, 72, 73, 89, 27, 20, 20, 40, 63, 5...</td>\n",
       "      <td>18.090673</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17179869184</td>\n",
       "      <td>[-1.5515616, -1.7158227, -1.7403983, -1.723108...</td>\n",
       "      <td>0</td>\n",
       "      <td>13.105267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16205</th>\n",
       "      <td>[0.52980864, 0.47849178, 1.547564, 1.275677, 0...</td>\n",
       "      <td>[16, 17, 17, 19, 20, 20, 20, 21, 21, 22, 24, 2...</td>\n",
       "      <td>[62, 61, 62, 28, 53, 62, 63, 30, 63, 63, 52, 5...</td>\n",
       "      <td>54.694443</td>\n",
       "      <td>280.286926</td>\n",
       "      <td>-0.060269</td>\n",
       "      <td>-3.129063</td>\n",
       "      <td>0.034008</td>\n",
       "      <td>9.866374</td>\n",
       "      <td>512</td>\n",
       "      <td>[-1.805065, -1.839212, -1.8309252, -1.7462412,...</td>\n",
       "      <td>1</td>\n",
       "      <td>41.009258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16206</th>\n",
       "      <td>[0.059250854, 0.03882415, 1.2404441, 0.8848875...</td>\n",
       "      <td>[1, 9, 12, 14, 14, 27, 28, 29, 30, 30, 31, 36,...</td>\n",
       "      <td>[57, 24, 34, 55, 59, 30, 29, 36, 30, 48, 50, 4...</td>\n",
       "      <td>28.834049</td>\n",
       "      <td>87.013763</td>\n",
       "      <td>0.819303</td>\n",
       "      <td>-2.632750</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.231150</td>\n",
       "      <td>0</td>\n",
       "      <td>[-1.5017447, -1.5219247, -1.6689627, -1.792552...</td>\n",
       "      <td>0</td>\n",
       "      <td>83.529022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16207</th>\n",
       "      <td>[0.48653644, 0.49838778, 0.0031477094, 0.28051...</td>\n",
       "      <td>[15, 18, 25, 26, 28, 30, 31, 35, 37, 37, 39, 4...</td>\n",
       "      <td>[81, 21, 9, 68, 70, 58, 40, 51, 48, 51, 97, 64...</td>\n",
       "      <td>11.843987</td>\n",
       "      <td>151.649155</td>\n",
       "      <td>1.893990</td>\n",
       "      <td>-1.529752</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.433138</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.57592, -1.6277108, -1.5334015, -1.9910822,...</td>\n",
       "      <td>0</td>\n",
       "      <td>50.379040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16208</th>\n",
       "      <td>[0.44121182, 0.5525787, 0.0, 0.16063796, 0.328...</td>\n",
       "      <td>[8, 9, 10, 11, 14, 14, 16, 21, 23, 24, 25, 25,...</td>\n",
       "      <td>[75, 56, 55, 21, 44, 45, 46, 90, 43, 43, 18, 8...</td>\n",
       "      <td>34.975788</td>\n",
       "      <td>266.577911</td>\n",
       "      <td>0.623929</td>\n",
       "      <td>-0.129163</td>\n",
       "      <td>0.007802</td>\n",
       "      <td>30.226992</td>\n",
       "      <td>260</td>\n",
       "      <td>[-1.526298, -1.6692522, -1.6947883, -1.5178537...</td>\n",
       "      <td>0</td>\n",
       "      <td>16.564949</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16209</th>\n",
       "      <td>[0.5503057, 1.4967083, 0.0, 0.5676646, 1.03737...</td>\n",
       "      <td>[10, 14, 14, 18, 22, 31, 32, 35, 36, 39, 46, 4...</td>\n",
       "      <td>[55, 59, 85, 67, 66, 50, 46, 25, 25, 64, 33, 3...</td>\n",
       "      <td>29.286442</td>\n",
       "      <td>141.845673</td>\n",
       "      <td>1.369258</td>\n",
       "      <td>-2.815542</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>22.982538</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.6947883, -1.7757812, -1.5089234, -1.806029...</td>\n",
       "      <td>0</td>\n",
       "      <td>9.308008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16210</th>\n",
       "      <td>[0.20384932, 0.0, 2.1570668, 0.29963887, 0.082...</td>\n",
       "      <td>[5, 5, 6, 7, 13, 14, 14, 17, 18, 20, 21, 23, 2...</td>\n",
       "      <td>[47, 48, 47, 47, 37, 38, 40, 33, 33, 54, 57, 5...</td>\n",
       "      <td>30.716896</td>\n",
       "      <td>463.427551</td>\n",
       "      <td>1.092386</td>\n",
       "      <td>1.273472</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.242246</td>\n",
       "      <td>34384904704</td>\n",
       "      <td>[-1.5867949, -1.5881312, -1.605715, -1.627564,...</td>\n",
       "      <td>1</td>\n",
       "      <td>45.765430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16211</th>\n",
       "      <td>[0.0, 0.7914087, 0.75093, 1.4281421, 0.8819091...</td>\n",
       "      <td>[4, 6, 21, 23, 24, 24, 24, 25, 26, 27, 32, 32,...</td>\n",
       "      <td>[40, 44, 38, 61, 49, 60, 77, 78, 8, 79, 57, 77...</td>\n",
       "      <td>32.393497</td>\n",
       "      <td>544.045166</td>\n",
       "      <td>-0.552196</td>\n",
       "      <td>2.686244</td>\n",
       "      <td>0.194038</td>\n",
       "      <td>85.714447</td>\n",
       "      <td>2048</td>\n",
       "      <td>[-1.5467417, -1.5990454, -1.9239596, -2.01066,...</td>\n",
       "      <td>0</td>\n",
       "      <td>9.030704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16212</th>\n",
       "      <td>[0.6262479, 1.0149078, 0.054384805, 0.58902794...</td>\n",
       "      <td>[10, 16, 18, 20, 21, 21, 21, 21, 22, 22, 23, 2...</td>\n",
       "      <td>[56, 33, 87, 56, 38, 56, 57, 58, 41, 57, 33, 3...</td>\n",
       "      <td>26.814749</td>\n",
       "      <td>344.717499</td>\n",
       "      <td>0.531388</td>\n",
       "      <td>-3.051793</td>\n",
       "      <td>0.002921</td>\n",
       "      <td>3.845643</td>\n",
       "      <td>34359738880</td>\n",
       "      <td>[-1.6924256, -1.7439752, -1.5346216, -1.958562...</td>\n",
       "      <td>1</td>\n",
       "      <td>35.326904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16213</th>\n",
       "      <td>[0.0, 1.947537, 1.3599526, 0.6874847, 0.252203...</td>\n",
       "      <td>[1, 12, 13, 14, 14, 18, 18, 21, 21, 22, 25, 26...</td>\n",
       "      <td>[56, 69, 42, 38, 70, 29, 30, 45, 58, 45, 31, 3...</td>\n",
       "      <td>34.859692</td>\n",
       "      <td>240.555832</td>\n",
       "      <td>-1.572004</td>\n",
       "      <td>0.890291</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.903734</td>\n",
       "      <td>12884901888</td>\n",
       "      <td>[-1.5038781, -1.6539234, -1.7488278, -1.746893...</td>\n",
       "      <td>0</td>\n",
       "      <td>202.441086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16214</th>\n",
       "      <td>[0.35430077, 1.740863, 0.19657063, 0.64109653,...</td>\n",
       "      <td>[14, 19, 22, 22, 23, 26, 26, 29, 30, 30, 32, 3...</td>\n",
       "      <td>[20, 67, 72, 76, 73, 41, 42, 36, 51, 53, 54, 6...</td>\n",
       "      <td>49.660271</td>\n",
       "      <td>57.748798</td>\n",
       "      <td>-0.936341</td>\n",
       "      <td>-1.176093</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.211262</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.5554531, -1.8303286, -1.8277848, -1.763303...</td>\n",
       "      <td>0</td>\n",
       "      <td>11.416076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16215</th>\n",
       "      <td>[0.2836764, 0.84998643, 0.7233945, 2.6851556, ...</td>\n",
       "      <td>[21, 22, 23, 23, 25, 25, 35, 36, 38, 40, 40, 4...</td>\n",
       "      <td>[80, 81, 44, 80, 32, 33, 30, 31, 62, 39, 57, 6...</td>\n",
       "      <td>6.437563</td>\n",
       "      <td>153.121063</td>\n",
       "      <td>0.809388</td>\n",
       "      <td>2.189862</td>\n",
       "      <td>0.122218</td>\n",
       "      <td>93.748077</td>\n",
       "      <td>0</td>\n",
       "      <td>[-1.6791997, -1.6810541, -2.0457, -1.712985, -...</td>\n",
       "      <td>0</td>\n",
       "      <td>11.749326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16216</th>\n",
       "      <td>[1.2103211, 0.39509597, 0.785334, 0.081533104,...</td>\n",
       "      <td>[5, 5, 6, 6, 7, 16, 17, 17, 17, 20, 21, 22, 22...</td>\n",
       "      <td>[43, 44, 44, 70, 26, 45, 57, 58, 59, 37, 89, 3...</td>\n",
       "      <td>26.919624</td>\n",
       "      <td>61.794586</td>\n",
       "      <td>-1.228962</td>\n",
       "      <td>2.374858</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.199727</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.5774698, -1.5804951, -1.5990454, -1.531566...</td>\n",
       "      <td>0</td>\n",
       "      <td>44.514595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16217</th>\n",
       "      <td>[0.9836941, 1.3833045, 0.7646398, 0.58754104, ...</td>\n",
       "      <td>[7, 8, 10, 13, 13, 13, 14, 14, 15, 15, 15, 23,...</td>\n",
       "      <td>[53, 53, 54, 26, 27, 58, 19, 82, 18, 83, 84, 8...</td>\n",
       "      <td>51.062561</td>\n",
       "      <td>47.844006</td>\n",
       "      <td>0.349517</td>\n",
       "      <td>0.324604</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.675352</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.629494, -1.6519265, -1.6968423, -1.607856,...</td>\n",
       "      <td>0</td>\n",
       "      <td>8.345950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16218</th>\n",
       "      <td>[0.034662317, 0.89456266, 1.504921, 0.53845805...</td>\n",
       "      <td>[5, 14, 22, 22, 24, 25, 25, 25, 28, 28, 28, 28...</td>\n",
       "      <td>[36, 68, 27, 28, 41, 35, 50, 52, 59, 60, 61, 6...</td>\n",
       "      <td>37.718128</td>\n",
       "      <td>636.701660</td>\n",
       "      <td>1.791145</td>\n",
       "      <td>0.294976</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>39.885208</td>\n",
       "      <td>512</td>\n",
       "      <td>[-1.5462711, -1.7061654, -1.7892102, -1.805681...</td>\n",
       "      <td>1</td>\n",
       "      <td>275.180023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16219</th>\n",
       "      <td>[0.5665232, 0.8259297, 0.5143717, 0.8552259, 0...</td>\n",
       "      <td>[8, 11, 11, 15, 26, 27, 28, 29, 29, 31, 31, 33...</td>\n",
       "      <td>[73, 31, 79, 54, 30, 76, 74, 47, 74, 36, 47, 4...</td>\n",
       "      <td>11.804386</td>\n",
       "      <td>102.827415</td>\n",
       "      <td>1.279167</td>\n",
       "      <td>2.229349</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.673388</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.5445818, -1.6208357, -1.5331515, -1.821861...</td>\n",
       "      <td>0</td>\n",
       "      <td>12.622370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16220</th>\n",
       "      <td>[0.6090848, 0.490384, 1.991713, 1.41045, 0.0, ...</td>\n",
       "      <td>[14, 14, 15, 15, 16, 20, 21, 21, 27, 28, 28, 3...</td>\n",
       "      <td>[70, 71, 65, 66, 14, 46, 10, 46, 61, 40, 65, 6...</td>\n",
       "      <td>78.475449</td>\n",
       "      <td>481.618439</td>\n",
       "      <td>-0.774930</td>\n",
       "      <td>2.402353</td>\n",
       "      <td>0.056054</td>\n",
       "      <td>89.889481</td>\n",
       "      <td>2048</td>\n",
       "      <td>[-1.6857072, -1.6760364, -1.7567732, -1.748144...</td>\n",
       "      <td>0</td>\n",
       "      <td>18.193808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16221</th>\n",
       "      <td>[1.5733207, 0.5320063, 1.0865756, 1.7476381, 0...</td>\n",
       "      <td>[6, 6, 12, 13, 13, 13, 14, 14, 14, 15, 15, 15,...</td>\n",
       "      <td>[51, 63, 61, 47, 48, 49, 16, 49, 81, 55, 56, 6...</td>\n",
       "      <td>109.017082</td>\n",
       "      <td>764.290283</td>\n",
       "      <td>-0.424440</td>\n",
       "      <td>0.864794</td>\n",
       "      <td>0.244396</td>\n",
       "      <td>112.632812</td>\n",
       "      <td>2048</td>\n",
       "      <td>[-1.6087751, -1.5760676, -1.7159373, -1.768265...</td>\n",
       "      <td>0</td>\n",
       "      <td>42.953640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16222</th>\n",
       "      <td>[0.27393243, 1.1091284, 0.040531676, 1.9056287...</td>\n",
       "      <td>[6, 21, 23, 24, 25, 26, 27, 28, 29, 29, 30, 31...</td>\n",
       "      <td>[35, 60, 49, 49, 46, 58, 78, 78, 47, 64, 30, 4...</td>\n",
       "      <td>27.049906</td>\n",
       "      <td>75.035553</td>\n",
       "      <td>-1.322034</td>\n",
       "      <td>-1.473530</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>11.490534</td>\n",
       "      <td>4</td>\n",
       "      <td>[-1.5572999, -1.9590858, -2.0710037, -2.107056...</td>\n",
       "      <td>0</td>\n",
       "      <td>50.588249</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>16223 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   eerhE  \\\n",
       "0      [0.57353705, 0.391716, 0.68435425, 0.37050915,...   \n",
       "1      [0.6955372, 0.09417033, 0.91770214, 0.39654475...   \n",
       "2      [0.32794386, 0.94326013, 0.64967257, 0.6385538...   \n",
       "3      [0.47662258, 0.702888, 0.22698133, 0.9168724, ...   \n",
       "4      [0.6247256, 1.0208958, 0.0, 0.4715734, 0.37173...   \n",
       "5      [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.3501373,...   \n",
       "6      [0.20157747, 0.03947524, 0.66689885, 0.6163243...   \n",
       "7      [0.37908202, 5.9351435, 0.5363056, 0.28306776,...   \n",
       "8      [0.0, 0.093686834, 0.55913424, 0.6882529, 0.90...   \n",
       "9      [0.0, 0.64642316, 0.6170383, 0.58048517, 0.749...   \n",
       "10     [0.74871844, 0.9749512, 0.98197013, 0.7358066,...   \n",
       "11     [1.0076023, 0.6390735, 0.28145105, 0.071714565...   \n",
       "12     [0.0, 0.11728148, 0.10103441, 0.0, 0.0, 0.0771...   \n",
       "13     [0.53473383, 1.5400285, 0.057860434, 0.2792178...   \n",
       "14     [0.27172408, 0.5496283, 0.57998216, 0.64639974...   \n",
       "15     [1.3162209, 0.99488264, 1.447903, 0.44353387, ...   \n",
       "16     [0.29147577, 0.59572965, 1.0120338, 0.0, 0.0, ...   \n",
       "17     [0.54940265, 1.0870161, 1.9177415, 1.182843, 0...   \n",
       "18     [0.063485615, 1.4659631, 1.1867768, 1.4339564,...   \n",
       "19     [1.2401636, 0.8471958, 4.233562, 2.6023114, 0....   \n",
       "20     [1.020189, 0.5223093, 0.15027708, 0.47096837, ...   \n",
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       "22     [0.028468855, 0.66974074, 0.5411344, 0.5061978...   \n",
       "23     [0.9383654, 0.1462764, 0.29107848, 0.7169905, ...   \n",
       "24     [0.6535855, 0.7630749, 1.134879, 0.0, 0.608270...   \n",
       "25     [0.021763062, 0.6001598, 0.80466735, 1.3429208...   \n",
       "26     [0.30262282, 0.69275993, 0.4316758, 0.552716, ...   \n",
       "27     [0.64710516, 0.68641835, 0.31638044, 1.684211,...   \n",
       "28     [0.5158429, 0.0, 0.0, 0.0, 0.0, 0.39024547, 3....   \n",
       "29     [0.44432625, 1.3738993, 0.5282819, 0.33295903,...   \n",
       "...                                                  ...   \n",
       "16193  [0.21716417, 0.99299556, 1.0378653, 1.318709, ...   \n",
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       "16200  [0.0, 0.8485975, 1.3110126, 0.25662145, 0.9771...   \n",
       "16201  [0.5629311, 0.3102332, 0.616388, 0.5308041, 0....   \n",
       "16202  [0.037972573, 0.23759745, 0.2015885, 0.7450189...   \n",
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       "16205  [0.52980864, 0.47849178, 1.547564, 1.275677, 0...   \n",
       "16206  [0.059250854, 0.03882415, 1.2404441, 0.8848875...   \n",
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       "16209  [0.5503057, 1.4967083, 0.0, 0.5676646, 1.03737...   \n",
       "16210  [0.20384932, 0.0, 2.1570668, 0.29963887, 0.082...   \n",
       "16211  [0.0, 0.7914087, 0.75093, 1.4281421, 0.8819091...   \n",
       "16212  [0.6262479, 1.0149078, 0.054384805, 0.58902794...   \n",
       "16213  [0.0, 1.947537, 1.3599526, 0.6874847, 0.252203...   \n",
       "16214  [0.35430077, 1.740863, 0.19657063, 0.64109653,...   \n",
       "16215  [0.2836764, 0.84998643, 0.7233945, 2.6851556, ...   \n",
       "16216  [1.2103211, 0.39509597, 0.785334, 0.081533104,...   \n",
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       "16218  [0.034662317, 0.89456266, 1.504921, 0.53845805...   \n",
       "16219  [0.5665232, 0.8259297, 0.5143717, 0.8552259, 0...   \n",
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       "16222  [0.27393243, 1.1091284, 0.040531676, 1.9056287...   \n",
       "\n",
       "                                                eerhiEta  \\\n",
       "0      [4, 10, 10, 12, 16, 18, 21, 25, 27, 27, 29, 29...   \n",
       "1      [18, 19, 22, 23, 23, 24, 25, 27, 30, 32, 34, 3...   \n",
       "2      [5, 6, 9, 9, 12, 21, 22, 23, 23, 24, 27, 29, 3...   \n",
       "3      [4, 9, 13, 15, 20, 21, 21, 21, 23, 23, 26, 26,...   \n",
       "4      [7, 8, 8, 8, 13, 14, 15, 16, 23, 26, 32, 32, 3...   \n",
       "5      [1, 1, 1, 1, 2, 3, 4, 5, 5, 5, 6, 6, 6, 6, 6, ...   \n",
       "6      [4, 5, 9, 9, 10, 11, 19, 22, 23, 23, 24, 24, 2...   \n",
       "7      [20, 21, 21, 21, 21, 21, 21, 22, 22, 22, 23, 2...   \n",
       "8      [1, 1, 9, 17, 19, 19, 21, 22, 23, 24, 25, 28, ...   \n",
       "9      [6, 10, 15, 16, 16, 17, 17, 20, 22, 22, 23, 24...   \n",
       "10     [8, 13, 14, 17, 18, 22, 24, 24, 24, 25, 25, 29...   \n",
       "11     [1, 1, 1, 2, 4, 10, 10, 12, 14, 15, 15, 16, 17...   \n",
       "12     [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, ...   \n",
       "13     [17, 18, 24, 24, 24, 24, 25, 26, 27, 27, 27, 2...   \n",
       "14     [13, 15, 15, 18, 19, 21, 23, 23, 24, 25, 25, 2...   \n",
       "15     [7, 16, 16, 19, 19, 20, 20, 21, 21, 21, 22, 22...   \n",
       "16     [1, 7, 17, 18, 22, 22, 22, 23, 24, 24, 27, 28,...   \n",
       "17     [10, 11, 18, 20, 27, 27, 27, 29, 34, 34, 35, 3...   \n",
       "18     [22, 23, 24, 24, 25, 26, 27, 29, 29, 31, 31, 3...   \n",
       "19     [19, 23, 23, 23, 24, 24, 24, 25, 26, 27, 28, 2...   \n",
       "20     [6, 12, 17, 17, 22, 23, 28, 31, 33, 33, 34, 34...   \n",
       "21     [13, 14, 14, 19, 26, 26, 27, 27, 34, 35, 35, 3...   \n",
       "22     [6, 6, 14, 15, 17, 18, 19, 19, 20, 20, 20, 21,...   \n",
       "23     [17, 18, 18, 19, 25, 25, 26, 28, 28, 29, 30, 3...   \n",
       "24     [2, 9, 10, 14, 23, 26, 28, 28, 30, 36, 36, 37,...   \n",
       "25     [3, 17, 21, 28, 29, 30, 30, 32, 33, 34, 34, 38...   \n",
       "26     [3, 4, 5, 5, 12, 13, 16, 18, 19, 19, 20, 21, 2...   \n",
       "27     [3, 4, 4, 4, 4, 5, 6, 23, 23, 23, 24, 26, 27, ...   \n",
       "28     [6, 9, 9, 9, 9, 9, 9, 10, 13, 14, 14, 14, 14, ...   \n",
       "29     [1, 2, 3, 4, 5, 5, 7, 8, 10, 10, 15, 16, 16, 1...   \n",
       "...                                                  ...   \n",
       "16193  [4, 14, 22, 25, 25, 30, 32, 33, 33, 33, 34, 35...   \n",
       "16194  [1, 3, 5, 6, 6, 9, 9, 14, 14, 21, 24, 24, 27, ...   \n",
       "16195  [4, 18, 19, 22, 30, 30, 38, 39, 41, 42, 42, 45...   \n",
       "16196  [7, 8, 8, 12, 18, 22, 23, 23, 23, 24, 24, 24, ...   \n",
       "16197  [4, 5, 8, 12, 15, 15, 16, 17, 27, 28, 29, 30, ...   \n",
       "16198  [8, 15, 23, 25, 27, 31, 32, 32, 32, 33, 33, 35...   \n",
       "16199  [5, 9, 11, 14, 15, 21, 26, 27, 28, 29, 29, 30,...   \n",
       "16200  [6, 15, 15, 17, 19, 20, 20, 20, 20, 21, 21, 22...   \n",
       "16201  [1, 2, 6, 7, 13, 14, 16, 19, 25, 25, 25, 26, 2...   \n",
       "16202  [9, 9, 10, 10, 10, 13, 14, 16, 17, 30, 30, 30,...   \n",
       "16203  [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, ...   \n",
       "16204  [11, 11, 12, 17, 17, 21, 22, 30, 31, 37, 39, 4...   \n",
       "16205  [16, 17, 17, 19, 20, 20, 20, 21, 21, 22, 24, 2...   \n",
       "16206  [1, 9, 12, 14, 14, 27, 28, 29, 30, 30, 31, 36,...   \n",
       "16207  [15, 18, 25, 26, 28, 30, 31, 35, 37, 37, 39, 4...   \n",
       "16208  [8, 9, 10, 11, 14, 14, 16, 21, 23, 24, 25, 25,...   \n",
       "16209  [10, 14, 14, 18, 22, 31, 32, 35, 36, 39, 46, 4...   \n",
       "16210  [5, 5, 6, 7, 13, 14, 14, 17, 18, 20, 21, 23, 2...   \n",
       "16211  [4, 6, 21, 23, 24, 24, 24, 25, 26, 27, 32, 32,...   \n",
       "16212  [10, 16, 18, 20, 21, 21, 21, 21, 22, 22, 23, 2...   \n",
       "16213  [1, 12, 13, 14, 14, 18, 18, 21, 21, 22, 25, 26...   \n",
       "16214  [14, 19, 22, 22, 23, 26, 26, 29, 30, 30, 32, 3...   \n",
       "16215  [21, 22, 23, 23, 25, 25, 35, 36, 38, 40, 40, 4...   \n",
       "16216  [5, 5, 6, 6, 7, 16, 17, 17, 17, 20, 21, 22, 22...   \n",
       "16217  [7, 8, 10, 13, 13, 13, 14, 14, 15, 15, 15, 23,...   \n",
       "16218  [5, 14, 22, 22, 24, 25, 25, 25, 28, 28, 28, 28...   \n",
       "16219  [8, 11, 11, 15, 26, 27, 28, 29, 29, 31, 31, 33...   \n",
       "16220  [14, 14, 15, 15, 16, 20, 21, 21, 27, 28, 28, 3...   \n",
       "16221  [6, 6, 12, 13, 13, 13, 14, 14, 14, 15, 15, 15,...   \n",
       "16222  [6, 21, 23, 24, 25, 26, 27, 28, 29, 29, 30, 31...   \n",
       "\n",
       "                                                eerhiPhi       pfMET  \\\n",
       "0      [57, 63, 64, 62, 85, 55, 33, 27, 26, 40, 66, 6...   32.713936   \n",
       "1      [55, 53, 35, 23, 24, 33, 33, 78, 67, 55, 52, 4...   11.078247   \n",
       "2      [46, 46, 63, 72, 64, 85, 61, 60, 61, 67, 55, 4...   38.134724   \n",
       "3      [38, 64, 21, 69, 18, 55, 56, 57, 35, 64, 9, 37...   35.813717   \n",
       "4      [65, 26, 62, 63, 76, 76, 82, 82, 54, 44, 59, 7...   29.399672   \n",
       "5      [41, 43, 44, 45, 41, 41, 41, 36, 37, 52, 26, 2...   33.131294   \n",
       "6      [39, 65, 31, 32, 31, 61, 68, 41, 54, 89, 41, 4...   43.784824   \n",
       "7      [70, 52, 53, 54, 67, 68, 70, 50, 70, 72, 19, 4...   77.161690   \n",
       "8      [45, 57, 21, 65, 59, 60, 42, 59, 60, 69, 28, 5...   16.769018   \n",
       "9      [71, 55, 67, 31, 69, 67, 68, 37, 37, 44, 37, 3...   25.593584   \n",
       "10     [48, 51, 51, 81, 81, 45, 36, 38, 46, 37, 38, 4...   30.486032   \n",
       "11     [55, 56, 57, 56, 60, 21, 39, 32, 65, 64, 78, 6...   54.944881   \n",
       "12     [41, 43, 44, 45, 46, 47, 48, 49, 51, 52, 53, 5...   32.019276   \n",
       "13     [47, 47, 9, 36, 37, 38, 38, 11, 11, 12, 55, 56...   16.724882   \n",
       "14     [80, 57, 58, 59, 58, 66, 67, 84, 64, 41, 66, 6...   14.620945   \n",
       "15     [65, 14, 15, 53, 87, 40, 54, 38, 39, 51, 38, 3...   40.455025   \n",
       "16     [41, 67, 63, 70, 9, 80, 81, 66, 65, 66, 54, 55...   40.828140   \n",
       "17     [47, 58, 46, 53, 51, 53, 54, 43, 73, 75, 72, 3...   24.330175   \n",
       "18     [44, 42, 45, 77, 47, 44, 46, 10, 47, 32, 35, 3...   63.993057   \n",
       "19     [41, 33, 39, 70, 32, 33, 38, 13, 64, 72, 56, 1...   44.548962   \n",
       "20     [52, 38, 18, 19, 67, 41, 45, 54, 51, 52, 49, 5...   56.573040   \n",
       "21     [74, 18, 74, 83, 6, 65, 55, 65, 32, 64, 95, 57...   41.992313   \n",
       "22     [29, 58, 23, 23, 73, 19, 18, 76, 39, 70, 71, 7...   59.122608   \n",
       "23     [70, 68, 70, 69, 65, 67, 51, 39, 41, 56, 37, 3...   66.113213   \n",
       "24     [54, 60, 61, 18, 89, 71, 43, 44, 92, 21, 42, 1...   15.339947   \n",
       "25     [60, 77, 54, 46, 52, 49, 53, 46, 57, 66, 67, 3...   29.971497   \n",
       "26     [60, 49, 48, 49, 39, 70, 51, 50, 46, 85, 85, 4...   14.489671   \n",
       "27     [42, 40, 41, 44, 45, 45, 65, 61, 62, 92, 51, 6...   47.448196   \n",
       "28     [48, 21, 22, 23, 24, 25, 42, 21, 71, 16, 17, 1...   21.479958   \n",
       "29     [56, 56, 56, 48, 58, 65, 56, 56, 45, 52, 77, 3...   57.038689   \n",
       "...                                                  ...         ...   \n",
       "16193  [61, 46, 90, 68, 69, 20, 61, 52, 61, 62, 49, 3...   60.638275   \n",
       "16194  [53, 50, 51, 29, 37, 72, 73, 39, 50, 63, 39, 4...   28.131332   \n",
       "16195  [48, 84, 83, 70, 38, 39, 18, 41, 43, 36, 59, 6...   19.802746   \n",
       "16196  [62, 46, 62, 31, 21, 90, 54, 55, 58, 55, 56, 5...   64.094452   \n",
       "16197  [38, 59, 42, 68, 16, 47, 85, 48, 76, 78, 78, 4...   18.546909   \n",
       "16198  [65, 26, 65, 47, 36, 55, 53, 54, 55, 30, 53, 3...    8.927145   \n",
       "16199  [60, 55, 54, 51, 85, 55, 9, 74, 24, 25, 73, 73...   24.525909   \n",
       "16200  [32, 76, 79, 52, 54, 46, 47, 55, 78, 55, 67, 5...   34.057873   \n",
       "16201  [43, 41, 36, 66, 44, 43, 51, 46, 47, 65, 66, 4...   26.125748   \n",
       "16202  [21, 22, 26, 28, 29, 62, 63, 22, 14, 46, 47, 4...   29.683407   \n",
       "16203  [41, 43, 44, 45, 46, 47, 48, 49, 51, 52, 53, 5...  204.042496   \n",
       "16204  [24, 46, 46, 72, 73, 89, 27, 20, 20, 40, 63, 5...   18.090673   \n",
       "16205  [62, 61, 62, 28, 53, 62, 63, 30, 63, 63, 52, 5...   54.694443   \n",
       "16206  [57, 24, 34, 55, 59, 30, 29, 36, 30, 48, 50, 4...   28.834049   \n",
       "16207  [81, 21, 9, 68, 70, 58, 40, 51, 48, 51, 97, 64...   11.843987   \n",
       "16208  [75, 56, 55, 21, 44, 45, 46, 90, 43, 43, 18, 8...   34.975788   \n",
       "16209  [55, 59, 85, 67, 66, 50, 46, 25, 25, 64, 33, 3...   29.286442   \n",
       "16210  [47, 48, 47, 47, 37, 38, 40, 33, 33, 54, 57, 5...   30.716896   \n",
       "16211  [40, 44, 38, 61, 49, 60, 77, 78, 8, 79, 57, 77...   32.393497   \n",
       "16212  [56, 33, 87, 56, 38, 56, 57, 58, 41, 57, 33, 3...   26.814749   \n",
       "16213  [56, 69, 42, 38, 70, 29, 30, 45, 58, 45, 31, 3...   34.859692   \n",
       "16214  [20, 67, 72, 76, 73, 41, 42, 36, 51, 53, 54, 6...   49.660271   \n",
       "16215  [80, 81, 44, 80, 32, 33, 30, 31, 62, 39, 57, 6...    6.437563   \n",
       "16216  [43, 44, 44, 70, 26, 45, 57, 58, 59, 37, 89, 3...   26.919624   \n",
       "16217  [53, 53, 54, 26, 27, 58, 19, 82, 18, 83, 84, 8...   51.062561   \n",
       "16218  [36, 68, 27, 28, 41, 35, 50, 52, 59, 60, 61, 6...   37.718128   \n",
       "16219  [73, 31, 79, 54, 30, 76, 74, 47, 74, 36, 47, 4...   11.804386   \n",
       "16220  [70, 71, 65, 66, 14, 46, 10, 46, 61, 40, 65, 6...   78.475449   \n",
       "16221  [51, 63, 61, 47, 48, 49, 16, 49, 81, 55, 56, 6...  109.017082   \n",
       "16222  [35, 60, 49, 49, 46, 58, 78, 78, 47, 64, 30, 4...   27.049906   \n",
       "\n",
       "             phoE    phoEta    phoPhi  phoHoverE  phoPFChWorstIso  \\\n",
       "0      291.513000 -1.713086 -0.303424   0.019184        36.684589   \n",
       "1       65.994324 -0.938932  1.169271   0.000000         2.043715   \n",
       "2       38.519413 -0.430837  0.296694   0.000000        10.476214   \n",
       "3       77.277908  1.305593 -2.224039   0.000000        17.180647   \n",
       "4      321.752625 -0.217644  1.786662   0.000000        22.164885   \n",
       "5      118.866989 -1.660743 -2.821559   0.000000        20.203369   \n",
       "6       36.024677 -0.317734  1.587080   0.000000         3.664182   \n",
       "7      229.489212  1.155070  2.364793   0.000000        10.989570   \n",
       "8       40.250263 -0.312373  2.611392   0.020155         6.658975   \n",
       "9       82.059570 -1.182063 -0.979981   0.000000        16.392530   \n",
       "10     244.135452 -1.195659 -1.728697   0.000000         1.554034   \n",
       "11      92.442764  1.547221  0.136714   0.028249        26.793713   \n",
       "12     590.979614 -2.209246 -0.103880   0.003873         4.682745   \n",
       "13            NaN       NaN       NaN        NaN              NaN   \n",
       "14     109.348000 -1.826766  2.062715   0.012695         3.338667   \n",
       "15      35.435154  0.183152 -0.381859   0.000000        28.031940   \n",
       "16      56.061317  0.930793  2.453422   0.000000         9.181943   \n",
       "17      49.215473 -0.746989 -0.296045   0.000000        14.826808   \n",
       "18     209.773270 -0.449401  2.636703   0.015401        33.910625   \n",
       "19      56.446499  0.502134 -0.040677   0.000000         1.938259   \n",
       "20     584.965210 -1.621599 -0.266245   0.000000         3.027679   \n",
       "21      47.734428  0.323131  0.399596   0.000000         1.294949   \n",
       "22      50.692154  0.803433  0.522909   0.000000         3.978151   \n",
       "23     449.126495  0.973758  0.391197   0.019299         1.276605   \n",
       "24      44.091953  0.479933  0.018201   0.000000        16.002438   \n",
       "25      51.994427  0.812867 -0.718508   0.035771         2.251867   \n",
       "26      67.957535 -0.229867 -0.269756   0.000000         4.536322   \n",
       "27      75.430435  1.387821 -0.084292   0.000000         5.333086   \n",
       "28      56.794922 -0.750878  0.353642   0.000000        31.974827   \n",
       "29     222.476730  0.133297 -0.798699   0.020937         3.075060   \n",
       "...           ...       ...       ...        ...              ...   \n",
       "16193   14.097480 -0.536101  2.880403   0.000000        33.479492   \n",
       "16194   47.459164  0.609029  0.072727   0.000000        24.980583   \n",
       "16195   68.065262 -1.099384  3.019686   0.000000         0.999383   \n",
       "16196   62.418568 -0.429334 -2.229832   0.000000         4.586621   \n",
       "16197  465.000519 -1.208125 -2.747290   0.007072       117.244743   \n",
       "16198  746.324341  2.489815 -2.504953   0.000000         4.435292   \n",
       "16199   92.510925  0.071084  2.391690   0.000000         2.220855   \n",
       "16200   72.926041 -0.738583  0.901007   0.000000         4.979506   \n",
       "16201   36.080662 -0.255625  0.697406   0.000000         3.362293   \n",
       "16202  236.412186  0.625948 -2.071362   0.000000         0.992521   \n",
       "16203  397.980286 -1.540873 -3.134427   0.000000         0.719087   \n",
       "16204         NaN       NaN       NaN        NaN              NaN   \n",
       "16205  280.286926 -0.060269 -3.129063   0.034008         9.866374   \n",
       "16206   87.013763  0.819303 -2.632750   0.000000         1.231150   \n",
       "16207  151.649155  1.893990 -1.529752   0.000000         1.433138   \n",
       "16208  266.577911  0.623929 -0.129163   0.007802        30.226992   \n",
       "16209  141.845673  1.369258 -2.815542   0.000000        22.982538   \n",
       "16210  463.427551  1.092386  1.273472   0.000000         1.242246   \n",
       "16211  544.045166 -0.552196  2.686244   0.194038        85.714447   \n",
       "16212  344.717499  0.531388 -3.051793   0.002921         3.845643   \n",
       "16213  240.555832 -1.572004  0.890291   0.000000         0.903734   \n",
       "16214   57.748798 -0.936341 -1.176093   0.000000         2.211262   \n",
       "16215  153.121063  0.809388  2.189862   0.122218        93.748077   \n",
       "16216   61.794586 -1.228962  2.374858   0.000000         0.199727   \n",
       "16217   47.844006  0.349517  0.324604   0.000000         0.675352   \n",
       "16218  636.701660  1.791145  0.294976   0.000000        39.885208   \n",
       "16219  102.827415  1.279167  2.229349   0.000000         0.673388   \n",
       "16220  481.618439 -0.774930  2.402353   0.056054        89.889481   \n",
       "16221  764.290283 -0.424440  0.864794   0.244396       112.632812   \n",
       "16222   75.035553 -1.322034 -1.473530   0.000000        11.490534   \n",
       "\n",
       "            HLTPho                                            eerhEta  \\\n",
       "0               48  [-1.5609496, -1.6603733, -1.653893, -1.7095982...   \n",
       "1                4  [-1.9023602, -1.9384148, -1.913024, -1.7416434...   \n",
       "2                4  [-1.5850518, -1.6038513, -1.6386642, -1.571891...   \n",
       "3                4  [-1.5375874, -1.6324531, -1.5500665, -1.717730...   \n",
       "4             2560  [-1.5847336, -1.5229937, -1.6229625, -1.617385...   \n",
       "5                4  [-1.4921757, -1.4983203, -1.500908, -1.5031652...   \n",
       "6                4  [-1.5423299, -1.548306, -1.5852662, -1.593674,...   \n",
       "7      17179869184  [-1.8147056, -2.0031998, -2.001216, -1.9981825...   \n",
       "8                4  [-1.5031652, -1.5017447, -1.490953, -1.8027072...   \n",
       "9                4  [-1.525224, -1.6947883, -1.7383859, -1.7209783...   \n",
       "10     17179869184  [-1.6514719, -1.7726538, -1.7988837, -1.603815...   \n",
       "11               4  [-1.5052385, -1.5038781, -1.5017447, -1.523308...   \n",
       "12               0  [-1.4921757, -1.4983203, -1.500908, -1.5031652...   \n",
       "13               4  [-1.8753567, -1.904543, -1.522623, -1.9818835,...   \n",
       "14               4  [-1.5543265, -1.8117219, -1.8068881, -1.880963...   \n",
       "15               4  [-1.5847336, -1.5027426, -1.5164951, -1.938414...   \n",
       "16               4  [-1.4921757, -1.5724325, -1.822056, -1.7692459...   \n",
       "17               4  [-1.6961466, -1.706934, -1.9009337, -1.9696511...   \n",
       "18               0  [-2.0126476, -2.027749, -2.087809, -1.7840254,...   \n",
       "19               4  [-1.8988249, -1.908809, -1.9942989, -1.8823931...   \n",
       "20     34359738880  [-1.608388, -1.7002381, -1.5705793, -1.5847425...   \n",
       "21               4  [-1.6231883, -1.530048, -1.6422262, -1.6061915...   \n",
       "22               4  [-1.5143713, -1.5970098, -1.5912756, -1.608532...   \n",
       "23             512  [-1.7470397, -1.794136, -1.7692459, -1.8050032...   \n",
       "24               4  [-1.5261652, -1.6542577, -1.6720846, -1.530048...   \n",
       "25               4  [-1.53178, -1.6578352, -1.9981825, -2.2488384,...   \n",
       "26               0  [-1.53178, -1.5681756, -1.5881312, -1.589057, ...   \n",
       "27               4  [-1.5339751, -1.5467417, -1.5501909, -1.560001...   \n",
       "28               4  [-1.6071451, -1.490953, -1.5014083, -1.5117368...   \n",
       "29     34359738880  [-1.5038781, -1.5233086, -1.5431255, -1.567288...   \n",
       "...            ...                                                ...   \n",
       "16193            4  [-1.5482242, -1.7914377, -1.5351856, -1.966570...   \n",
       "16194            4  [-1.5075879, -1.5481957, -1.5896521, -1.514371...   \n",
       "16195            4  [-1.5672883, -1.576235, -1.6061915, -1.8585228...   \n",
       "16196            4  [-1.6018765, -1.6478622, -1.6229625, -1.640870...   \n",
       "16197          512  [-1.5375874, -1.575335, -1.6350188, -1.6631789...   \n",
       "16198            0  [-1.6051046, -1.6449748, -1.958946, -2.1367555...   \n",
       "16199   4294967296  [-1.571691, -1.6714633, -1.7189786, -1.7988837...   \n",
       "16200   2147483648  [-1.5363965, -1.6382275, -1.6002483, -1.880246...   \n",
       "16201            4  [-1.4983203, -1.5111499, -1.5625778, -1.579255...   \n",
       "16202  34359738368  [-1.490953, -1.5014083, -1.5580103, -1.5777667...   \n",
       "16203  34359738880  [-1.4921757, -1.4983203, -1.500908, -1.5031652...   \n",
       "16204  17179869184  [-1.5515616, -1.7158227, -1.7403983, -1.723108...   \n",
       "16205          512  [-1.805065, -1.839212, -1.8309252, -1.7462412,...   \n",
       "16206            0  [-1.5017447, -1.5219247, -1.6689627, -1.792552...   \n",
       "16207            4  [-1.57592, -1.6277108, -1.5334015, -1.9910822,...   \n",
       "16208          260  [-1.526298, -1.6692522, -1.6947883, -1.5178537...   \n",
       "16209            4  [-1.6947883, -1.7757812, -1.5089234, -1.806029...   \n",
       "16210  34384904704  [-1.5867949, -1.5881312, -1.605715, -1.627564,...   \n",
       "16211         2048  [-1.5467417, -1.5990454, -1.9239596, -2.01066,...   \n",
       "16212  34359738880  [-1.6924256, -1.7439752, -1.5346216, -1.958562...   \n",
       "16213  12884901888  [-1.5038781, -1.6539234, -1.7488278, -1.746893...   \n",
       "16214            4  [-1.5554531, -1.8303286, -1.8277848, -1.763303...   \n",
       "16215            0  [-1.6791997, -1.6810541, -2.0457, -1.712985, -...   \n",
       "16216            4  [-1.5774698, -1.5804951, -1.5990454, -1.531566...   \n",
       "16217            4  [-1.629494, -1.6519265, -1.6968423, -1.607856,...   \n",
       "16218          512  [-1.5462711, -1.7061654, -1.7892102, -1.805681...   \n",
       "16219            4  [-1.5445818, -1.6208357, -1.5331515, -1.821861...   \n",
       "16220         2048  [-1.6857072, -1.6760364, -1.7567732, -1.748144...   \n",
       "16221         2048  [-1.6087751, -1.5760676, -1.7159373, -1.768265...   \n",
       "16222            4  [-1.5572999, -1.9590858, -2.0710037, -2.107056...   \n",
       "\n",
       "       HLTdecision    eerhEmax  \n",
       "0                0   59.945774  \n",
       "1                0    7.685011  \n",
       "2                0   17.807323  \n",
       "3                0   24.458019  \n",
       "4                1   17.468464  \n",
       "5                0   75.481010  \n",
       "6                0   21.817509  \n",
       "7                0   40.598221  \n",
       "8                0   33.499947  \n",
       "9                0   12.875604  \n",
       "10               0   70.556847  \n",
       "11               0   35.022083  \n",
       "12               0  296.818573  \n",
       "13               0   10.884281  \n",
       "14               0   56.135136  \n",
       "15               0   12.043768  \n",
       "16               0   23.074594  \n",
       "17               0   37.318119  \n",
       "18               0   10.889310  \n",
       "19               0   20.014994  \n",
       "20               1  240.273041  \n",
       "21               0   16.383236  \n",
       "22               0   14.496080  \n",
       "23               1   62.683998  \n",
       "24               0   10.193210  \n",
       "25               0   13.023837  \n",
       "26               0   15.770721  \n",
       "27               0   13.062366  \n",
       "28               0   45.746254  \n",
       "29               1   22.922178  \n",
       "...            ...         ...  \n",
       "16193            0   17.089766  \n",
       "16194            0   22.087748  \n",
       "16195            0    5.333081  \n",
       "16196            0   13.064578  \n",
       "16197            1   30.516417  \n",
       "16198            0  617.832947  \n",
       "16199            0   13.287435  \n",
       "16200            0   12.202787  \n",
       "16201            0   14.839617  \n",
       "16202            0   14.468057  \n",
       "16203            1  268.938873  \n",
       "16204            0   13.105267  \n",
       "16205            1   41.009258  \n",
       "16206            0   83.529022  \n",
       "16207            0   50.379040  \n",
       "16208            0   16.564949  \n",
       "16209            0    9.308008  \n",
       "16210            1   45.765430  \n",
       "16211            0    9.030704  \n",
       "16212            1   35.326904  \n",
       "16213            0  202.441086  \n",
       "16214            0   11.416076  \n",
       "16215            0   11.749326  \n",
       "16216            0   44.514595  \n",
       "16217            0    8.345950  \n",
       "16218            1  275.180023  \n",
       "16219            0   12.622370  \n",
       "16220            0   18.193808  \n",
       "16221            0   42.953640  \n",
       "16222            0   50.588249  \n",
       "\n",
       "[16223 rows x 13 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#dfs = pd.DataFrame.from_dict(dictn, dtype=np.float16)\n",
    "#dfs.columns=branches\n",
    "#dfs #each columns are arrays\n",
    "#print (dfs.columns)\n",
    "nevents = dfs.shape[0]\n",
    "#print (\"total events: \",nevents)\n",
    "#print (dfs.iloc[0])\n",
    "#print (dfs.values.shape)\n",
    "#len(dfs['ebrhE'][0])\n",
    "#print (dfs['eerhE'][0])\n",
    "#print (dfs['eerhiEta'][0])\n",
    "#print (dfs['eerhiPhi'][0])\n",
    "print (nevents)\n",
    "dfs = dfs.reset_index(drop=True)\n",
    "dfs\n",
    "#dfs['eerhiEta']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "for i in range(0,nevents):\n",
    "    \n",
    "    plt.plot(dfs['eerhiEta'][i],dfs['eerhiPhi'][i],'ro')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "#import matplotlib.pyplot as plt\n",
    "#import numpy as np\n",
    "# if using a Jupyter notebook, includue:\n",
    "#%matplotlib inline\n",
    "#plt.hist(residuals, bins=100,range=(-1,1))\n",
    "#plt.xlabel('residual value')\n",
    "import ROOT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_nparray(nev):\n",
    "    histo_2d = ROOT.TH2F(\"histo_2d\", \"X vs Y\", 11, -5, 6, 11, -5, 6)\n",
    "    imax = np.argmax(dfs['eerhE'][nev])\n",
    "    print (\"max energy\",dfs['eerhE'][nev][imax])\n",
    "    maxval = dfs['eerhE'][nev][imax]\n",
    "    print (\"max index=\",imax,\" ieta:\",dfs['eerhiEta'][nev][imax],\" iphi:\",dfs['eerhiPhi'][nev][imax]) \n",
    "    ietamax = int(dfs['eerhiEta'][nev][imax])\n",
    "    iphimax = int(dfs['eerhiPhi'][nev][imax])\n",
    "    \n",
    "    zsideindex = (dfs['eerhEta'][nev][imax])\n",
    "    print (\"zside value:\",zsideindex)\n",
    "    print (len(dfs['eerhE'][nev]),len(dfs['eerhiEta'][nev]),len(dfs['eerhiPhi'][nev]),len(dfs['eerhEta'][nev]))\n",
    "    nm=0\n",
    "    nnm=0\n",
    "    for i in range(len(dfs['eerhE'][nev])):\n",
    "        if (np.sign(zsideindex) != np.sign(dfs['eerhEta'][nev][i])):\n",
    "            print ()\n",
    "            print (\"no sign match\")\n",
    "            nm += 1\n",
    "            continue\n",
    "        print (\"sign match\")\n",
    "        nnm += 1\n",
    "#for checks print e,eta,phi for selected event        \n",
    "#        if (nev==1):\n",
    "#            print (\"energy :\",dfs['eerhE'][nev][i],\"ieta :\",dfs['eerhiEta'][nev][i],\"iphi :\",dfs['eerhiPhi'][nev][i])\n",
    "        binh = histo_2d.GetBin(histo_2d.GetXaxis().FindBin(int(dfs['eerhiEta'][nev][i]-ietamax)),histo_2d.GetYaxis().FindBin(int(dfs['eerhiPhi'][nev][i]-iphimax)))\n",
    "#        histo_2d.SetBinContent(binh,dfs['eerhE'][nev][i]/maxval) #if normalized by max\n",
    "        histo_2d.SetBinContent(binh,dfs['eerhE'][nev][i])\n",
    "    \n",
    "    print (\"total sign match\",nm)\n",
    "    print (\"total sign mismatch\",nnm)\n",
    "    return rp.hist2array(histo_2d, include_overflow=False, copy=True, return_edges=False)\n",
    "        \n",
    "#c = ROOT.TCanvas(\"myCanvasName\",\"The Canvas Title\",800,600)\n",
    "#histo_2d.Draw(\"COLZ\")\n",
    "#ROOT.enableJSVis()\n",
    "#c.Draw()\n",
    "#ROOT.disableJSVis()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#nev\n",
    "listarr = []\n",
    "for i in range(1):\n",
    "    listarr.append(make_nparray(i))\n",
    "#listarr\n",
    "np_arr = np.array(listarr)\n",
    "np_arr.shape\n",
    "#np_arr[np_arr < 10] = 0 # if required thresholding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(np_arr.shape[0]):\n",
    "    plt.imshow(np_arr[i])\n",
    "    plt.colorbar()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#testarr.shape\n",
    "#testarr[testarr < 10] = 0\n",
    "#testarr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'histarr' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-54-babe704f8e30>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;31m# if using a Jupyter notebook, includue:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mget_ipython\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun_line_magic\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'matplotlib'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'inline'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mhistarr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      6\u001b[0m \u001b[0;31m#plt.xlabel('residual value')\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'histarr' is not defined"
     ]
    }
   ],
   "source": [
    "#import matplotlib.pyplot as plt\n",
    "#import numpy as np\n",
    "# if using a Jupyter notebook, includue:\n",
    "#%matplotlib inline\n",
    "#plt.imshow(histarr)\n",
    "#plt.xlabel('residual value')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#a = np.array([[1,2,3],[4,5,6],[7,8,9]])\n",
    "\n",
    "#for t in range(0,10):\n",
    "#    plt.imshow(a)\n",
    "    #plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "a=[1,2,3]\n",
    "for i in a:\n",
    "    print (i)\n",
    "    \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}