view_output_no_root.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# coding: utf-8\n",
    "import pandas as pd\n",
    "import uproot\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.lines as mlines\n",
    "import os\n",
    "import math\n",
    "from matplotlib.colors import LogNorm\n",
    "\n",
    "plt.style.use('seaborn-deep')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "ename": "FileNotFoundError",
     "evalue": "[Errno 2] No such file or directory: '/home/newhouse/public/Analysis/HNL/VH4b/run/testRun_311660//data-tree/files.root'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-3-359da61112f0>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;31m# Open file\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0mDV_dir_name\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"/home/newhouse/public/Analysis/HNL/VH4b/run/testRun_311660/\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mdata_tree\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0muproot\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mDV_dir_name\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m\"/\"\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m\"data-tree/\"\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m\"files.root\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      4\u001b[0m \u001b[0;31m# print(data_tree.keys())\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0;31m# print(data_tree.values())\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/miniconda3/lib/python3.7/site-packages/uproot/rootio.py\u001b[0m in \u001b[0;36mopen\u001b[0;34m(path, localsource, xrootdsource, httpsource, **options)\u001b[0m\n\u001b[1;32m     52\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     53\u001b[0m             \u001b[0mopenfcn\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlocalsource\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 54\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mROOTDirectory\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mopenfcn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0moptions\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     55\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     56\u001b[0m     \u001b[0;32melif\u001b[0m \u001b[0m_bytesid\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mparsed\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscheme\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34mb\"root\"\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/miniconda3/lib/python3.7/site-packages/uproot/rootio.py\u001b[0m in \u001b[0;36m<lambda>\u001b[0;34m(path)\u001b[0m\n\u001b[1;32m     49\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0mn\u001b[0m \u001b[0;32min\u001b[0m \u001b[0moptions\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     50\u001b[0m                     \u001b[0mkwargs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mn\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0moptions\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mn\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 51\u001b[0;31m             \u001b[0mopenfcn\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mlambda\u001b[0m \u001b[0mpath\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mMemmapSource\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     52\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     53\u001b[0m             \u001b[0mopenfcn\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlocalsource\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/miniconda3/lib/python3.7/site-packages/uproot/source/memmap.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, path)\u001b[0m\n\u001b[1;32m     19\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__init__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpath\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     20\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexpanduser\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 21\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_source\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnumpy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmemmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnumpy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0muint8\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmode\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"r\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     22\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclosed\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     23\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/miniconda3/lib/python3.7/site-packages/numpy/core/memmap.py\u001b[0m in \u001b[0;36m__new__\u001b[0;34m(subtype, filename, dtype, mode, offset, shape, order)\u001b[0m\n\u001b[1;32m    223\u001b[0m             \u001b[0mf_ctx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcontextlib_nullcontext\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    224\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 225\u001b[0;31m             \u001b[0mf_ctx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mos_fspath\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;34m'r'\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mmode\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'c'\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0mmode\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m'b'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    226\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    227\u001b[0m         \u001b[0;32mwith\u001b[0m \u001b[0mf_ctx\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mfid\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/home/newhouse/public/Analysis/HNL/VH4b/run/testRun_311660//data-tree/files.root'"
     ]
    }
   ],
   "source": [
    "# Open file\n",
    "DV_dir_name = \"/home/newhouse/public/Analysis/HNL/VH4b/run/testRun_311660/\"\n",
    "data_tree = uproot.open(DV_dir_name+\"/\"+\"data-tree/\"+\"files.root\")\n",
    "# print(data_tree.keys())\n",
    "# print(data_tree.values())\n",
    "# Load trees\n",
    "outTree = data_tree.get('outTree')\n",
    "cutflow = data_tree.get('cutflow')\n",
    "cutflow_weighted = data_tree.get('cutflow_weighted')\n",
    "MetaData_EventCount = data_tree.get('MetaData_EventCount')\n",
    "\n",
    "# Open file\n",
    "HNL_dir_name = \"/home/newhouse/public/Analysis/HNL/R21_ntupleMaker_HNLAnalysis/run/\"\n",
    "HNL_NTuple_VSILep = uproot.open(HNL_dir_name+\"/\"+\"HNL_NTuple_VSILep.root\")\n",
    "# print(HNL_NTuple_VSILep.keys())\n",
    "# print(HNL_NTuple_VSILep.values())\n",
    "# Load trees\n",
    "HNLVectorTree = HNL_NTuple_VSILep.get('HNLVectorTree')\n",
    "CutFlow = HNL_NTuple_VSILep.get('CutFlow')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 233,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<TTree b'outTree' at 0x7f79a6187b00>\n",
      "b'outTree'\n",
      "b'outTree'\n",
      "4553\n",
      "<uproot._connect._pandas.TTreeMethods_pandas object at 0x7f7969bc9940>\n",
      "runNumber                  (no streamer)              asdtype('>i4')\n",
      "eventNumber                (no streamer)              asdtype('>i8')\n",
      "lumiBlock                  (no streamer)              asdtype('>i4')\n",
      "coreFlags                  (no streamer)              asdtype('>u4')\n",
      "bcid                       (no streamer)              asdtype('>i4')\n",
      "mcEventNumber              (no streamer)              asdtype('>i4')\n",
      "mcChannelNumber            (no streamer)              asdtype('>i4')\n",
      "mcEventWeight              (no streamer)              asdtype('>f4')\n",
      "NPV                        (no streamer)              asdtype('>i4')\n",
      "actualInteractionsPerCrossing\n",
      "                           (no streamer)              asdtype('>f4')\n",
      "averageInteractionsPerCrossing\n",
      "                           (no streamer)              asdtype('>f4')\n",
      "weight_pileup              (no streamer)              asdtype('>f4')\n",
      "correctedAverageMu         (no streamer)              asdtype('>f4')\n",
      "correctedAndScaledAverageMu\n",
      "                           (no streamer)              asdtype('>f4')\n",
      "correctedActualMu          (no streamer)              asdtype('>f4')\n",
      "correctedAndScaledActualMu (no streamer)              asdtype('>f4')\n",
      "rand_run_nr                (no streamer)              asdtype('>i4')\n",
      "rand_lumiblock_nr          (no streamer)              asdtype('>i4')\n",
      "pdgId1                     (no streamer)              asdtype('>i4')\n",
      "pdgId2                     (no streamer)              asdtype('>i4')\n",
      "pdfId1                     (no streamer)              asdtype('>i4')\n",
      "pdfId2                     (no streamer)              asdtype('>i4')\n",
      "x1                         (no streamer)              asdtype('>f4')\n",
      "x2                         (no streamer)              asdtype('>f4')\n",
      "q                          (no streamer)              asdtype('>f4')\n",
      "xf1                        (no streamer)              asdtype('>f4')\n",
      "xf2                        (no streamer)              asdtype('>f4')\n",
      "mjj                        (no streamer)              asdtype('>f4')\n",
      "m3j                        (no streamer)              asdtype('>f4')\n",
      "mnj                        (no streamer)              asdtype('>f4')\n",
      "LLP1_beta                  (no streamer)              asdtype('>f4')\n",
      "LLP1_gamma                 (no streamer)              asdtype('>f4')\n",
      "LLP1_R_coord               (no streamer)              asdtype('>f4')\n",
      "LLP1_X_coord               (no streamer)              asdtype('>f4')\n",
      "LLP1_Y_coord               (no streamer)              asdtype('>f4')\n",
      "LLP1_Z_coord               (no streamer)              asdtype('>f4')\n",
      "LLP1_lifetime_dil          (no streamer)              asdtype('>f4')\n",
      "LLP1_lifetime_prop         (no streamer)              asdtype('>f4')\n",
      "LLP1_Pt                    (no streamer)              asdtype('>f4')\n",
      "LLP1_Eta                   (no streamer)              asdtype('>f4')\n",
      "LLP1_Phi                   (no streamer)              asdtype('>f4')\n",
      "LLP1_Mass                  (no streamer)              asdtype('>f4')\n",
      "LLP2_beta                  (no streamer)              asdtype('>f4')\n",
      "LLP2_gamma                 (no streamer)              asdtype('>f4')\n",
      "LLP2_R_coord               (no streamer)              asdtype('>f4')\n",
      "LLP2_X_coord               (no streamer)              asdtype('>f4')\n",
      "LLP2_Y_coord               (no streamer)              asdtype('>f4')\n",
      "LLP2_Z_coord               (no streamer)              asdtype('>f4')\n",
      "LLP2_lifetime_dil          (no streamer)              asdtype('>f4')\n",
      "LLP2_lifetime_prop         (no streamer)              asdtype('>f4')\n",
      "LLP2_Pt                    (no streamer)              asdtype('>f4')\n",
      "LLP2_Eta                   (no streamer)              asdtype('>f4')\n",
      "LLP2_Phi                   (no streamer)              asdtype('>f4')\n",
      "LLP2_Mass                  (no streamer)              asdtype('>f4')\n",
      "V_Child                    (no streamer)              asdtype('>i4')\n",
      "V_Child_Pt                 (no streamer)              asdtype('>f4')\n",
      "V_Child_Eta                (no streamer)              asdtype('>f4')\n",
      "V_Child_Phi                (no streamer)              asdtype('>f4')\n",
      "V_Child_M                  (no streamer)              asdtype('>f4')\n",
      "V_Id                       (no streamer)              asdtype('>i4')\n",
      "V_Pt                       (no streamer)              asdtype('>f4')\n",
      "V_Eta                      (no streamer)              asdtype('>f4')\n",
      "V_Phi                      (no streamer)              asdtype('>f4')\n",
      "V_Mass                     (no streamer)              asdtype('>f4')\n",
      "Neutrino_Id                (no streamer)              asdtype('>i4')\n",
      "Neutrino_Pt                (no streamer)              asdtype('>f4')\n",
      "Neutrino_Eta               (no streamer)              asdtype('>f4')\n",
      "Neutrino_Phi               (no streamer)              asdtype('>f4')\n",
      "Neutrino_Mass              (no streamer)              asdtype('>f4')\n",
      "Track_Met                  (no streamer)              asdtype('>f4')\n",
      "H_Pt                       (no streamer)              asdtype('>f4')\n",
      "H_Eta                      (no streamer)              asdtype('>f4')\n",
      "H_Phi                      (no streamer)              asdtype('>f4')\n",
      "H_Mass                     (no streamer)              asdtype('>f4')\n",
      "B_Index                    TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "B_Pt                       TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "B_Eta                      TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "B_Phi                      TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "B_Mass                     TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "B_Matched                  TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "B_Nearest                  TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "passesFilter               (no streamer)              asdtype('>i4')\n",
      "passesElecFilter           (no streamer)              asdtype('>i4')\n",
      "passesMuonFilter           (no streamer)              asdtype('>i4')\n",
      "Met                        (no streamer)              asdtype('>f4')\n",
      "Met_Phi                    (no streamer)              asdtype('>f4')\n",
      "Met_Sumet                  (no streamer)              asdtype('>f4')\n",
      "Lep_JetMinCHF_DeltaPhi     (no streamer)              asdtype('>f4')\n",
      "Lep_SumLeadingJets_DeltaPhi\n",
      "                           (no streamer)              asdtype('>f4')\n",
      "Vec_JetMinCHF_DeltaPhi     (no streamer)              asdtype('>f4')\n",
      "Vec_SumLeadingJets_DeltaPhi\n",
      "                           (no streamer)              asdtype('>f4')\n",
      "MetDeltaPhi                (no streamer)              asdtype('>f4')\n",
      "weight                     (no streamer)              asdtype('>f4')\n",
      "weight_xs                  (no streamer)              asdtype('>f4')\n",
      "weight_prescale            (no streamer)              asdtype('>f4')\n",
      "weight_resonanceKFactor    (no streamer)              asdtype('>f4')\n",
      "passL1                     (no streamer)              asdtype('>i4')\n",
      "passHLT                    (no streamer)              asdtype('>i4')\n",
      "passedTriggers             TStreamerSTL               asgenobj(STLVector(STLString()))\n",
      "disabledTriggers           TStreamerSTL               asgenobj(STLVector(STLString()))\n",
      "metFinalClus               (no streamer)              asdtype('>f4')\n",
      "metFinalClusPx             (no streamer)              asdtype('>f4')\n",
      "metFinalClusPy             (no streamer)              asdtype('>f4')\n",
      "metFinalClusSumEt          (no streamer)              asdtype('>f4')\n",
      "metFinalClusPhi            (no streamer)              asdtype('>f4')\n",
      "metFinalTrk                (no streamer)              asdtype('>f4')\n",
      "metFinalTrkPx              (no streamer)              asdtype('>f4')\n",
      "metFinalTrkPy              (no streamer)              asdtype('>f4')\n",
      "metFinalTrkSumEt           (no streamer)              asdtype('>f4')\n",
      "metFinalTrkPhi             (no streamer)              asdtype('>f4')\n",
      "ntrack                     (no streamer)              asdtype('>i4')\n",
      "track_phi                  TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "track_qOverP               TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "track_theta                TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "track_isAssoc              TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "track_jetIndex             TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "njet                       (no streamer)              asdtype('>i4')\n",
      "jet_E                      TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_pt                     TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_phi                    TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_eta                    TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_rapidity               TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_Timing                 TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_LArQuality             TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_HECQuality             TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_NegativeE              TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_AverageLArQF           TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_BchCorrCell            TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_N90Constituents        TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_LArBadHVEnergyFrac     TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_LArBadHVNCell          TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "jet_OotFracClusters5       TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_OotFracClusters10      TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_LeadingClusterPt       TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_LeadingClusterSecondLambda\n",
      "                           TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_LeadingClusterCenterLambda\n",
      "                           TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_LeadingClusterSecondR  TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_clean_passLooseBadUgly TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "jet_clean_passTightBadUgly TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "jet_clean_passLooseBad     TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "jet_clean_passTightBad     TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "jet_HECFrac                TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_CentroidR              TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_LowEtConstituentsFrac  TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_EMFrac                 TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_FracSamplingMax        TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_FracSamplingMaxIndex   TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_GhostMuonSegmentCount  TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_Width                  TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_NumTrkPt1000           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>i4'))))\n",
      "jet_SumPtTrkPt1000         TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "jet_TrackWidthPt1000       TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "jet_NumTrkPt500            TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>i4'))))\n",
      "jet_SumPtTrkPt500          TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "jet_TrackWidthPt500        TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "jet_JVF                    TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "jet_NumTrkPt1000PV         TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_SumPtTrkPt1000PV       TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_TrackWidthPt1000PV     TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_NumTrkPt500PV          TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_SumPtTrkPt500PV        TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_TrackWidthPt500PV      TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_JVFPV                  TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_JvtJvfcorr             TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_JvtRpt                 TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_Jvt                    TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_JvtPass_Loose          TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "jet_JvtEff_SF_Loose        TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "jet_JvtPass_Medium         TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "jet_JvtEff_SF_Medium       TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "jet_JvtPass_Tight          TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "jet_JvtEff_SF_Tight        TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "jet_fJvtPass_Medium        TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "jet_fJvtEff_SF_Medium      TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "jet_fJvtPass_Tight         TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "jet_fJvtEff_SF_Tight       TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "jet_MV2c00                 TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_MV2c10                 TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_MV2c10mu               TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_MV2c10rnn              TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_MV2rmu                 TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_MV2r                   TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_MV2c20                 TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_MV2c100                TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_DL1                    TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_DL1_pu                 TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_DL1_pc                 TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_DL1_pb                 TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_DL1mu                  TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_DL1mu_pu               TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_DL1mu_pc               TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_DL1mu_pb               TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_DL1rnn                 TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_DL1rnn_pu              TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_DL1rnn_pc              TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_DL1rnn_pb              TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_DL1rmu                 TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_DL1rmu_pu              TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_DL1rmu_pc              TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_DL1rmu_pb              TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_DL1r                   TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_DL1r_pu                TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_DL1r_pc                TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_DL1r_pb                TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_HadronConeExclTruthLabelID\n",
      "                           TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "jet_HadronConeExclExtendedTruthLabelID\n",
      "                           TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "jet_ConeTruthLabelID       TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "jet_TruthCount             TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "jet_TruthLabelDeltaR_B     TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_TruthLabelDeltaR_C     TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_TruthLabelDeltaR_T     TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_PartonTruthLabelID     TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "jet_GhostTruthAssociationFraction\n",
      "                           TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_truth_E                TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_truth_pt               TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_truth_phi              TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_truth_eta              TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_alpha_max              TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_alpha_max_pass         TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "jet_chf                    TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_chf_pass               TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "jet_track_pt_max           TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_ntracks                TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "jet_LooseDR                TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_MediumDR               TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_TightDR                TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_LooseDPhi              TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_MediumDPhi             TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_TightDPhi              TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "jet_LLP_index              TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "jet_num_b                  TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "jet_nearest_b              TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "nmuon                      (no streamer)              asdtype('>i4')\n",
      "muon_m                     TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "muon_pt                    TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "muon_phi                   TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "muon_eta                   TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "muon_charge                TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "muon_TTVAEff_SF            TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "muon_trkd0                 TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "muon_trkd0sig              TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "muon_trkz0                 TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "muon_trkz0sintheta         TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "muon_trkphi0               TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "muon_trktheta              TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "muon_trkcharge             TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "muon_trkqOverP             TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "muon_trknSiHits            TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "muon_trknPixHits           TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "muon_trknPixHoles          TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "muon_trknSCTHits           TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "muon_trknSCTHoles          TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "muon_trknTRTHits           TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "muon_trknTRTHoles          TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "muon_trknBLayerHits        TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "muon_trknInnermostPixLayHits\n",
      "                           TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "muon_trkPixdEdX            TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "muon_EnergyLoss            TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "muon_EnergyLossSigma       TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "muon_energyLossType        TStreamerSTL               asjagged(asdtype('uint8'), 10)\n",
      "muon_MeasEnergyLoss        TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "muon_MeasEnergyLossSigma   TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "muon_ParamEnergyLoss       TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "muon_ParamEnergyLossSigmaMinus\n",
      "                           TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "muon_ParamEnergyLossSigmaPlus\n",
      "                           TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "nel                        (no streamer)              asdtype('>i4')\n",
      "el_m                       TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "el_pt                      TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "el_phi                     TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "el_eta                     TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "el_caloCluster_eta         TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "el_charge                  TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "el_RecoEff_SF              TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "el_trkd0                   TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "el_trkd0sig                TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "el_trkz0                   TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "el_trkz0sintheta           TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "el_trkphi0                 TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "el_trktheta                TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "el_trkcharge               TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "el_trkqOverP               TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "el_trknSiHits              TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "el_trknPixHits             TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "el_trknPixHoles            TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "el_trknSCTHits             TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "el_trknSCTHoles            TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "el_trknTRTHits             TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "el_trknTRTHoles            TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "el_trknBLayerHits          TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "el_trknInnermostPixLayHits TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "el_trkPixdEdX              TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "nsecVtx                    (no streamer)              asdtype('>i4')\n",
      "secVtx_ID                  TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "secVtx_x                   TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_y                   TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_z                   TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_r                   TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_distFromPV          TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_pt                  TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_eta                 TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_phi                 TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_mass                TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_mass_nonAssoc       TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_covariance          TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_chi2                TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_direction           TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_charge              TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "secVtx_H                   TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_Ht                  TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_minOpAng            TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_maxOpAng            TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_mind0               TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_maxd0               TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_minOneTrackRemovedMass\n",
      "                           TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_twoTracksMass       TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_twoTracksMassRest   TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_twoTracksCharge     TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>i4'))))\n",
      "secVtx_ntrk                TStreamerSTL               asjagged(asdtype('>u4'), 10)\n",
      "secVtx_ntrk_sel            TStreamerSTL               asjagged(asdtype('>u4'), 10)\n",
      "secVtx_ntrk_assoc          TStreamerSTL               asjagged(asdtype('>u4'), 10)\n",
      "secVtx_pass_mat            TStreamerSTL               asjagged(asdtype('>u4'), 10)\n",
      "secVtx_trk_ID              TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>i4'))))\n",
      "secVtx_trk_qOverP          TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_trk_theta           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_trk_vz              TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_trk_E               TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_trk_M               TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_trk_pt              TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_trk_eta             TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_trk_phi             TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_trk_d0              TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_trk_z0              TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_trk_errd0           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_trk_errz0           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_trk_chi2            TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_trk_pt_wrtSV        TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_trk_eta_wrtSV       TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_trk_phi_wrtSV       TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_trk_d0_wrtSV        TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_trk_z0_wrtSV        TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_trk_errd0_wrtSV     TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_trk_errz0_wrtSV     TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_trk_chi2_toSV       TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_trk_charge          TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>i4'))))\n",
      "secVtx_trk_isFinal         TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('uint8'))))\n",
      "secVtx_trk_isSelected      TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('uint8'))))\n",
      "secVtx_trk_isAssociated    TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('uint8'))))\n",
      "secVtx_trk_nPixelBarrelLayers\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('uint8'))))\n",
      "secVtx_trk_nPixelEndCapLayers\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('uint8'))))\n",
      "secVtx_trk_nSCTBarrelLayers\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('uint8'))))\n",
      "secVtx_trk_nSCTEndCapLayers\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('uint8'))))\n",
      "secVtx_trk_hitPattern      TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>u4'))))\n",
      "secVtx_trk_dEdx            TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_trk_radiusOfFirstHit\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_trk_truthProb       TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_trk_truthID         TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>i4'))))\n",
      "secVtx_trk_truthBarcode    TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>i4'))))\n",
      "secVtx_trk_truthPdgId      TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>i4'))))\n",
      "secVtx_trk_truthPointsToClosestTV\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('uint8'))))\n",
      "secVtx_trk_truthPointsToMaxlinkTV\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('uint8'))))\n",
      "secVtx_trk_truthParentPointsToMaxlinkPTV\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('uint8'))))\n",
      "secVtx_closeTruth_distance TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_closeTruth_ID       TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>i4'))))\n",
      "secVtx_closeTruth_barcode  TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>i4'))))\n",
      "secVtx_closestTruth_distance\n",
      "                           TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_closestTruth_ID     TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "secVtx_closestTruth_x      TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_closestTruth_y      TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_closestTruth_z      TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_closestTruth_r      TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_closestTruth_eta    TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_closestTruth_phi    TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_closestTruth_barcode\n",
      "                           TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "secVtx_closestTruth_inE    TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_closestTruth_outE   TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_closestTruth_parent_ID\n",
      "                           TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "secVtx_closestTruth_parent_pt\n",
      "                           TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_closestTruth_parent_eta\n",
      "                           TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_closestTruth_parent_phi\n",
      "                           TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_closestTruth_parent_E\n",
      "                           TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_closestTruth_parent_M\n",
      "                           TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_closestTruth_parent_charge\n",
      "                           TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_closestTruth_parent_pdgId\n",
      "                           TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "secVtx_closestTruth_parent_status\n",
      "                           TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "secVtx_closestTruth_parent_barcode\n",
      "                           TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "secVtx_closestTruth_outP_ID\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>i4'))))\n",
      "secVtx_closestTruth_outP_pt\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_closestTruth_outP_eta\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_closestTruth_outP_phi\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_closestTruth_outP_E TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_closestTruth_outP_M TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_closestTruth_outP_charge\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_closestTruth_outP_pdgId\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>i4'))))\n",
      "secVtx_closestTruth_outP_status\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>i4'))))\n",
      "secVtx_closestTruth_outP_barcode\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>i4'))))\n",
      "secVtx_closestTruth_outP_isReco\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('uint8'))))\n",
      "secVtx_closestTruth_outP_recoProb\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_closestTruth_outP_recoID\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>i4'))))\n",
      "secVtx_closestTruth_outP_recoIsSelected\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('uint8'))))\n",
      "secVtx_closestTruth_outP_recoIsAssociated\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('uint8'))))\n",
      "secVtx_closestTruth_outP_isStable\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('uint8'))))\n",
      "secVtx_closestTruth_outP_isInteracting\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('uint8'))))\n",
      "secVtx_closestTruth_outP_isReconstructible\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('uint8'))))\n",
      "secVtx_linkTruth_score     TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_linkTruth_ID        TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>i4'))))\n",
      "secVtx_linkTruth_barcode   TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>i4'))))\n",
      "secVtx_maxlinkTruth_score  TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_maxlinkTruth_ID     TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "secVtx_maxlinkTruth_x      TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_maxlinkTruth_y      TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_maxlinkTruth_z      TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_maxlinkTruth_r      TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_maxlinkTruth_eta    TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_maxlinkTruth_phi    TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_maxlinkTruth_barcode\n",
      "                           TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "secVtx_maxlinkTruth_inE    TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_maxlinkTruth_outE   TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_maxlinkTruth_parent_ID\n",
      "                           TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "secVtx_maxlinkTruth_parent_pt\n",
      "                           TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_maxlinkTruth_parent_eta\n",
      "                           TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_maxlinkTruth_parent_phi\n",
      "                           TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_maxlinkTruth_parent_E\n",
      "                           TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_maxlinkTruth_parent_M\n",
      "                           TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_maxlinkTruth_parent_charge\n",
      "                           TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_maxlinkTruth_parent_pdgId\n",
      "                           TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "secVtx_maxlinkTruth_parent_status\n",
      "                           TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "secVtx_maxlinkTruth_parent_barcode\n",
      "                           TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "secVtx_maxlinkTruth_outP_ID\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>i4'))))\n",
      "secVtx_maxlinkTruth_outP_pt\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_maxlinkTruth_outP_eta\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_maxlinkTruth_outP_phi\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_maxlinkTruth_outP_E TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_maxlinkTruth_outP_M TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_maxlinkTruth_outP_charge\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_maxlinkTruth_outP_pdgId\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>i4'))))\n",
      "secVtx_maxlinkTruth_outP_status\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>i4'))))\n",
      "secVtx_maxlinkTruth_outP_barcode\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>i4'))))\n",
      "secVtx_maxlinkTruth_outP_isReco\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('uint8'))))\n",
      "secVtx_maxlinkTruth_outP_recoProb\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_maxlinkTruth_outP_recoID\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>i4'))))\n",
      "secVtx_maxlinkTruth_outP_recoIsSelected\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('uint8'))))\n",
      "secVtx_maxlinkTruth_outP_recoIsAssociated\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('uint8'))))\n",
      "secVtx_maxlinkTruth_outP_isStable\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('uint8'))))\n",
      "secVtx_maxlinkTruth_outP_isInteracting\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('uint8'))))\n",
      "secVtx_maxlinkTruth_outP_isReconstructible\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('uint8'))))\n",
      "secVtx_linkParentTruth_score\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_linkParentTruth_ID  TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>i4'))))\n",
      "secVtx_linkParentTruth_barcode\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>i4'))))\n",
      "secVtx_maxlinkParentTruth_score\n",
      "                           TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_maxlinkParentTruth_ID\n",
      "                           TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "secVtx_maxlinkParentTruth_x\n",
      "                           TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_maxlinkParentTruth_y\n",
      "                           TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_maxlinkParentTruth_z\n",
      "                           TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_maxlinkParentTruth_r\n",
      "                           TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_maxlinkParentTruth_eta\n",
      "                           TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_maxlinkParentTruth_phi\n",
      "                           TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_maxlinkParentTruth_barcode\n",
      "                           TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "secVtx_maxlinkParentTruth_inE\n",
      "                           TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_maxlinkParentTruth_outE\n",
      "                           TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_maxlinkParentTruth_parent_ID\n",
      "                           TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "secVtx_maxlinkParentTruth_parent_pt\n",
      "                           TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_maxlinkParentTruth_parent_eta\n",
      "                           TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_maxlinkParentTruth_parent_phi\n",
      "                           TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_maxlinkParentTruth_parent_E\n",
      "                           TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_maxlinkParentTruth_parent_M\n",
      "                           TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_maxlinkParentTruth_parent_charge\n",
      "                           TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "secVtx_maxlinkParentTruth_parent_pdgId\n",
      "                           TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "secVtx_maxlinkParentTruth_parent_status\n",
      "                           TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "secVtx_maxlinkParentTruth_parent_barcode\n",
      "                           TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "secVtx_maxlinkParentTruth_outP_ID\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>i4'))))\n",
      "secVtx_maxlinkParentTruth_outP_pt\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_maxlinkParentTruth_outP_eta\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_maxlinkParentTruth_outP_phi\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_maxlinkParentTruth_outP_E\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_maxlinkParentTruth_outP_M\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_maxlinkParentTruth_outP_charge\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_maxlinkParentTruth_outP_pdgId\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>i4'))))\n",
      "secVtx_maxlinkParentTruth_outP_status\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>i4'))))\n",
      "secVtx_maxlinkParentTruth_outP_barcode\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>i4'))))\n",
      "secVtx_maxlinkParentTruth_outP_isReco\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('uint8'))))\n",
      "secVtx_maxlinkParentTruth_outP_recoProb\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "secVtx_maxlinkParentTruth_outP_recoID\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>i4'))))\n",
      "secVtx_maxlinkParentTruth_outP_recoIsSelected\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('uint8'))))\n",
      "secVtx_maxlinkParentTruth_outP_recoIsAssociated\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('uint8'))))\n",
      "secVtx_maxlinkParentTruth_outP_isStable\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('uint8'))))\n",
      "secVtx_maxlinkParentTruth_outP_isInteracting\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('uint8'))))\n",
      "secVtx_maxlinkParentTruth_outP_isReconstructible\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('uint8'))))\n",
      "ntruthVtx                  (no streamer)              asdtype('>i4')\n",
      "truthVtx_ID                TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "truthVtx_x                 TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "truthVtx_y                 TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "truthVtx_z                 TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "truthVtx_r                 TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "truthVtx_pt                TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "truthVtx_eta               TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "truthVtx_phi               TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "truthVtx_mass              TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "truthVtx_nOutP             TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "truthVtx_barcode           TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "truthVtx_parent_ID         TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "truthVtx_parent_pt         TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "truthVtx_parent_eta        TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "truthVtx_parent_phi        TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "truthVtx_parent_E          TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "truthVtx_parent_M          TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "truthVtx_parent_charge     TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "truthVtx_parent_pdgId      TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "truthVtx_parent_status     TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "truthVtx_parent_barcode    TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "truthVtx_parent_prod_ID    TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "truthVtx_parent_prod_x     TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "truthVtx_parent_prod_y     TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "truthVtx_parent_prod_z     TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "truthVtx_parent_prod_r     TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "truthVtx_parent_prod_eta   TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "truthVtx_parent_prod_phi   TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "truthVtx_parent_prod_barcode\n",
      "                           TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "truthVtx_outP_ID           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>i4'))))\n",
      "truthVtx_outP_pt           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "truthVtx_outP_eta          TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "truthVtx_outP_phi          TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "truthVtx_outP_E            TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "truthVtx_outP_M            TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "truthVtx_outP_charge       TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "truthVtx_outP_pdgId        TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>i4'))))\n",
      "truthVtx_outP_status       TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>i4'))))\n",
      "truthVtx_outP_barcode      TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>i4'))))\n",
      "truthVtx_outP_isReco       TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('uint8'))))\n",
      "truthVtx_outP_recoProb     TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "truthVtx_outP_recoID       TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>i4'))))\n",
      "truthVtx_outP_recoIsSelected\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('uint8'))))\n",
      "truthVtx_outP_recoIsAssociated\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('uint8'))))\n",
      "truthVtx_outP_isStable     TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('uint8'))))\n",
      "truthVtx_outP_isInteracting\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('uint8'))))\n",
      "truthVtx_outP_isReconstructible\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('uint8'))))\n",
      "truthVtx_linkedRecoVtx_ID  TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>i4'))))\n",
      "truthVtx_linkedRecoVtx_score\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "truthVtx_maxlinkedRecoVtx_ID\n",
      "                           TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "truthVtx_maxlinkedRecoVtx_score\n",
      "                           TStreamerSTL               asjagged(asdtype('>f4'), 10)\n"
     ]
    }
   ],
   "source": [
    "# Print info\n",
    "print(outTree)\n",
    "print(outTree.name)\n",
    "print(outTree.title)\n",
    "print(outTree.numentries)\n",
    "print(outTree.pandas)\n",
    "# print(outTree.keys())\n",
    "outTree.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 236,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_jet_DV = outTree.pandas.df([\"jet_*\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 244,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f796c9cc4e0>"
      ]
     },
     "execution_count": 244,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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P0wn7NtS+Lk0M96GvzVqjR4CPVPc/QqeXvTz+C9U78DcDi8v/FaxDRATwWeD5zPzDrlWNrz8iLouI7dX97wPeR+eNsZPA7dVmK2tffk63A1/Iqok6bpl5d2ZOZuZOOq/rL2Tmz9GC2gEiYmtEfP/yfeADwGla8LrJzFeAlyLimmroJ4B/pgW1r1vdTf8+b358CPhXOr3U36i7nj41Pgh8HfhfOv/KH6LTD30c+Gr19e3VtkFnBtDXgK8AUzXX/mN0/ov5ZeDZ6vahNtQP/CjwTFX7aeC3qvGrgS8C88BfAW+pxt9aLc9X66+u+7VT1TUNHG9T7VWdX6puzy3/bbbhdVPVcx3wdPXa+TzwtrbUvp6bpx+QpAI1sS0jSRqS4S5JBTLcJalAhrskFchwl6QCGe6SVCDDXZIK9P9OeW3Ll+TurQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_jet_DV.jet_E.hist(bins=300, log=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_mu = HNLVectorTree.pandas.df([\"Mu*Vec\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "entry  subentry\n",
       "0      0           27.565303\n",
       "       1           46.773055\n",
       "1      0            5.116404\n",
       "       1            8.280002\n",
       "       2            2.059710\n",
       "                     ...    \n",
       "4999   0           30.498809\n",
       "       1           19.928738\n",
       "       2           17.909941\n",
       "       3            9.173894\n",
       "       4           80.445352\n",
       "Name: MuPtVec, Length: 47321, dtype: float64"
      ]
     },
     "execution_count": 194,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_mu[\"MuPtVec\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>MuPtVec</th>\n",
       "      <th>MuEtaVec</th>\n",
       "      <th>MuPhiVec</th>\n",
       "      <th>MuPxVec</th>\n",
       "      <th>MuPyVec</th>\n",
       "      <th>MuPzVec</th>\n",
       "      <th>MuPtC30Vec</th>\n",
       "      <th>Mud0Vec</th>\n",
       "      <th>MuChargeVec</th>\n",
       "      <th>MuPassPmuFilterCutsVec</th>\n",
       "      <th>MuPassDmuFilterCutsVec</th>\n",
       "      <th>MuIDLevelVec</th>\n",
       "      <th>MuTypeVec</th>\n",
       "      <th>MuMSInnerMatchChi2Vec</th>\n",
       "      <th>MuMSInnerMatchDOFVec</th>\n",
       "      <th>MuTrackIsLRTVec</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>entry</th>\n",
       "      <th>subentry</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27.565303</td>\n",
       "      <td>2.444817</td>\n",
       "      <td>2.006696</td>\n",
       "      <td>-11.638796</td>\n",
       "      <td>24.987684</td>\n",
       "      <td>157.696903</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.009448</td>\n",
       "      <td>1.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0.882492</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5.116404</td>\n",
       "      <td>-0.153222</td>\n",
       "      <td>0.757816</td>\n",
       "      <td>3.716243</td>\n",
       "      <td>3.516692</td>\n",
       "      <td>-0.787017</td>\n",
       "      <td>2.080948</td>\n",
       "      <td>-2.562356</td>\n",
       "      <td>1.0</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0.104142</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12.026337</td>\n",
       "      <td>2.465437</td>\n",
       "      <td>2.190938</td>\n",
       "      <td>-6.989109</td>\n",
       "      <td>9.786988</td>\n",
       "      <td>70.255764</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.018612</td>\n",
       "      <td>1.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1.421475</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>6.766832</td>\n",
       "      <td>0.940179</td>\n",
       "      <td>-2.807503</td>\n",
       "      <td>-6.392687</td>\n",
       "      <td>-2.218910</td>\n",
       "      <td>7.341612</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-174.758575</td>\n",
       "      <td>1.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2.932946</td>\n",
       "      <td>-0.309010</td>\n",
       "      <td>0.582367</td>\n",
       "      <td>2.449489</td>\n",
       "      <td>1.613127</td>\n",
       "      <td>-0.920801</td>\n",
       "      <td>1.253707</td>\n",
       "      <td>0.055302</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4995</td>\n",
       "      <td>0</td>\n",
       "      <td>7.833568</td>\n",
       "      <td>2.330002</td>\n",
       "      <td>0.086982</td>\n",
       "      <td>7.803953</td>\n",
       "      <td>0.680519</td>\n",
       "      <td>39.875464</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.118553</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0.178115</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4996</td>\n",
       "      <td>0</td>\n",
       "      <td>27.149934</td>\n",
       "      <td>1.899988</td>\n",
       "      <td>0.678676</td>\n",
       "      <td>21.133638</td>\n",
       "      <td>17.043716</td>\n",
       "      <td>88.729276</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>17.796495</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>-1</td>\n",
       "      <td>3</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4997</td>\n",
       "      <td>0</td>\n",
       "      <td>29.446912</td>\n",
       "      <td>-0.337795</td>\n",
       "      <td>0.656161</td>\n",
       "      <td>23.331963</td>\n",
       "      <td>17.964969</td>\n",
       "      <td>-10.137278</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040850</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0.830257</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4998</td>\n",
       "      <td>0</td>\n",
       "      <td>19.551699</td>\n",
       "      <td>-2.355897</td>\n",
       "      <td>-1.810941</td>\n",
       "      <td>-4.650244</td>\n",
       "      <td>-18.990634</td>\n",
       "      <td>-102.184774</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.008844</td>\n",
       "      <td>1.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1.996660</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4999</td>\n",
       "      <td>0</td>\n",
       "      <td>30.498809</td>\n",
       "      <td>0.906296</td>\n",
       "      <td>0.999678</td>\n",
       "      <td>16.486831</td>\n",
       "      <td>25.658560</td>\n",
       "      <td>31.583355</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.008088</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1.303487</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4950 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  MuPtVec  MuEtaVec  MuPhiVec    MuPxVec    MuPyVec  \\\n",
       "entry subentry                                                        \n",
       "0     0         27.565303  2.444817  2.006696 -11.638796  24.987684   \n",
       "1     0          5.116404 -0.153222  0.757816   3.716243   3.516692   \n",
       "2     0         12.026337  2.465437  2.190938  -6.989109   9.786988   \n",
       "3     0          6.766832  0.940179 -2.807503  -6.392687  -2.218910   \n",
       "4     0          2.932946 -0.309010  0.582367   2.449489   1.613127   \n",
       "...                   ...       ...       ...        ...        ...   \n",
       "4995  0          7.833568  2.330002  0.086982   7.803953   0.680519   \n",
       "4996  0         27.149934  1.899988  0.678676  21.133638  17.043716   \n",
       "4997  0         29.446912 -0.337795  0.656161  23.331963  17.964969   \n",
       "4998  0         19.551699 -2.355897 -1.810941  -4.650244 -18.990634   \n",
       "4999  0         30.498809  0.906296  0.999678  16.486831  25.658560   \n",
       "\n",
       "                   MuPzVec  MuPtC30Vec     Mud0Vec  MuChargeVec  \\\n",
       "entry subentry                                                    \n",
       "0     0         157.696903    0.000000    0.009448          1.0   \n",
       "1     0          -0.787017    2.080948   -2.562356          1.0   \n",
       "2     0          70.255764    0.000000   -0.018612          1.0   \n",
       "3     0           7.341612    0.000000 -174.758575          1.0   \n",
       "4     0          -0.920801    1.253707    0.055302         -1.0   \n",
       "...                    ...         ...         ...          ...   \n",
       "4995  0          39.875464    0.000000   -0.118553         -1.0   \n",
       "4996  0          88.729276    0.000000   17.796495         -1.0   \n",
       "4997  0         -10.137278    0.000000    0.040850          1.0   \n",
       "4998  0        -102.184774    0.000000   -0.008844          1.0   \n",
       "4999  0          31.583355    0.000000   -0.008088          1.0   \n",
       "\n",
       "                MuPassPmuFilterCutsVec  MuPassDmuFilterCutsVec  MuIDLevelVec  \\\n",
       "entry subentry                                                                 \n",
       "0     0                          False                   False             2   \n",
       "1     0                          False                    True             2   \n",
       "2     0                          False                   False             2   \n",
       "3     0                          False                   False            -1   \n",
       "4     0                          False                   False             0   \n",
       "...                                ...                     ...           ...   \n",
       "4995  0                          False                    True             2   \n",
       "4996  0                          False                   False            -1   \n",
       "4997  0                           True                   False             2   \n",
       "4998  0                          False                   False             2   \n",
       "4999  0                           True                   False             2   \n",
       "\n",
       "                MuTypeVec  MuMSInnerMatchChi2Vec  MuMSInnerMatchDOFVec  \\\n",
       "entry subentry                                                           \n",
       "0     0                 0               0.882492                     5   \n",
       "1     0                 0               0.104142                     5   \n",
       "2     0                 0               1.421475                     5   \n",
       "3     0                 0               0.000000                     0   \n",
       "4     0                 0               0.000000                     0   \n",
       "...                   ...                    ...                   ...   \n",
       "4995  0                 0               0.178115                     5   \n",
       "4996  0                 3               0.000000                     0   \n",
       "4997  0                 0               0.830257                     5   \n",
       "4998  0                 0               1.996660                     5   \n",
       "4999  0                 0               1.303487                     5   \n",
       "\n",
       "                MuTrackIsLRTVec  \n",
       "entry subentry                   \n",
       "0     0                   False  \n",
       "1     0                   False  \n",
       "2     0                   False  \n",
       "3     0                    True  \n",
       "4     0                   False  \n",
       "...                         ...  \n",
       "4995  0                   False  \n",
       "4996  0                    True  \n",
       "4997  0                   False  \n",
       "4998  0                   False  \n",
       "4999  0                   False  \n",
       "\n",
       "[4950 rows x 16 columns]"
      ]
     },
     "execution_count": 224,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Do Not Erase\n",
    "# This snippet selects the 0th subentry for every entry in the dataframe\n",
    "df_mu.loc[ (slice(None),[0]) , : ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EventNumber                (no streamer)              asdtype('>i4')\n",
      "RunNumber                  (no streamer)              asdtype('>i4')\n",
      "LumiBlock                  (no streamer)              asdtype('>i4')\n",
      "TriggerPass_HLT_mu26_ivarmedium\n",
      "                           (no streamer)              asdtype('bool')\n",
      "TriggerPass_HLT_mu22_mu8noL1\n",
      "                           (no streamer)              asdtype('bool')\n",
      "TriggerPass_HLT_3mu6_msonly\n",
      "                           (no streamer)              asdtype('bool')\n",
      "TriggerPass_HLT_2mu14,     (no streamer)              asdtype('bool')\n",
      "TriggerPass_HLT_j30_jes_cleanLLP_PS_llp_L1TAU60\n",
      "                           (no streamer)              asdtype('bool')\n",
      "TriggerPass_HLT_j30_jes_cleanLLP_PS_llp_L1TAU100\n",
      "                           (no streamer)              asdtype('bool')\n",
      "TriggerPass_HLT_j30_jes_cleanLLP_PS_llp_L1LLP_NOMATCH\n",
      "                           (no streamer)              asdtype('bool')\n",
      "TriggerPass_HLT_j30_jes_cleanLLP_PS_llp_L1LLP_RO\n",
      "                           (no streamer)              asdtype('bool')\n",
      "TriggerPass_HLT_mu6_dRl1_mu20_msonly_iloosems_mu6noL1_dRl1_msonly\n",
      "                           (no streamer)              asdtype('bool')\n",
      "TriggerPass_HLT_j30_muvtx  (no streamer)              asdtype('bool')\n",
      "TriggerPass_HLT_j30_muvtx_noiso\n",
      "                           (no streamer)              asdtype('bool')\n",
      "FilterPass                 (no streamer)              asdtype('bool')\n",
      "MET                        (no streamer)              asdtype('>f8')\n",
      "METPhi                     (no streamer)              asdtype('>f8')\n",
      "SumET                      (no streamer)              asdtype('>f8')\n",
      "NumPromptMuons             (no streamer)              asdtype('>u8')\n",
      "MuPtVec                    TStreamerSTL               asjagged(asdtype('>f8'), 10)\n",
      "MuEtaVec                   TStreamerSTL               asjagged(asdtype('>f8'), 10)\n",
      "MuPhiVec                   TStreamerSTL               asjagged(asdtype('>f8'), 10)\n",
      "MuPxVec                    TStreamerSTL               asjagged(asdtype('>f8'), 10)\n",
      "MuPyVec                    TStreamerSTL               asjagged(asdtype('>f8'), 10)\n",
      "MuPzVec                    TStreamerSTL               asjagged(asdtype('>f8'), 10)\n",
      "MuPtC30Vec                 TStreamerSTL               asjagged(asdtype('>f8'), 10)\n",
      "Mud0Vec                    TStreamerSTL               asjagged(asdtype('>f8'), 10)\n",
      "MuChargeVec                TStreamerSTL               asjagged(asdtype('>f8'), 10)\n",
      "MuPassPmuFilterCutsVec     TStreamerSTL               asjagged(asdtype('bool'), 10)\n",
      "MuPassDmuFilterCutsVec     TStreamerSTL               asjagged(asdtype('bool'), 10)\n",
      "MuIDLevelVec               TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "MuTypeVec                  TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "MuMSInnerMatchChi2Vec      TStreamerSTL               asjagged(asdtype('>f4'), 10)\n",
      "MuMSInnerMatchDOFVec       TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "MuTrackIsLRTVec            TStreamerSTL               asjagged(asdtype('bool'), 10)\n",
      "NumDisplacedVertices       (no streamer)              asdtype('>u8')\n",
      "DispVrtMassVec             TStreamerSTL               asjagged(asdtype('>f8'), 10)\n",
      "DispVrtXVec                TStreamerSTL               asjagged(asdtype('>f8'), 10)\n",
      "DispVrtYVec                TStreamerSTL               asjagged(asdtype('>f8'), 10)\n",
      "DispVrtZVec                TStreamerSTL               asjagged(asdtype('>f8'), 10)\n",
      "DispVrtPxVec               TStreamerSTL               asjagged(asdtype('>f8'), 10)\n",
      "DispVrtPyVec               TStreamerSTL               asjagged(asdtype('>f8'), 10)\n",
      "DispVrtPzVec               TStreamerSTL               asjagged(asdtype('>f8'), 10)\n",
      "DispVrtTruthMatchingBarcodeVec\n",
      "                           TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "DispVrtNumberOfTracksVec   (no streamer)              None\n",
      "DispVrtNumberOfAssociatedTracksVec\n",
      "                           TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "DispVrtTrackPtVec          TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f8'))))\n",
      "DispVrtTrackEtaVec         TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f8'))))\n",
      "DispVrtTrackPhiVec         TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f8'))))\n",
      "DispVrtTrackPxVec          TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f8'))))\n",
      "DispVrtTrackPyVec          TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f8'))))\n",
      "DispVrtTrackPzVec          TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f8'))))\n",
      "DispVrtTrackPtC30Vec       TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f8'))))\n",
      "DispVrtTrackd0Vec          TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f8'))))\n",
      "DispVrtTrackChargeVec      TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "DispVrtTrackIsElVec        TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('bool'))))\n",
      "DispVrtTrackIsMuVec        TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('bool'))))\n",
      "DispVrtTrackMuTypeVec      TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>i4'))))\n",
      "DispVrtTrackd0SigVec       TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f8'))))\n",
      "DispVrtTrackIDLevelVec     TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>i4'))))\n",
      "DispVrtTrackIsLRTVec       TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('bool'))))\n",
      "DispVrtTrackIsSelectedVec  TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('bool'))))\n",
      "DispVrtTrackIsAssociatedVec\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('bool'))))\n",
      "NumDisplacedVerticesVSILep (no streamer)              asdtype('>u8')\n",
      "DispVrtMassVecVSILep       TStreamerSTL               asjagged(asdtype('>f8'), 10)\n",
      "DispVrtXVecVSILep          TStreamerSTL               asjagged(asdtype('>f8'), 10)\n",
      "DispVrtYVecVSILep          TStreamerSTL               asjagged(asdtype('>f8'), 10)\n",
      "DispVrtZVecVSILep          TStreamerSTL               asjagged(asdtype('>f8'), 10)\n",
      "DispVrtPxVecVSILep         TStreamerSTL               asjagged(asdtype('>f8'), 10)\n",
      "DispVrtPyVecVSILep         TStreamerSTL               asjagged(asdtype('>f8'), 10)\n",
      "DispVrtPzVecVSILep         TStreamerSTL               asjagged(asdtype('>f8'), 10)\n",
      "DispVrtTruthMatchingBarcodeVecVSILep\n",
      "                           TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "DispVrtNumberOfTracksVecVSILep\n",
      "                           (no streamer)              None\n",
      "DispVrtNumberOfAssociatedTracksVecVSILep\n",
      "                           TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "DispVrtTrackPtVecVSILep    TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f8'))))\n",
      "DispVrtTrackEtaVecVSILep   TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f8'))))\n",
      "DispVrtTrackPhiVecVSILep   TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f8'))))\n",
      "DispVrtTrackPxVecVSILep    TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f8'))))\n",
      "DispVrtTrackPyVecVSILep    TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f8'))))\n",
      "DispVrtTrackPzVecVSILep    TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f8'))))\n",
      "DispVrtTrackPtC30VecVSILep TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f8'))))\n",
      "DispVrtTrackd0VecVSILep    TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f8'))))\n",
      "DispVrtTrackChargeVecVSILep\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "DispVrtTrackIsElVecVSILep  TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('bool'))))\n",
      "DispVrtTrackIsMuVecVSILep  TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('bool'))))\n",
      "DispVrtTrackMuTypeVecVSILep\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>i4'))))\n",
      "DispVrtTrackd0SigVecVSILep TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f8'))))\n",
      "DispVrtTrackIDLevelVecVSILep\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>i4'))))\n",
      "DispVrtTrackIsLRTVecVSILep TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('bool'))))\n",
      "DispVrtTrackIsSelectedVecVSILep\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('bool'))))\n",
      "DispVrtTrackIsAssociatedVecVSILep\n",
      "                           TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('bool'))))\n",
      "NumPromptMuonsTruth        (no streamer)              asdtype('>u8')\n",
      "MuPtVecTruth               TStreamerSTL               asjagged(asdtype('>f8'), 10)\n",
      "MuEtaVecTruth              TStreamerSTL               asjagged(asdtype('>f8'), 10)\n",
      "MuPhiVecTruth              TStreamerSTL               asjagged(asdtype('>f8'), 10)\n",
      "MuPxVecTruth               TStreamerSTL               asjagged(asdtype('>f8'), 10)\n",
      "MuPyVecTruth               TStreamerSTL               asjagged(asdtype('>f8'), 10)\n",
      "MuPzVecTruth               TStreamerSTL               asjagged(asdtype('>f8'), 10)\n",
      "MuChargeVecTruth           TStreamerSTL               asjagged(asdtype('>f8'), 10)\n",
      "NumDisplacedVerticesTruth  (no streamer)              asdtype('>u8')\n",
      "DispVrtBarcodeVecTruth     TStreamerSTL               asjagged(asdtype('>i4'), 10)\n",
      "DispVrtMassVecTruth        TStreamerSTL               asjagged(asdtype('>f8'), 10)\n",
      "DispVrtXVecTruth           TStreamerSTL               asjagged(asdtype('>f8'), 10)\n",
      "DispVrtYVecTruth           TStreamerSTL               asjagged(asdtype('>f8'), 10)\n",
      "DispVrtZVecTruth           TStreamerSTL               asjagged(asdtype('>f8'), 10)\n",
      "DispVrtPxVecTruth          TStreamerSTL               asjagged(asdtype('>f8'), 10)\n",
      "DispVrtPyVecTruth          TStreamerSTL               asjagged(asdtype('>f8'), 10)\n",
      "DispVrtPzVecTruth          TStreamerSTL               asjagged(asdtype('>f8'), 10)\n",
      "DispVrtNumberOfTracksVecTruth\n",
      "                           (no streamer)              None\n",
      "DispVrtTrackPtVecTruth     TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f8'))))\n",
      "DispVrtTrackEtaVecTruth    TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f8'))))\n",
      "DispVrtTrackPhiVecTruth    TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f8'))))\n",
      "DispVrtTrackPxVecTruth     TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f8'))))\n",
      "DispVrtTrackPyVecTruth     TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f8'))))\n",
      "DispVrtTrackPzVecTruth     TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f8'))))\n",
      "DispVrtTrackChargeVecTruth TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f4'))))\n",
      "DispVrtTrackPdgidVecTruth  TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>i4'))))\n",
      "DispVrtTrackIsElVecTruth   TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('bool'))))\n",
      "DispVrtTrackIsMuVecTruth   TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('bool'))))\n",
      "DispVrtTrackd0VecTruth     TStreamerSTL               asgenobj(STLVector(STLVector(asdtype('>f8'))))\n"
     ]
    }
   ],
   "source": [
    "HNLVectorTree.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = HNLVectorTree.pandas.df(flatten=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "for column in df.columns:\n",
    "    print(column)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f796d4a57f0>"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['DispVrtNumberOfAssociatedTracksVec'].apply(lambda x: len(x)).hist(bins=[0,1,2,3,4,5,6,7,8,9])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "outTree_arrays = outTree.arrays()\n",
    "outTree_arrays = { key.decode(): val for key, val in outTree_arrays.items() }\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "HNLVectorTree_arrays = HNLVectorTree.arrays()\n",
    "HNLVectorTree_arrays = { key.decode(): val for key, val in HNLVectorTree_arrays.items() }\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "for key in outTree.keys():\n",
    "    print(key)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EventNumber\n",
      "RunNumber\n",
      "LumiBlock\n",
      "TriggerPass_HLT_mu26_ivarmedium\n",
      "TriggerPass_HLT_mu22_mu8noL1\n",
      "TriggerPass_HLT_3mu6_msonly\n",
      "TriggerPass_HLT_2mu14,\n",
      "TriggerPass_HLT_j30_jes_cleanLLP_PS_llp_L1TAU60\n",
      "TriggerPass_HLT_j30_jes_cleanLLP_PS_llp_L1TAU100\n",
      "TriggerPass_HLT_j30_jes_cleanLLP_PS_llp_L1LLP_NOMATCH\n",
      "TriggerPass_HLT_j30_jes_cleanLLP_PS_llp_L1LLP_RO\n",
      "TriggerPass_HLT_mu6_dRl1_mu20_msonly_iloosems_mu6noL1_dRl1_msonly\n",
      "TriggerPass_HLT_j30_muvtx\n",
      "TriggerPass_HLT_j30_muvtx_noiso\n",
      "FilterPass\n",
      "MET\n",
      "METPhi\n",
      "SumET\n",
      "NumPromptMuons\n",
      "MuPtVec\n",
      "MuEtaVec\n",
      "MuPhiVec\n",
      "MuPxVec\n",
      "MuPyVec\n",
      "MuPzVec\n",
      "MuPtC30Vec\n",
      "Mud0Vec\n",
      "MuChargeVec\n",
      "MuPassPmuFilterCutsVec\n",
      "MuPassDmuFilterCutsVec\n",
      "MuIDLevelVec\n",
      "MuTypeVec\n",
      "MuMSInnerMatchChi2Vec\n",
      "MuMSInnerMatchDOFVec\n",
      "MuTrackIsLRTVec\n",
      "NumDisplacedVertices\n",
      "DispVrtMassVec\n",
      "DispVrtXVec\n",
      "DispVrtYVec\n",
      "DispVrtZVec\n",
      "DispVrtPxVec\n",
      "DispVrtPyVec\n",
      "DispVrtPzVec\n",
      "DispVrtTruthMatchingBarcodeVec\n",
      "DispVrtNumberOfAssociatedTracksVec\n",
      "DispVrtTrackPtVec\n",
      "DispVrtTrackEtaVec\n",
      "DispVrtTrackPhiVec\n",
      "DispVrtTrackPxVec\n",
      "DispVrtTrackPyVec\n",
      "DispVrtTrackPzVec\n",
      "DispVrtTrackPtC30Vec\n",
      "DispVrtTrackd0Vec\n",
      "DispVrtTrackChargeVec\n",
      "DispVrtTrackIsElVec\n",
      "DispVrtTrackIsMuVec\n",
      "DispVrtTrackMuTypeVec\n",
      "DispVrtTrackd0SigVec\n",
      "DispVrtTrackIDLevelVec\n",
      "DispVrtTrackIsLRTVec\n",
      "DispVrtTrackIsSelectedVec\n",
      "DispVrtTrackIsAssociatedVec\n",
      "NumDisplacedVerticesVSILep\n",
      "DispVrtMassVecVSILep\n",
      "DispVrtXVecVSILep\n",
      "DispVrtYVecVSILep\n",
      "DispVrtZVecVSILep\n",
      "DispVrtPxVecVSILep\n",
      "DispVrtPyVecVSILep\n",
      "DispVrtPzVecVSILep\n",
      "DispVrtTruthMatchingBarcodeVecVSILep\n",
      "DispVrtNumberOfAssociatedTracksVecVSILep\n",
      "DispVrtTrackPtVecVSILep\n",
      "DispVrtTrackEtaVecVSILep\n",
      "DispVrtTrackPhiVecVSILep\n",
      "DispVrtTrackPxVecVSILep\n",
      "DispVrtTrackPyVecVSILep\n",
      "DispVrtTrackPzVecVSILep\n",
      "DispVrtTrackPtC30VecVSILep\n",
      "DispVrtTrackd0VecVSILep\n",
      "DispVrtTrackChargeVecVSILep\n",
      "DispVrtTrackIsElVecVSILep\n",
      "DispVrtTrackIsMuVecVSILep\n",
      "DispVrtTrackMuTypeVecVSILep\n",
      "DispVrtTrackd0SigVecVSILep\n",
      "DispVrtTrackIDLevelVecVSILep\n",
      "DispVrtTrackIsLRTVecVSILep\n",
      "DispVrtTrackIsSelectedVecVSILep\n",
      "DispVrtTrackIsAssociatedVecVSILep\n",
      "NumPromptMuonsTruth\n",
      "MuPtVecTruth\n",
      "MuEtaVecTruth\n",
      "MuPhiVecTruth\n",
      "MuPxVecTruth\n",
      "MuPyVecTruth\n",
      "MuPzVecTruth\n",
      "MuChargeVecTruth\n",
      "NumDisplacedVerticesTruth\n",
      "DispVrtBarcodeVecTruth\n",
      "DispVrtMassVecTruth\n",
      "DispVrtXVecTruth\n",
      "DispVrtYVecTruth\n",
      "DispVrtZVecTruth\n",
      "DispVrtPxVecTruth\n",
      "DispVrtPyVecTruth\n",
      "DispVrtPzVecTruth\n",
      "DispVrtTrackPtVecTruth\n",
      "DispVrtTrackEtaVecTruth\n",
      "DispVrtTrackPhiVecTruth\n",
      "DispVrtTrackPxVecTruth\n",
      "DispVrtTrackPyVecTruth\n",
      "DispVrtTrackPzVecTruth\n",
      "DispVrtTrackChargeVecTruth\n",
      "DispVrtTrackPdgidVecTruth\n",
      "DispVrtTrackIsElVecTruth\n",
      "DispVrtTrackIsMuVecTruth\n",
      "DispVrtTrackd0VecTruth\n"
     ]
    }
   ],
   "source": [
    "for key in HNLVectorTree_arrays.keys():\n",
    "    print(key)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "First 10 entries\n",
      "HNL_var: DispVrtNumberOfTracksVec  ---  DV_var: secVtx_distFromPV\n"
     ]
    },
    {
     "ename": "KeyError",
     "evalue": "'DispVrtNumberOfTracksVec'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-71-6d64ad0f5ce6>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m100\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\u001b[0;31m     \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"HNL\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mHNLVectorTree_arrays\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mHNL_var\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      9\u001b[0m     \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"DV\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moutTree_arrays\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mDV_var\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     10\u001b[0m     \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"difference:\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moutTree_arrays\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mDV_var\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0mHNLVectorTree_arrays\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mHNL_var\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: 'DispVrtNumberOfTracksVec'"
     ]
    }
   ],
   "source": [
    "HNL_var = 'DispVrtNumberOfTracksVec'\n",
    "DV_var = 'secVtx_distFromPV'\n",
    "\n",
    "print(\"First 10 entries\")\n",
    "print(\"HNL_var:\", HNL_var, \" --- \", \"DV_var:\", DV_var )\n",
    "\n",
    "for i in range(100): \n",
    "    print(\"HNL\", HNLVectorTree_arrays[HNL_var][i])\n",
    "    print(\"DV\", outTree_arrays[DV_var][i])\n",
    "    try: print(\"difference:\", outTree_arrays[DV_var][i] - HNLVectorTree_arrays[HNL_var][i] )\n",
    "    except: pass\n",
    "    print()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# df = outTree.pandas.df(flatten=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "runNumber\n",
      "eventNumber\n",
      "lumiBlock\n",
      "coreFlags\n",
      "bcid\n",
      "mcEventNumber\n",
      "mcChannelNumber\n",
      "mcEventWeight\n",
      "NPV\n",
      "actualInteractionsPerCrossing\n",
      "averageInteractionsPerCrossing\n",
      "weight_pileup\n",
      "correctedAverageMu\n",
      "correctedAndScaledAverageMu\n",
      "correctedActualMu\n",
      "correctedAndScaledActualMu\n",
      "rand_run_nr\n",
      "rand_lumiblock_nr\n",
      "pdgId1\n",
      "pdgId2\n",
      "pdfId1\n",
      "pdfId2\n",
      "x1\n",
      "x2\n",
      "q\n",
      "xf1\n",
      "xf2\n",
      "mjj\n",
      "m3j\n",
      "mnj\n",
      "LLP1_beta\n",
      "LLP1_gamma\n",
      "LLP1_R_coord\n",
      "LLP1_X_coord\n",
      "LLP1_Y_coord\n",
      "LLP1_Z_coord\n",
      "LLP1_lifetime_dil\n",
      "LLP1_lifetime_prop\n",
      "LLP1_Pt\n",
      "LLP1_Eta\n",
      "LLP1_Phi\n",
      "LLP1_Mass\n",
      "LLP2_beta\n",
      "LLP2_gamma\n",
      "LLP2_R_coord\n",
      "LLP2_X_coord\n",
      "LLP2_Y_coord\n",
      "LLP2_Z_coord\n",
      "LLP2_lifetime_dil\n",
      "LLP2_lifetime_prop\n",
      "LLP2_Pt\n",
      "LLP2_Eta\n",
      "LLP2_Phi\n",
      "LLP2_Mass\n",
      "V_Child\n",
      "V_Child_Pt\n",
      "V_Child_Eta\n",
      "V_Child_Phi\n",
      "V_Child_M\n",
      "V_Id\n",
      "V_Pt\n",
      "V_Eta\n",
      "V_Phi\n",
      "V_Mass\n",
      "Neutrino_Id\n",
      "Neutrino_Pt\n",
      "Neutrino_Eta\n",
      "Neutrino_Phi\n",
      "Neutrino_Mass\n",
      "Track_Met\n",
      "H_Pt\n",
      "H_Eta\n",
      "H_Phi\n",
      "H_Mass\n",
      "B_Index\n",
      "B_Pt\n",
      "B_Eta\n",
      "B_Phi\n",
      "B_Mass\n",
      "B_Matched\n",
      "B_Nearest\n",
      "passesFilter\n",
      "passesElecFilter\n",
      "passesMuonFilter\n",
      "Met\n",
      "Met_Phi\n",
      "Met_Sumet\n",
      "Lep_JetMinCHF_DeltaPhi\n",
      "Lep_SumLeadingJets_DeltaPhi\n",
      "Vec_JetMinCHF_DeltaPhi\n",
      "Vec_SumLeadingJets_DeltaPhi\n",
      "MetDeltaPhi\n",
      "weight\n",
      "weight_xs\n",
      "weight_prescale\n",
      "weight_resonanceKFactor\n",
      "passL1\n",
      "passHLT\n",
      "passedTriggers\n",
      "disabledTriggers\n",
      "metFinalClus\n",
      "metFinalClusPx\n",
      "metFinalClusPy\n",
      "metFinalClusSumEt\n",
      "metFinalClusPhi\n",
      "metFinalTrk\n",
      "metFinalTrkPx\n",
      "metFinalTrkPy\n",
      "metFinalTrkSumEt\n",
      "metFinalTrkPhi\n",
      "ntrack\n",
      "track_phi\n",
      "track_qOverP\n",
      "track_theta\n",
      "track_isAssoc\n",
      "track_jetIndex\n",
      "njet\n",
      "jet_E\n",
      "jet_pt\n",
      "jet_phi\n",
      "jet_eta\n",
      "jet_rapidity\n",
      "jet_Timing\n",
      "jet_LArQuality\n",
      "jet_HECQuality\n",
      "jet_NegativeE\n",
      "jet_AverageLArQF\n",
      "jet_BchCorrCell\n",
      "jet_N90Constituents\n",
      "jet_LArBadHVEnergyFrac\n",
      "jet_LArBadHVNCell\n",
      "jet_OotFracClusters5\n",
      "jet_OotFracClusters10\n",
      "jet_LeadingClusterPt\n",
      "jet_LeadingClusterSecondLambda\n",
      "jet_LeadingClusterCenterLambda\n",
      "jet_LeadingClusterSecondR\n",
      "jet_clean_passLooseBadUgly\n",
      "jet_clean_passTightBadUgly\n",
      "jet_clean_passLooseBad\n",
      "jet_clean_passTightBad\n",
      "jet_HECFrac\n",
      "jet_CentroidR\n",
      "jet_LowEtConstituentsFrac\n",
      "jet_EMFrac\n",
      "jet_FracSamplingMax\n",
      "jet_FracSamplingMaxIndex\n",
      "jet_GhostMuonSegmentCount\n",
      "jet_Width\n",
      "jet_NumTrkPt1000\n",
      "jet_SumPtTrkPt1000\n",
      "jet_TrackWidthPt1000\n",
      "jet_NumTrkPt500\n",
      "jet_SumPtTrkPt500\n",
      "jet_TrackWidthPt500\n",
      "jet_JVF\n",
      "jet_NumTrkPt1000PV\n",
      "jet_SumPtTrkPt1000PV\n",
      "jet_TrackWidthPt1000PV\n",
      "jet_NumTrkPt500PV\n",
      "jet_SumPtTrkPt500PV\n",
      "jet_TrackWidthPt500PV\n",
      "jet_JVFPV\n",
      "jet_JvtJvfcorr\n",
      "jet_JvtRpt\n",
      "jet_Jvt\n",
      "jet_JvtPass_Loose\n",
      "jet_JvtEff_SF_Loose\n",
      "jet_JvtPass_Medium\n",
      "jet_JvtEff_SF_Medium\n",
      "jet_JvtPass_Tight\n",
      "jet_JvtEff_SF_Tight\n",
      "jet_fJvtPass_Medium\n",
      "jet_fJvtEff_SF_Medium\n",
      "jet_fJvtPass_Tight\n",
      "jet_fJvtEff_SF_Tight\n",
      "jet_MV2c00\n",
      "jet_MV2c10\n",
      "jet_MV2c10mu\n",
      "jet_MV2c10rnn\n",
      "jet_MV2rmu\n",
      "jet_MV2r\n",
      "jet_MV2c20\n",
      "jet_MV2c100\n",
      "jet_DL1\n",
      "jet_DL1_pu\n",
      "jet_DL1_pc\n",
      "jet_DL1_pb\n",
      "jet_DL1mu\n",
      "jet_DL1mu_pu\n",
      "jet_DL1mu_pc\n",
      "jet_DL1mu_pb\n",
      "jet_DL1rnn\n",
      "jet_DL1rnn_pu\n",
      "jet_DL1rnn_pc\n",
      "jet_DL1rnn_pb\n",
      "jet_DL1rmu\n",
      "jet_DL1rmu_pu\n",
      "jet_DL1rmu_pc\n",
      "jet_DL1rmu_pb\n",
      "jet_DL1r\n",
      "jet_DL1r_pu\n",
      "jet_DL1r_pc\n",
      "jet_DL1r_pb\n",
      "jet_HadronConeExclTruthLabelID\n",
      "jet_HadronConeExclExtendedTruthLabelID\n",
      "jet_ConeTruthLabelID\n",
      "jet_TruthCount\n",
      "jet_TruthLabelDeltaR_B\n",
      "jet_TruthLabelDeltaR_C\n",
      "jet_TruthLabelDeltaR_T\n",
      "jet_PartonTruthLabelID\n",
      "jet_GhostTruthAssociationFraction\n",
      "jet_truth_E\n",
      "jet_truth_pt\n",
      "jet_truth_phi\n",
      "jet_truth_eta\n",
      "jet_alpha_max\n",
      "jet_alpha_max_pass\n",
      "jet_chf\n",
      "jet_chf_pass\n",
      "jet_track_pt_max\n",
      "jet_ntracks\n",
      "jet_LooseDR\n",
      "jet_MediumDR\n",
      "jet_TightDR\n",
      "jet_LooseDPhi\n",
      "jet_MediumDPhi\n",
      "jet_TightDPhi\n",
      "jet_LLP_index\n",
      "jet_num_b\n",
      "jet_nearest_b\n",
      "nmuon\n",
      "muon_m\n",
      "muon_pt\n",
      "muon_phi\n",
      "muon_eta\n",
      "muon_charge\n",
      "muon_TTVAEff_SF\n",
      "muon_trkd0\n",
      "muon_trkd0sig\n",
      "muon_trkz0\n",
      "muon_trkz0sintheta\n",
      "muon_trkphi0\n",
      "muon_trktheta\n",
      "muon_trkcharge\n",
      "muon_trkqOverP\n",
      "muon_trknSiHits\n",
      "muon_trknPixHits\n",
      "muon_trknPixHoles\n",
      "muon_trknSCTHits\n",
      "muon_trknSCTHoles\n",
      "muon_trknTRTHits\n",
      "muon_trknTRTHoles\n",
      "muon_trknBLayerHits\n",
      "muon_trknInnermostPixLayHits\n",
      "muon_trkPixdEdX\n",
      "muon_EnergyLoss\n",
      "muon_EnergyLossSigma\n",
      "muon_energyLossType\n",
      "muon_MeasEnergyLoss\n",
      "muon_MeasEnergyLossSigma\n",
      "muon_ParamEnergyLoss\n",
      "muon_ParamEnergyLossSigmaMinus\n",
      "muon_ParamEnergyLossSigmaPlus\n",
      "nel\n",
      "el_m\n",
      "el_pt\n",
      "el_phi\n",
      "el_eta\n",
      "el_caloCluster_eta\n",
      "el_charge\n",
      "el_RecoEff_SF\n",
      "el_trkd0\n",
      "el_trkd0sig\n",
      "el_trkz0\n",
      "el_trkz0sintheta\n",
      "el_trkphi0\n",
      "el_trktheta\n",
      "el_trkcharge\n",
      "el_trkqOverP\n",
      "el_trknSiHits\n",
      "el_trknPixHits\n",
      "el_trknPixHoles\n",
      "el_trknSCTHits\n",
      "el_trknSCTHoles\n",
      "el_trknTRTHits\n",
      "el_trknTRTHoles\n",
      "el_trknBLayerHits\n",
      "el_trknInnermostPixLayHits\n",
      "el_trkPixdEdX\n",
      "nsecVtx\n",
      "secVtx_ID\n",
      "secVtx_x\n",
      "secVtx_y\n",
      "secVtx_z\n",
      "secVtx_r\n",
      "secVtx_distFromPV\n",
      "secVtx_pt\n",
      "secVtx_eta\n",
      "secVtx_phi\n",
      "secVtx_mass\n",
      "secVtx_mass_nonAssoc\n",
      "secVtx_covariance\n",
      "secVtx_chi2\n",
      "secVtx_direction\n",
      "secVtx_charge\n",
      "secVtx_H\n",
      "secVtx_Ht\n",
      "secVtx_minOpAng\n",
      "secVtx_maxOpAng\n",
      "secVtx_mind0\n",
      "secVtx_maxd0\n",
      "secVtx_minOneTrackRemovedMass\n",
      "secVtx_twoTracksMass\n",
      "secVtx_twoTracksMassRest\n",
      "secVtx_twoTracksCharge\n",
      "secVtx_ntrk\n",
      "secVtx_ntrk_sel\n",
      "secVtx_ntrk_assoc\n",
      "secVtx_pass_mat\n",
      "secVtx_trk_ID\n",
      "secVtx_trk_qOverP\n",
      "secVtx_trk_theta\n",
      "secVtx_trk_vz\n",
      "secVtx_trk_E\n",
      "secVtx_trk_M\n",
      "secVtx_trk_pt\n",
      "secVtx_trk_eta\n",
      "secVtx_trk_phi\n",
      "secVtx_trk_d0\n",
      "secVtx_trk_z0\n",
      "secVtx_trk_errd0\n",
      "secVtx_trk_errz0\n",
      "secVtx_trk_chi2\n",
      "secVtx_trk_pt_wrtSV\n",
      "secVtx_trk_eta_wrtSV\n",
      "secVtx_trk_phi_wrtSV\n",
      "secVtx_trk_d0_wrtSV\n",
      "secVtx_trk_z0_wrtSV\n",
      "secVtx_trk_errd0_wrtSV\n",
      "secVtx_trk_errz0_wrtSV\n",
      "secVtx_trk_chi2_toSV\n",
      "secVtx_trk_charge\n",
      "secVtx_trk_isFinal\n",
      "secVtx_trk_isSelected\n",
      "secVtx_trk_isAssociated\n",
      "secVtx_trk_nPixelBarrelLayers\n",
      "secVtx_trk_nPixelEndCapLayers\n",
      "secVtx_trk_nSCTBarrelLayers\n",
      "secVtx_trk_nSCTEndCapLayers\n",
      "secVtx_trk_hitPattern\n",
      "secVtx_trk_dEdx\n",
      "secVtx_trk_radiusOfFirstHit\n",
      "secVtx_trk_truthProb\n",
      "secVtx_trk_truthID\n",
      "secVtx_trk_truthBarcode\n",
      "secVtx_trk_truthPdgId\n",
      "secVtx_trk_truthPointsToClosestTV\n",
      "secVtx_trk_truthPointsToMaxlinkTV\n",
      "secVtx_trk_truthParentPointsToMaxlinkPTV\n",
      "secVtx_closeTruth_distance\n",
      "secVtx_closeTruth_ID\n",
      "secVtx_closeTruth_barcode\n",
      "secVtx_closestTruth_distance\n",
      "secVtx_closestTruth_ID\n",
      "secVtx_closestTruth_x\n",
      "secVtx_closestTruth_y\n",
      "secVtx_closestTruth_z\n",
      "secVtx_closestTruth_r\n",
      "secVtx_closestTruth_eta\n",
      "secVtx_closestTruth_phi\n",
      "secVtx_closestTruth_barcode\n",
      "secVtx_closestTruth_inE\n",
      "secVtx_closestTruth_outE\n",
      "secVtx_closestTruth_parent_ID\n",
      "secVtx_closestTruth_parent_pt\n",
      "secVtx_closestTruth_parent_eta\n",
      "secVtx_closestTruth_parent_phi\n",
      "secVtx_closestTruth_parent_E\n",
      "secVtx_closestTruth_parent_M\n",
      "secVtx_closestTruth_parent_charge\n",
      "secVtx_closestTruth_parent_pdgId\n",
      "secVtx_closestTruth_parent_status\n",
      "secVtx_closestTruth_parent_barcode\n",
      "secVtx_closestTruth_outP_ID\n",
      "secVtx_closestTruth_outP_pt\n",
      "secVtx_closestTruth_outP_eta\n",
      "secVtx_closestTruth_outP_phi\n",
      "secVtx_closestTruth_outP_E\n",
      "secVtx_closestTruth_outP_M\n",
      "secVtx_closestTruth_outP_charge\n",
      "secVtx_closestTruth_outP_pdgId\n",
      "secVtx_closestTruth_outP_status\n",
      "secVtx_closestTruth_outP_barcode\n",
      "secVtx_closestTruth_outP_isReco\n",
      "secVtx_closestTruth_outP_recoProb\n",
      "secVtx_closestTruth_outP_recoID\n",
      "secVtx_closestTruth_outP_recoIsSelected\n",
      "secVtx_closestTruth_outP_recoIsAssociated\n",
      "secVtx_closestTruth_outP_isStable\n",
      "secVtx_closestTruth_outP_isInteracting\n",
      "secVtx_closestTruth_outP_isReconstructible\n",
      "secVtx_linkTruth_score\n",
      "secVtx_linkTruth_ID\n",
      "secVtx_linkTruth_barcode\n",
      "secVtx_maxlinkTruth_score\n",
      "secVtx_maxlinkTruth_ID\n",
      "secVtx_maxlinkTruth_x\n",
      "secVtx_maxlinkTruth_y\n",
      "secVtx_maxlinkTruth_z\n",
      "secVtx_maxlinkTruth_r\n",
      "secVtx_maxlinkTruth_eta\n",
      "secVtx_maxlinkTruth_phi\n",
      "secVtx_maxlinkTruth_barcode\n",
      "secVtx_maxlinkTruth_inE\n",
      "secVtx_maxlinkTruth_outE\n",
      "secVtx_maxlinkTruth_parent_ID\n",
      "secVtx_maxlinkTruth_parent_pt\n",
      "secVtx_maxlinkTruth_parent_eta\n",
      "secVtx_maxlinkTruth_parent_phi\n",
      "secVtx_maxlinkTruth_parent_E\n",
      "secVtx_maxlinkTruth_parent_M\n",
      "secVtx_maxlinkTruth_parent_charge\n",
      "secVtx_maxlinkTruth_parent_pdgId\n",
      "secVtx_maxlinkTruth_parent_status\n",
      "secVtx_maxlinkTruth_parent_barcode\n",
      "secVtx_maxlinkTruth_outP_ID\n",
      "secVtx_maxlinkTruth_outP_pt\n",
      "secVtx_maxlinkTruth_outP_eta\n",
      "secVtx_maxlinkTruth_outP_phi\n",
      "secVtx_maxlinkTruth_outP_E\n",
      "secVtx_maxlinkTruth_outP_M\n",
      "secVtx_maxlinkTruth_outP_charge\n",
      "secVtx_maxlinkTruth_outP_pdgId\n",
      "secVtx_maxlinkTruth_outP_status\n",
      "secVtx_maxlinkTruth_outP_barcode\n",
      "secVtx_maxlinkTruth_outP_isReco\n",
      "secVtx_maxlinkTruth_outP_recoProb\n",
      "secVtx_maxlinkTruth_outP_recoID\n",
      "secVtx_maxlinkTruth_outP_recoIsSelected\n",
      "secVtx_maxlinkTruth_outP_recoIsAssociated\n",
      "secVtx_maxlinkTruth_outP_isStable\n",
      "secVtx_maxlinkTruth_outP_isInteracting\n",
      "secVtx_maxlinkTruth_outP_isReconstructible\n",
      "secVtx_linkParentTruth_score\n",
      "secVtx_linkParentTruth_ID\n",
      "secVtx_linkParentTruth_barcode\n",
      "secVtx_maxlinkParentTruth_score\n",
      "secVtx_maxlinkParentTruth_ID\n",
      "secVtx_maxlinkParentTruth_x\n",
      "secVtx_maxlinkParentTruth_y\n",
      "secVtx_maxlinkParentTruth_z\n",
      "secVtx_maxlinkParentTruth_r\n",
      "secVtx_maxlinkParentTruth_eta\n",
      "secVtx_maxlinkParentTruth_phi\n",
      "secVtx_maxlinkParentTruth_barcode\n",
      "secVtx_maxlinkParentTruth_inE\n",
      "secVtx_maxlinkParentTruth_outE\n",
      "secVtx_maxlinkParentTruth_parent_ID\n",
      "secVtx_maxlinkParentTruth_parent_pt\n",
      "secVtx_maxlinkParentTruth_parent_eta\n",
      "secVtx_maxlinkParentTruth_parent_phi\n",
      "secVtx_maxlinkParentTruth_parent_E\n",
      "secVtx_maxlinkParentTruth_parent_M\n",
      "secVtx_maxlinkParentTruth_parent_charge\n",
      "secVtx_maxlinkParentTruth_parent_pdgId\n",
      "secVtx_maxlinkParentTruth_parent_status\n",
      "secVtx_maxlinkParentTruth_parent_barcode\n",
      "secVtx_maxlinkParentTruth_outP_ID\n",
      "secVtx_maxlinkParentTruth_outP_pt\n",
      "secVtx_maxlinkParentTruth_outP_eta\n",
      "secVtx_maxlinkParentTruth_outP_phi\n",
      "secVtx_maxlinkParentTruth_outP_E\n",
      "secVtx_maxlinkParentTruth_outP_M\n",
      "secVtx_maxlinkParentTruth_outP_charge\n",
      "secVtx_maxlinkParentTruth_outP_pdgId\n",
      "secVtx_maxlinkParentTruth_outP_status\n",
      "secVtx_maxlinkParentTruth_outP_barcode\n",
      "secVtx_maxlinkParentTruth_outP_isReco\n",
      "secVtx_maxlinkParentTruth_outP_recoProb\n",
      "secVtx_maxlinkParentTruth_outP_recoID\n",
      "secVtx_maxlinkParentTruth_outP_recoIsSelected\n",
      "secVtx_maxlinkParentTruth_outP_recoIsAssociated\n",
      "secVtx_maxlinkParentTruth_outP_isStable\n",
      "secVtx_maxlinkParentTruth_outP_isInteracting\n",
      "secVtx_maxlinkParentTruth_outP_isReconstructible\n",
      "ntruthVtx\n",
      "truthVtx_ID\n",
      "truthVtx_x\n",
      "truthVtx_y\n",
      "truthVtx_z\n",
      "truthVtx_r\n",
      "truthVtx_pt\n",
      "truthVtx_eta\n",
      "truthVtx_phi\n",
      "truthVtx_mass\n",
      "truthVtx_nOutP\n",
      "truthVtx_barcode\n",
      "truthVtx_parent_ID\n",
      "truthVtx_parent_pt\n",
      "truthVtx_parent_eta\n",
      "truthVtx_parent_phi\n",
      "truthVtx_parent_E\n",
      "truthVtx_parent_M\n",
      "truthVtx_parent_charge\n",
      "truthVtx_parent_pdgId\n",
      "truthVtx_parent_status\n",
      "truthVtx_parent_barcode\n",
      "truthVtx_parent_prod_ID\n",
      "truthVtx_parent_prod_x\n",
      "truthVtx_parent_prod_y\n",
      "truthVtx_parent_prod_z\n",
      "truthVtx_parent_prod_r\n",
      "truthVtx_parent_prod_eta\n",
      "truthVtx_parent_prod_phi\n",
      "truthVtx_parent_prod_barcode\n",
      "truthVtx_outP_ID\n",
      "truthVtx_outP_pt\n",
      "truthVtx_outP_eta\n",
      "truthVtx_outP_phi\n",
      "truthVtx_outP_E\n",
      "truthVtx_outP_M\n",
      "truthVtx_outP_charge\n",
      "truthVtx_outP_pdgId\n",
      "truthVtx_outP_status\n",
      "truthVtx_outP_barcode\n",
      "truthVtx_outP_isReco\n",
      "truthVtx_outP_recoProb\n",
      "truthVtx_outP_recoID\n",
      "truthVtx_outP_recoIsSelected\n",
      "truthVtx_outP_recoIsAssociated\n",
      "truthVtx_outP_isStable\n",
      "truthVtx_outP_isInteracting\n",
      "truthVtx_outP_isReconstructible\n",
      "truthVtx_linkedRecoVtx_ID\n",
      "truthVtx_linkedRecoVtx_score\n",
      "truthVtx_maxlinkedRecoVtx_ID\n",
      "truthVtx_maxlinkedRecoVtx_score\n"
     ]
    }
   ],
   "source": [
    "for column in df.columns:\n",
    "    print(column)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "# df.NPV.hist()\n",
    "# df.actualInteractionsPerCrossing.hist()\n",
    "# df.nsecVtx.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>runNumber</th>\n",
       "      <th>eventNumber</th>\n",
       "      <th>lumiBlock</th>\n",
       "      <th>coreFlags</th>\n",
       "      <th>bcid</th>\n",
       "      <th>mcEventNumber</th>\n",
       "      <th>mcChannelNumber</th>\n",
       "      <th>mcEventWeight</th>\n",
       "      <th>NPV</th>\n",
       "      <th>actualInteractionsPerCrossing</th>\n",
       "      <th>...</th>\n",
       "      <th>truthVtx_outP_recoID</th>\n",
       "      <th>truthVtx_outP_recoIsSelected</th>\n",
       "      <th>truthVtx_outP_recoIsAssociated</th>\n",
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       "      <th>truthVtx_outP_isInteracting</th>\n",
       "      <th>truthVtx_outP_isReconstructible</th>\n",
       "      <th>truthVtx_linkedRecoVtx_ID</th>\n",
       "      <th>truthVtx_linkedRecoVtx_score</th>\n",
       "      <th>truthVtx_maxlinkedRecoVtx_ID</th>\n",
       "      <th>truthVtx_maxlinkedRecoVtx_score</th>\n",
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       "    <tr>\n",
       "      <th>entry</th>\n",
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       "      <th></th>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
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       "      <td>1244</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
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       "      <td>1244</td>\n",
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       "      <td>12</td>\n",
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       "      <td>284500</td>\n",
       "      <td>1725</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>16</td>\n",
       "      <td>25.50</td>\n",
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       "      <td>[[0, 0, 0], [0, 0], [0], [0], [0, 0], [0], [0]...</td>\n",
       "      <td>[[0, 0, 0], [0, 0], [0], [0], [0, 0], [0], [0]...</td>\n",
       "      <td>[[1, 1, 1], [1, 1], [1], [1], [1, 1], [1], [1]...</td>\n",
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       "      <td>35</td>\n",
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       "      <td>[[], [], [], [], [], [], [], [], [], [], [], [...</td>\n",
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       "      <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",
       "      <td>4548</td>\n",
       "      <td>284500</td>\n",
       "      <td>4710</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>258</td>\n",
       "      <td>4710</td>\n",
       "      <td>311660</td>\n",
       "      <td>1.0</td>\n",
       "      <td>18</td>\n",
       "      <td>29.50</td>\n",
       "      <td>...</td>\n",
       "      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...</td>\n",
       "      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...</td>\n",
       "      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...</td>\n",
       "      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...</td>\n",
       "      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...</td>\n",
       "      <td>[[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,...</td>\n",
       "      <td>[[], [], [], [], [], [], [], [], [], [], [], [...</td>\n",
       "      <td>[[], [], [], [], [], [], [], [], [], [], [], [...</td>\n",
       "      <td>[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
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       "    <tr>\n",
       "      <td>4549</td>\n",
       "      <td>284500</td>\n",
       "      <td>4761</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>3181</td>\n",
       "      <td>4761</td>\n",
       "      <td>311660</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8</td>\n",
       "      <td>15.50</td>\n",
       "      <td>...</td>\n",
       "      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, ...</td>\n",
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       "      <td>[[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], [1, ...</td>\n",
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       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
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       "    <tr>\n",
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       "      <td>284500</td>\n",
       "      <td>4065</td>\n",
       "      <td>21</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>18</td>\n",
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       "      <td>...</td>\n",
       "      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, ...</td>\n",
       "      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, ...</td>\n",
       "      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, ...</td>\n",
       "      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, ...</td>\n",
       "      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, ...</td>\n",
       "      <td>[[1, 1, 1, 1, 1, 1, 1, 1, 1, 1], [1, 1, 1, 1, ...</td>\n",
       "      <td>[[], [], [], [], [], [], [], [], [], [], [], [...</td>\n",
       "      <td>[[], [], [], [], [], [], [], [], [], [], [], [...</td>\n",
       "      <td>[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4551</td>\n",
       "      <td>284500</td>\n",
       "      <td>4553</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>614</td>\n",
       "      <td>4553</td>\n",
       "      <td>311660</td>\n",
       "      <td>1.0</td>\n",
       "      <td>9</td>\n",
       "      <td>12.50</td>\n",
       "      <td>...</td>\n",
       "      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...</td>\n",
       "      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...</td>\n",
       "      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...</td>\n",
       "      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...</td>\n",
       "      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...</td>\n",
       "      <td>[[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,...</td>\n",
       "      <td>[[], [], [], [], [], [], [], [], [], [], [], [...</td>\n",
       "      <td>[[], [], [], [], [], [], [], [], [], [], [], [...</td>\n",
       "      <td>[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4552</td>\n",
       "      <td>284500</td>\n",
       "      <td>5132</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>3354</td>\n",
       "      <td>5132</td>\n",
       "      <td>311660</td>\n",
       "      <td>1.0</td>\n",
       "      <td>13</td>\n",
       "      <td>18.50</td>\n",
       "      <td>...</td>\n",
       "      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, ...</td>\n",
       "      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, ...</td>\n",
       "      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, ...</td>\n",
       "      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, ...</td>\n",
       "      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, ...</td>\n",
       "      <td>[[1, 1, 1, 1, 1, 1, 1, 1, 1], [1, 1, 1, 1, 1, ...</td>\n",
       "      <td>[[], [], [], [], [], [], [], [], [], [], [], [...</td>\n",
       "      <td>[[], [], [], [], [], [], [], [], [], [], [], [...</td>\n",
       "      <td>[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4553 rows × 539 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       runNumber  eventNumber  lumiBlock  coreFlags  bcid  mcEventNumber  \\\n",
       "entry                                                                      \n",
       "0         284500          853         11          0  2990            853   \n",
       "1         284500         1244         22          0  1871           1244   \n",
       "2         284500          715         34          0   609            715   \n",
       "3         284500         1725         26          0  1155           1725   \n",
       "4         284500         1450         35          0  2586           1450   \n",
       "...          ...          ...        ...        ...   ...            ...   \n",
       "4548      284500         4710         30          0   258           4710   \n",
       "4549      284500         4761         16          0  3181           4761   \n",
       "4550      284500         4065         21          0  2785           4065   \n",
       "4551      284500         4553         13          0   614           4553   \n",
       "4552      284500         5132         19          0  3354           5132   \n",
       "\n",
       "       mcChannelNumber  mcEventWeight  NPV  actualInteractionsPerCrossing  \\\n",
       "entry                                                                       \n",
       "0               311660            1.0    5                          10.49   \n",
       "1               311660            1.0   16                          21.50   \n",
       "2               311660            1.0   12                          33.50   \n",
       "3               311660            1.0   16                          25.50   \n",
       "4               311660            1.0   17                          34.50   \n",
       "...                ...            ...  ...                            ...   \n",
       "4548            311660            1.0   18                          29.50   \n",
       "4549            311660            1.0    8                          15.50   \n",
       "4550            311660            1.0   18                          20.50   \n",
       "4551            311660            1.0    9                          12.50   \n",
       "4552            311660            1.0   13                          18.50   \n",
       "\n",
       "       ...                               truthVtx_outP_recoID  \\\n",
       "entry  ...                                                      \n",
       "0      ...  [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [...   \n",
       "1      ...  [[0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0...   \n",
       "2      ...  [[0, 0, 0, 0, 0], [0, 0, 0, 0], [0], [0], [0, ...   \n",
       "3      ...  [[0, 0, 0], [0, 0], [0], [0], [0, 0], [0], [0]...   \n",
       "4      ...  [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...   \n",
       "...    ...                                                ...   \n",
       "4548   ...  [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...   \n",
       "4549   ...  [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, ...   \n",
       "4550   ...  [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, ...   \n",
       "4551   ...  [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...   \n",
       "4552   ...  [[0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, ...   \n",
       "\n",
       "                            truthVtx_outP_recoIsSelected  \\\n",
       "entry                                                      \n",
       "0      [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [...   \n",
       "1      [[0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0...   \n",
       "2      [[0, 0, 0, 0, 0], [0, 0, 0, 0], [0], [0], [0, ...   \n",
       "3      [[0, 0, 0], [0, 0], [0], [0], [0, 0], [0], [0]...   \n",
       "4      [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...   \n",
       "...                                                  ...   \n",
       "4548   [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...   \n",
       "4549   [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, ...   \n",
       "4550   [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, ...   \n",
       "4551   [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...   \n",
       "4552   [[0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, ...   \n",
       "\n",
       "                          truthVtx_outP_recoIsAssociated  \\\n",
       "entry                                                      \n",
       "0      [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [...   \n",
       "1      [[0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0...   \n",
       "2      [[0, 0, 0, 0, 0], [0, 0, 0, 0], [0], [0], [0, ...   \n",
       "3      [[0, 0, 0], [0, 0], [0], [0], [0, 0], [0], [0]...   \n",
       "4      [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...   \n",
       "...                                                  ...   \n",
       "4548   [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...   \n",
       "4549   [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, ...   \n",
       "4550   [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, ...   \n",
       "4551   [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...   \n",
       "4552   [[0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, ...   \n",
       "\n",
       "                                  truthVtx_outP_isStable  \\\n",
       "entry                                                      \n",
       "0      [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [...   \n",
       "1      [[0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0...   \n",
       "2      [[0, 0, 0, 0, 0], [0, 0, 0, 0], [0], [0], [0, ...   \n",
       "3      [[0, 0, 0], [0, 0], [0], [0], [0, 0], [0], [0]...   \n",
       "4      [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...   \n",
       "...                                                  ...   \n",
       "4548   [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...   \n",
       "4549   [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, ...   \n",
       "4550   [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, ...   \n",
       "4551   [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...   \n",
       "4552   [[0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, ...   \n",
       "\n",
       "                             truthVtx_outP_isInteracting  \\\n",
       "entry                                                      \n",
       "0      [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [...   \n",
       "1      [[0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0], [0...   \n",
       "2      [[0, 0, 0, 0, 0], [0, 0, 0, 0], [0], [0], [0, ...   \n",
       "3      [[0, 0, 0], [0, 0], [0], [0], [0, 0], [0], [0]...   \n",
       "4      [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...   \n",
       "...                                                  ...   \n",
       "4548   [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...   \n",
       "4549   [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, ...   \n",
       "4550   [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, ...   \n",
       "4551   [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...   \n",
       "4552   [[0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, ...   \n",
       "\n",
       "                         truthVtx_outP_isReconstructible  \\\n",
       "entry                                                      \n",
       "0      [[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], [...   \n",
       "1      [[1, 1, 1, 1, 1, 1], [1, 1, 1, 1, 1, 1, 1], [1...   \n",
       "2      [[1, 1, 1, 1, 1], [1, 1, 1, 1], [1], [1], [1, ...   \n",
       "3      [[1, 1, 1], [1, 1], [1], [1], [1, 1], [1], [1]...   \n",
       "4      [[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,...   \n",
       "...                                                  ...   \n",
       "4548   [[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,...   \n",
       "4549   [[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], [1, ...   \n",
       "4550   [[1, 1, 1, 1, 1, 1, 1, 1, 1, 1], [1, 1, 1, 1, ...   \n",
       "4551   [[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,...   \n",
       "4552   [[1, 1, 1, 1, 1, 1, 1, 1, 1], [1, 1, 1, 1, 1, ...   \n",
       "\n",
       "                               truthVtx_linkedRecoVtx_ID  \\\n",
       "entry                                                      \n",
       "0      [[], [], [], [], [], [], [], [], [], [], [], [...   \n",
       "1      [[], [], [], [], [], [], [], [], [], [], [], [...   \n",
       "2      [[], [], [], [], [], [], [], [], [], [], [], [...   \n",
       "3      [[], [], [], [], [], [], [], [], [], [], [], [...   \n",
       "4      [[], [], [], [], [], [], [], [], [], [], [], [...   \n",
       "...                                                  ...   \n",
       "4548   [[], [], [], [], [], [], [], [], [], [], [], [...   \n",
       "4549   [[], [], [], [], [], [], [], [], [], [], [], [...   \n",
       "4550   [[], [], [], [], [], [], [], [], [], [], [], [...   \n",
       "4551   [[], [], [], [], [], [], [], [], [], [], [], [...   \n",
       "4552   [[], [], [], [], [], [], [], [], [], [], [], [...   \n",
       "\n",
       "                            truthVtx_linkedRecoVtx_score  \\\n",
       "entry                                                      \n",
       "0      [[], [], [], [], [], [], [], [], [], [], [], [...   \n",
       "1      [[], [], [], [], [], [], [], [], [], [], [], [...   \n",
       "2      [[], [], [], [], [], [], [], [], [], [], [], [...   \n",
       "3      [[], [], [], [], [], [], [], [], [], [], [], [...   \n",
       "4      [[], [], [], [], [], [], [], [], [], [], [], [...   \n",
       "...                                                  ...   \n",
       "4548   [[], [], [], [], [], [], [], [], [], [], [], [...   \n",
       "4549   [[], [], [], [], [], [], [], [], [], [], [], [...   \n",
       "4550   [[], [], [], [], [], [], [], [], [], [], [], [...   \n",
       "4551   [[], [], [], [], [], [], [], [], [], [], [], [...   \n",
       "4552   [[], [], [], [], [], [], [], [], [], [], [], [...   \n",
       "\n",
       "                            truthVtx_maxlinkedRecoVtx_ID  \\\n",
       "entry                                                      \n",
       "0      [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...   \n",
       "1      [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...   \n",
       "2      [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...   \n",
       "3      [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...   \n",
       "4      [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...   \n",
       "...                                                  ...   \n",
       "4548   [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...   \n",
       "4549   [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...   \n",
       "4550   [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...   \n",
       "4551   [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...   \n",
       "4552   [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...   \n",
       "\n",
       "                         truthVtx_maxlinkedRecoVtx_score  \n",
       "entry                                                     \n",
       "0      [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "1      [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "2      [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "3      [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "4      [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "...                                                  ...  \n",
       "4548   [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "4549   [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "4550   [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "4551   [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "4552   [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "\n",
       "[4553 rows x 539 columns]"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print(HNLVectorTree.name)\n",
    "print(HNLVectorTree.title)\n",
    "print(HNLVectorTree.numentries)\n",
    "print(HNLVectorTree.pandas)\n",
    "# print(HNLVectorTree.keys())\n",
    "entry_arrays = HNLVectorTree.arrays()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EventNumber\n",
      "RunNumber\n",
      "LumiBlock\n",
      "TriggerPass_HLT_mu26_ivarmedium\n",
      "TriggerPass_HLT_mu22_mu8noL1\n",
      "TriggerPass_HLT_3mu6_msonly\n",
      "TriggerPass_HLT_2mu14,\n",
      "TriggerPass_HLT_j30_jes_cleanLLP_PS_llp_L1TAU60\n",
      "TriggerPass_HLT_j30_jes_cleanLLP_PS_llp_L1TAU100\n",
      "TriggerPass_HLT_j30_jes_cleanLLP_PS_llp_L1LLP_NOMATCH\n",
      "TriggerPass_HLT_j30_jes_cleanLLP_PS_llp_L1LLP_RO\n",
      "TriggerPass_HLT_mu6_dRl1_mu20_msonly_iloosems_mu6noL1_dRl1_msonly\n",
      "TriggerPass_HLT_j30_muvtx\n",
      "TriggerPass_HLT_j30_muvtx_noiso\n",
      "FilterPass\n",
      "MET\n",
      "METPhi\n",
      "SumET\n",
      "NumPromptMuons\n",
      "MuPtVec\n",
      "MuEtaVec\n",
      "MuPhiVec\n",
      "MuPxVec\n",
      "MuPyVec\n",
      "MuPzVec\n",
      "MuPtC30Vec\n",
      "Mud0Vec\n",
      "MuChargeVec\n",
      "MuPassPmuFilterCutsVec\n",
      "MuPassDmuFilterCutsVec\n",
      "MuIDLevelVec\n",
      "MuTypeVec\n",
      "MuMSInnerMatchChi2Vec\n",
      "MuMSInnerMatchDOFVec\n",
      "MuTrackIsLRTVec\n",
      "NumDisplacedVertices\n",
      "DispVrtMassVec\n",
      "DispVrtXVec\n",
      "DispVrtYVec\n",
      "DispVrtZVec\n",
      "DispVrtPxVec\n",
      "DispVrtPyVec\n",
      "DispVrtPzVec\n",
      "DispVrtTruthMatchingBarcodeVec\n",
      "DispVrtNumberOfTracksVec\n",
      "DispVrtNumberOfAssociatedTracksVec\n",
      "DispVrtTrackPtVec\n",
      "DispVrtTrackEtaVec\n",
      "DispVrtTrackPhiVec\n",
      "DispVrtTrackPxVec\n",
      "DispVrtTrackPyVec\n",
      "DispVrtTrackPzVec\n",
      "DispVrtTrackPtC30Vec\n",
      "DispVrtTrackd0Vec\n",
      "DispVrtTrackChargeVec\n",
      "DispVrtTrackIsElVec\n",
      "DispVrtTrackIsMuVec\n",
      "DispVrtTrackMuTypeVec\n",
      "DispVrtTrackd0SigVec\n",
      "DispVrtTrackIDLevelVec\n",
      "DispVrtTrackIsLRTVec\n",
      "DispVrtTrackIsSelectedVec\n",
      "DispVrtTrackIsAssociatedVec\n",
      "NumDisplacedVerticesVSILep\n",
      "DispVrtMassVecVSILep\n",
      "DispVrtXVecVSILep\n",
      "DispVrtYVecVSILep\n",
      "DispVrtZVecVSILep\n",
      "DispVrtPxVecVSILep\n",
      "DispVrtPyVecVSILep\n",
      "DispVrtPzVecVSILep\n",
      "DispVrtTruthMatchingBarcodeVecVSILep\n",
      "DispVrtNumberOfTracksVecVSILep\n",
      "DispVrtNumberOfAssociatedTracksVecVSILep\n",
      "DispVrtTrackPtVecVSILep\n",
      "DispVrtTrackEtaVecVSILep\n",
      "DispVrtTrackPhiVecVSILep\n",
      "DispVrtTrackPxVecVSILep\n",
      "DispVrtTrackPyVecVSILep\n",
      "DispVrtTrackPzVecVSILep\n",
      "DispVrtTrackPtC30VecVSILep\n",
      "DispVrtTrackd0VecVSILep\n",
      "DispVrtTrackChargeVecVSILep\n",
      "DispVrtTrackIsElVecVSILep\n",
      "DispVrtTrackIsMuVecVSILep\n",
      "DispVrtTrackMuTypeVecVSILep\n",
      "DispVrtTrackd0SigVecVSILep\n",
      "DispVrtTrackIDLevelVecVSILep\n",
      "DispVrtTrackIsLRTVecVSILep\n",
      "DispVrtTrackIsSelectedVecVSILep\n",
      "DispVrtTrackIsAssociatedVecVSILep\n",
      "NumPromptMuonsTruth\n",
      "MuPtVecTruth\n",
      "MuEtaVecTruth\n",
      "MuPhiVecTruth\n",
      "MuPxVecTruth\n",
      "MuPyVecTruth\n",
      "MuPzVecTruth\n",
      "MuChargeVecTruth\n",
      "NumDisplacedVerticesTruth\n",
      "DispVrtBarcodeVecTruth\n",
      "DispVrtMassVecTruth\n",
      "DispVrtXVecTruth\n",
      "DispVrtYVecTruth\n",
      "DispVrtZVecTruth\n",
      "DispVrtPxVecTruth\n",
      "DispVrtPyVecTruth\n",
      "DispVrtPzVecTruth\n",
      "DispVrtNumberOfTracksVecTruth\n",
      "DispVrtTrackPtVecTruth\n",
      "DispVrtTrackEtaVecTruth\n",
      "DispVrtTrackPhiVecTruth\n",
      "DispVrtTrackPxVecTruth\n",
      "DispVrtTrackPyVecTruth\n",
      "DispVrtTrackPzVecTruth\n",
      "DispVrtTrackChargeVecTruth\n",
      "DispVrtTrackPdgidVecTruth\n",
      "DispVrtTrackIsElVecTruth\n",
      "DispVrtTrackIsMuVecTruth\n",
      "DispVrtTrackd0VecTruth\n"
     ]
    }
   ],
   "source": [
    "entry_arrays[b'EventNumber']\n",
    "for key in HNLVectorTree.keys():\n",
    "    print(key.decode('UTF-8'))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<TTree b'HNLVectorTree' at 0x7f89e577a5f8>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "HNLVectorTree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "files = uproot.open(\"/data/hnl/forRobin/mc16eONLY.311621.promptmuHNL_5G_10mm_DAOD_RPVLL_newRECO.root\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "outTree = files['outTree']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x7efd5ed93b10>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAEICAYAAACktLTqAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAXz0lEQVR4nO3df5BdZ13H8fengQbS0G5i6Rq6GVNsWm0QErtGHfxx0wKNStmCphM0ECC66gSoTpUm4KDOGC1q+FlqXSkYLGUbo50kHUsJwTsMTkNoSBWStHYlJV0SEsG0sJQJk/D1j3u23G7u5p7de+6vZz+vmTv3nOc+59zvN/fme5/73HPOKiIwM7O0nNfuAMzMrHgu7mZmCXJxNzNLkIu7mVmCXNzNzBLk4m5mliAXdzOzBLm4m5klyMXdDJD0Jkmfb3ccZkVxcbcZT9Jz2h2DWdFc3K1rSdogaduEtg9I+qCkiyTdKemYpK9L+gtJs7I+b5L0H5LeJ+n/gHuAO4CflzQm6cms32xJfyvpiKTjku6Q9PzssX+TtLnqee+R9NE68f5ddbyS3iNptyQV9o9ilnFxt272SeBXJV0IkBXvG4G7gS3AaeByYBnwKuC3q7b9WeCrwCXAGuD3gAcjYm5E9GR93gNcASzN9nMp8O7ssbcAb5B0jaTfAn4GuKlOvDcDL80+XH4RWAesDV/gyZrAX0eta0XE1yR9CbgB+DhwDfA0cBj4FaAnIr4HfFfS+4BB4O+zzY9GxIey5dMTB8/ZaPp3gJdGxP9lbX9J5YNjY0R8Q9LvUfkQeT5wQ0R8p068T0taA3wK+A7wtogYbegfwWwSLu7W7e4GXk+luP9mtv5jwHOBY1VF+zzgiartqpdreSEwB9hXtQ8Bs6r63AfcBjwaEbl+jI2IvZLGvzFszbON2XR4Wsa63T8DJUl9wGupFPcngFPAxRHRk90ujIglVdtNnAqZuP5N4HvAkqp9XBQRc6v6bAIOAQskvT5PsJLWA7OBo8A7cuZoNmUu7tbVIuJ/gTLwMeBwRByKiGPAp4HNki6UdJ6kH5f0y+fY1XGgT9L52X5/APwD8D5JlwBIulTSddnyLwFvBt6Y3T4k6dJzxSrpCuAvqMzxvwF4h6Sl083d7Fxc3C0FdwOvyO7HvRE4HzgInAS2AQvOsY/PAgeAb0j6ZtZ2CzAC7JH0beAzwJXZD7gfB94aEV/PpmTuBD422ZEv2eGWdwHviYj/jIjHgHcC/yRp9nSSNjsX+Yd6M7P0eORuZpYgF3ezAmUnOo3VuN3R7thsZvG0jJlZgjriOPeLL744Fi1a1O4wpuy73/0uF1xwQbvDaDnnPbM47861b9++b0bEC2s91hHFfdGiRTz00EPtDmPKyuUypVKp3WG0nPOeWZx355L0tcke85y7mVmCXNzNzBLk4m5mliAXdzOzBLm4m5klyMXdzCxBLu5mZglycTczS5CLu5lZgjriDFWzTnb9zdsBGFgGpfaGYpabR+5mZglycTczS5CLu5lZglzczcwS5OJuZpYgF3czswS5uJuZJcjF3cwsQXVPYpJ0JXBPVdOLgXcDH8/aFwGPAzdGxMlsm43AOuAM8PaIeKDQqM0KMn6CEsDOzQNtjMSsWHWLe0Q8CiwFkDQL+DpwL7AB2B0Rt0rakK3fIukqYDWwBHgR8BlJV0TEmSblYFa46qJv1o2mOi1zLfA/EfE1YADYkrVvAW7IlgeA4Yg4FRGHgRFgeRHBmplZPoqI/J2ljwJfiojbJD0ZET1Vj52MiHmSbgP2RMRdWfudwP0RsW3CvgaBQYDe3t6rh4eHC0intcbGxpg7d267w2i5lPIeGX3qmeXL+y6q2T6uZw5cPP+is9pTl9LrPRXdkPeKFSv2RUR/rcdyXzhM0vnAa4CN9brWaDvrEyQihoAhgP7+/iiVSnlD6RjlcplujLtRKeW9uXr6Zf/ZBb3awDL4jdeVmhtQB0rp9Z6Kbs97KtMyv0Jl1H48Wz8uaQFAdn8iax8FFlZt1wccbTRQMzPLbyrF/fXAJ6vWdwBrs+W1wPaq9tWSZku6DFgM7G00UDMzyy/XtIykOcArgd+tar4V2CppHXAEWAUQEQckbQUOAqeB9T5SxlLkwyitk+Uq7hHxNPAjE9q+ReXomVr9NwGbGo7OrMP4EEnrFj5D1cwsQS7uZmYJ8t9QNSuA59+t03jkbmaWII/czQo22Sjeo3trJRd3m3F8xIvNBJ6WMTNLkIu7mVmCXNzNzBLkOXezJvL8vrWLR+5mZglycTczS5CLu5lZgjznbtYGPqHJms0jdzOzBLm4m5klyMXdzCxBLu5mZglycTczS1Cu4i6pR9I2SY9IOiTp5yXNl7RL0mPZ/byq/hsljUh6VNJ1zQvfzMxqyTty/wDwqYj4CeBlwCFgA7A7IhYDu7N1JF0FrAaWACuB2yXNKjpwMzObXN3j3CVdCPwS8CaAiPg+8H1JA0Ap67YFKAO3AAPAcEScAg5LGgGWAw8WHLtZbr7Gi800iohzd5CWAkPAQSqj9n3ATcDXI6Knqt/JiJgn6TZgT0TclbXfCdwfEdsm7HcQGATo7e29enh4uLisWmRsbIy5c+e2O4yW68a8R0afangfPXPgyacLCGaCy/suKn6nBerG17sI3ZD3ihUr9kVEf63H8pyh+hzgp4G3RcQXJH2AbApmEqrRdtYnSEQMUfnQoL+/P0qlUo5QOku5XKYb425UN+a9uYCR+8Ay2L6/gGAm2LmmVPxOC9SNr3cRuj3vPHPuo8BoRHwhW99Gpdgfl7QAILs/UdV/YdX2fcDRYsI1M7M86hb3iPgG8ISkK7Oma6lM0ewA1mZta4HxodEOYLWk2ZIuAxYDewuN2szMzinvhcPeBnxC0vnAV4E3U/lg2CppHXAEWAUQEQckbaXyAXAaWB8RZwqP3MzMJpWruEfEw0CtSftrJ+m/CdjUQFxmDfHRMTbT+QxVM7MEubibmSXIxd3MLEEu7mZmCXJxNzNLkIu7mVmCXNzNzBKU9yQms47nY9vNfsgjdzOzBHnkbl3No3Wz2jxyNzNLkIu7mVmCXNzNzBLk4m5mliAXdzOzBPloGbM2qz7iZ+fmgTZGYinxyN3MLEEu7mZmCXJxNzNLUK7iLulxSV+W9LCkh7K2+ZJ2SXosu59X1X+jpBFJj0q6rlnBm5lZbVMZua+IiKURMf6HsjcAuyNiMbA7W0fSVcBqYAmwErhd0qwCYzYzszoamZYZALZky1uAG6rahyPiVEQcBkaA5Q08j5mZTZEion4n6TBwEgjg7yNiSNKTEdFT1edkRMyTdBuwJyLuytrvBO6PiG0T9jkIDAL09vZePTw8XFhSrTI2NsbcuXPbHUbLdVLeI6NPtey5eubAk0839zku77uouU8wDZ30erdSN+S9YsWKfVWzKc+S9zj3l0fEUUmXALskPXKOvqrRdtYnSEQMAUMA/f39USqVcobSOcrlMt0Yd6M6Ke/NLbwq5MAy2L6/uc+xc02puU8wDZ30erdSt+eda1omIo5m9yeAe6lMsxyXtAAguz+RdR8FFlZt3gccLSpgMzOrr25xl3SBpBeMLwOvAr4C7ADWZt3WAuNDqB3AakmzJV0GLAb2Fh24mZlNLs+0TC9wr6Tx/ndHxKckfRHYKmkdcARYBRARByRtBQ4Cp4H1EXGmKdGbmVlNdYt7RHwVeFmN9m8B106yzSZgU8PRmZnZtPgMVTOzBLm4m5klyMXdzCxBLu5mZgnyH+sw61D+Ix7WCI/czcwS5OJuZpYgT8uYdZDrW3itHEubR+5mZglycTczS5CnZazreOrCrD4Xd+sKLuhmU+NpGTOzBLm4m5klyMXdzCxBLu5mZgnyD6pmXcDXmbGp8sjdzCxBHrmbdRmP4i2P3CN3SbMk7Zd0X7Y+X9IuSY9l9/Oq+m6UNCLpUUnXNSNwMzOb3FSmZW4CDlWtbwB2R8RiYHe2jqSrgNXAEmAlcLukWcWEa2ZmeeQq7pL6gF8DPlLVPABsyZa3ADdUtQ9HxKmIOAyMAMuLCdfMzPLIO+f+fuAdwAuq2noj4hhARByTdEnWfimwp6rfaNb2LJIGgUGA3t5eyuXy1CLvAGNjY10Zd6PakffAspY+XU09czojjmqteB38Pu9OdYu7pFcDJyJin6RSjn2qRluc1RAxBAwB9Pf3R6mUZ9edpVwu041xN6odeW/ugGvLDCyD7fvbHcWz7VxTavpz+H3enfKM3F8OvEbSrwLPAy6UdBdwXNKCbNS+ADiR9R8FFlZt3wccLTJoMzM7t7pz7hGxMSL6ImIRlR9KPxsRa4AdwNqs21pgfGi1A1gtabaky4DFwN7CIzczs0k1cpz7rcBWSeuAI8AqgIg4IGkrcBA4DayPiDMNR2ozji/zazZ9UyruEVEGytnyt4BrJ+m3CdjUYGxmZjZNvvyAmVmCXNzNzBLka8tYR/E8u1kxPHI3M0uQi7uZWYI8LWPWxXz5X5uMR+5mZglycTczS5CLu5lZglzczcwS5OJuZpYgF3czswS5uJuZJcjF3cwsQS7uZmYJcnE3M0uQi7uZWYJc3M3MElT3wmGSngd8Dpid9d8WEX8qaT5wD7AIeBy4MSJOZttsBNYBZ4C3R8QDTYnekuBruJsVL8/I/RRwTUS8DFgKrJT0c8AGYHdELAZ2Z+tIugpYDSwBVgK3S5rVjODNzKy2uiP3iAhgLFt9bnYLYAAoZe1bqPzh7Fuy9uGIOAUcljQCLAceLDJwM3u2yb4B+VLAM1Ou67lnI+99wOXAhyPiC5J6I+IYQEQck3RJ1v1SYE/V5qNZm9kzPBVj1ly5intEnAGWSuoB7pX0knN0V61dnNVJGgQGAXp7eymXy3lC6ShjY2NdGXejish7YFkxsbRSz5zujLvR18rv8+40pb/EFBFPSipTmUs/LmlBNmpfAJzIuo0CC6s26wOO1tjXEDAE0N/fH6VSaerRt1m5XKYb425UEXlv7sKR+8Ay2L6/3VFM3c41pYa29/u8O9X9QVXSC7MRO5KeD7wCeATYAazNuq0Fxv+37gBWS5ot6TJgMbC36MDNzGxyeUbuC4At2bz7ecDWiLhP0oPAVknrgCPAKoCIOCBpK3AQOA2sz6Z1zMysRfIcLfNfwFkzjRHxLeDaSbbZBGxqODozM5sWn6FqZpYgF3czswS5uJuZJWhKh0KaNcInLrVH9b+7z1adOTxyNzNLkIu7mVmCXNzNzBLkOXdrKs+zm7WHR+5mZglycTczS5CLu5lZglzczcwS5OJuZpYgF3czswS5uJuZJcjHuVvhfGx755r42vhaM+nyyN3MLEEu7mZmCXJxNzNLUN3iLmmhpH+XdEjSAUk3Ze3zJe2S9Fh2P69qm42SRiQ9Kum6ZiZgZmZnyzNyPw3cHBE/CfwcsF7SVcAGYHdELAZ2Z+tkj60GlgArgdslzWpG8GZmVlvd4h4RxyLiS9nyd4BDwKXAALAl67YFuCFbHgCGI+JURBwGRoDlRQduZmaTU0Tk7ywtAj4HvAQ4EhE9VY+djIh5km4D9kTEXVn7ncD9EbFtwr4GgUGA3t7eq4eHhxtMpfXGxsaYO3duu8NouXp5j4w+1cJoWqdnDjz5dLujKNblfRc9s1z9ulW3+33euVasWLEvIvprPZb7OHdJc4F/Af4gIr4tadKuNdrO+gSJiCFgCKC/vz9KpVLeUDpGuVymG+NuVK28Z8Kx7QPLYPv+dkdRrJ1rSs8sb67+W6tV7X6fd6dcR8tIei6Vwv6JiPjXrPm4pAXZ4wuAE1n7KLCwavM+4Ggx4ZqZWR51R+6qDNHvBA5FxHurHtoBrAVuze63V7XfLem9wIuAxcDeIoM2s2LMhG9cM1WeaZmXA28Avizp4aztnVSK+lZJ64AjwCqAiDggaStwkMqRNusj4kzhkZuZ2aTqFveI+Dy159EBrp1km03ApgbiMjOzBvgMVTOzBPmqkDZtnq8161weuZuZJcjF3cwsQS7uZmYJcnE3s3MaGX2K62/e7t9YuoyLu5lZgny0jJmdpXqUPrCsjYHYtHnkblNy/c3bn/mabmady8XdzCxBLu5mZglycTczS5CLu5lZglzczcwS5OJuZpYgF3czswS5uJuZJcjF3cwsQb78gJnlVn1m8s7NA22MxOqpW9wlfRR4NXAiIl6Stc0H7gEWAY8DN0bEyeyxjcA64Azw9oh4oCmRW8v4UgNm3SfPtMw/AisntG0AdkfEYmB3to6kq4DVwJJsm9slzSosWjMzy6XuyD0iPidp0YTmAaCULW8BysAtWftwRJwCDksaAZYDDxYTrrWKR+tm3W26c+69EXEMICKOSboka78U2FPVbzRrO4ukQWAQoLe3l3K5PM1Q2mdsbKwr487jXJd57ZkzMy8D67yfLdX3/rhu//9d9A+qqtEWtTpGxBAwBNDf3x+lUqngUJqvXC7TjXFPJu9ofWAZbN/f5GA6kPOeYP9Tzyym+ONqt///nu6hkMclLQDI7k9k7aPAwqp+fcDR6YdnZmbTMd2R+w5gLXBrdr+9qv1uSe8FXgQsBvY2GqSZdTYfItl58hwK+UkqP55eLGkU+FMqRX2rpHXAEWAVQEQckLQVOAicBtZHxJkmxW5mZpPIc7TM6yd56NpJ+m8CNjUSlJmZNcZnqM5APszRLH2+toyZWYJc3M3MEuRpGTMrlI+c6QweuZuZJcgjdzNrCY/oW8sjdzOzBHnkPkP48EezmcXF3cyaxoOK9vG0jJlZgjxyN7OO4R9di+Pi3uUmfu31fwjrBi7izefibmYdyR8AjXFxT4x/wLJu4/dsc/gHVTOzBHnk3sEm+1rqkY7NNJ6imToX9y7hgm52Nhf9ybm4m1lX8UAnHxf3FvKb0qw1PKJvYnGXtBL4ADAL+EhE3Nqs5zIz8+Dp2ZpS3CXNAj4MvBIYBb4oaUdEHGzG83Uav8nMOsd0/z8OLIPNN2/v2pF/s0buy4GRiPgqgKRhYABoenGf7IWc7AVq5IiU8RffzNI11ZrS7P3kpYgofqfSbwArI+K3s/U3AD8bEW+t6jMIDGarVwKPFh5I810MfLPdQbSB855ZnHfn+rGIeGGtB5o1cleNtmd9ikTEEDDUpOdvCUkPRUR/u+NoNec9szjv7tSsM1RHgYVV633A0SY9l5mZTdCs4v5FYLGkyySdD6wGdjTpuczMbIKmTMtExGlJbwUeoHIo5Ecj4kAznqvNunpaqQHOe2Zx3l2oKT+omplZe/mqkGZmCXJxNzNLkIt7HZLmS9ol6bHsft4k/R6X9GVJD0t6qKr9byQ9Ium/JN0rqad10U9fAXmvknRA0g8kdc3hZAXknWv7TjOVuCXNkrRf0n1VbS+T9GD2b7JT0oWtibwxBeS9VNKe8feBpOWtibw+F/f6NgC7I2IxsDtbn8yKiFg64djYXcBLIuKlwH8DG5sXaqEazfsrwOuAzzUxxmZoNO+pbN9JphL3TcChCW0fATZExE8B9wJ/3JQoi9do3n8N/HlELAXena13BBf3+gaALdnyFuCGqWwcEZ+OiNPZ6h4qx/x3g0bzPhQR3XjWcUN5F7B9u+SKW1If8GtUinm1K/nhB/ku4NebEGMzNJp3AOPfUi6ig87ncXGvrzcijgFk95dM0i+AT0val11aoZa3APc3IcZmKDLvbtJo3nm37zR5434/8A7gBxPavwK8JltexbNPYuxkjeb9B8DfSHoC+Fs66Ju5r+cOSPoM8KM1HnrXFHbz8og4KukSYJekRyLimSkJSe8CTgOfaCza4rQi707kvM+SK29JrwZORMQ+SaUJD78F+KCkd1M5YfH7jcRapCbn/fvAH0bEv0i6EbgTeEUj8RYmInw7x43KBc0WZMsLgEdzbPNnwB9Vra8FHgTmtDufVuadtZWB/nbn06q8p7N9J9zyxA38FZVLizwOfAN4GrirRr8rgL3tzqkVeQNP8cPzhQR8u905jd88LVPfDirFmez+rOt2SrpA0gvGl4FXUfmaOv5HS24BXhMRT7ck4mI0lHcXazTvutt3qLpxR8TGiOiLiEVULiny2YhYA5B9g0HSecCfAHe0IugCNJQ3lTn2X86WrwEea264U9DuT5dOvwE/QuVX9Mey+/lZ+4uAf8uWXwz8Z3Y7ALyravsR4Ang4ex2R7tzalHer6Uy2jkFHAceaHdOLcq75vadfsuT94T+JeC+qvWbqBwN9t/ArWSj2U6/FZD3LwD7svfCF4Cr253T+M2XHzAzS5CnZczMEuTibmaWIBd3M7MEubibmSXIxd3MLEEu7mZmCXJxNzNL0P8DzwYRLl0mMZkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "outTree.pandas.df(['vertex_x']).hist(bins=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Welcome to JupyROOT 6.20/04\n"
     ]
    }
   ],
   "source": [
    "import ROOT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "my_file = ROOT.TFile(\"/data/hnl/forRobin/mc16eONLY.311621.promptmuHNL_5G_10mm_DAOD_RPVLL_newRECO.root\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "outTreeRoot= my_file.Get(\"outTree\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "c = ROOT.TCanvas()\n",
    "outTreeRoot.Draw(\"vertex_x\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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jFw4brklQ4CIefBRvexvEp9JAsGpofzCPwmq1VdG4albYPvWgKP2W9LxWpdIquNw9mHT5avP07HLn9eW0DXef3Xlq9W1zoX9ZOno19nGt6zp206j+TuZ1u922PWDruo5brfa23+kXAQ5R139+YUDj77wKby32rcvJtdCvln85dHCno/az54W+fJWd575nt8+c15fvUXTyqIe6ruM4kNBLMS31f0apD3BxOzvxHVW0/0JE2P9C3+rA+ONNDnTmqId0nGi1eyKq/b1GAYAnXWvCpVi7sJrWKgwFqTaZwNhIOIX5l+CD7OzL8CJVpntq7vEt32s0LvmN44ZLOqWbob6NbJ1YqLHfznfz5M6MYXqp+OO2A+N2+WqT1fHv750B5Tmlm6G+jZAqrxi6xPkc2NWzvHcI9hMU4HTlFUPFnU9x7xDsJyjA6corhs6/KdThclMpFPbOAcAvKDAoCATwy7YDH9QxQDEKDArAb3IfaiiboAC81t3coMoB3oWgALzcKhaocoA3cq2ZGQGASxEUAIAsTQ/A8TQuQDEKDArmUYBz6agIJSkwKAgEAHAUfRQAgCxBAQDIEhQAgCxBAQDIEhQAgCxBAQDIKnB4pHkUAOAoBQYFgQAAjqLpAQDIEhQAgCxBAQDIEhQAgCxBAQDIEhQAgKwCh0eaR4HPUdd/zj4EoHAFBgWBgI9yu/3r7EMASqbpAQDIOjMozPPcbgzDEFcYhqFt23me726YrgkAvMK1ahSWZYmxoK7rcRyrquq6rm3buM4wDF3XVVU1z3Nd19sYAQAcpb5Ui35d/+d4hmEYxzEeW13X0zSFuJA+Dv+nWSHuAT5BXf95xz4Kb3rYsEd5xdCFahTatu37Pjwex7FpmvhU0zShoSH8HysYhmFYluV3DxMAPshVgkIo8tNuB2lzQ9u2IRCsGhq2NQoAwIGuMjxyHMdpmvasmdY03JWbR+GBwqqJAOAolwgKqwaFJyn1AeAol2h6GMcx9k54LLZBBKHR4aiEAQCsnB8UQmG/mhShaZq058E8z6HFYZUJ9E4AgJe6SlBYCX0bw1PzPMd+jiEoxFSxGhwBABzr/OGedV2v6g+CMJVCeNz3fQwH8zyHCZeC1fGXN4AVHnjTCQne9LBhj/KKoaufT5it+e7y6l7vhPLeIYju3ivyHUtcQYGClVcMFXc+xb1DEBVTvhZzIrBVXjF0ieGRx8rNo1DYOwcAv6DAoCAQAMBRzh/1AABclqAAAGQJCgBAlqAAAGQJCgBAlqAAAGQVODzSPAoAcJQCg4JAAABH0fQAAGQJCgBAlqAAAGQJCgBAlqAAAGQVOOoBilHXf84+BODTFRgUzKNASW63f519CMBHKzAoCAQAcBR9FACALEEBAMgSFACALEEBAMgSFACALEEBAMgqcHikeRQA4CgFBgWBAK5vNemkeaXgsgoMCsDFrWKBmarhyi7RR2EYhrZth2G4u3ye59XyeZ7vrg8AHOv8oFDX9TiOVVWN49i27XZ513Xp8mEYuq6rqmqe57qutzECADhKfW6LfkgAobCf57nrummaQm3BOI7x2Oq6DstXj9PN45r6KFCMuv7zCY33H3KafIjyiqGTzyct9VfLm6aJCSAGglWACNkiPYXy3iE+2YeUoB9ymnyI8oqhM5seQg4I9QdB+myaHtq2XZal+mflQXWvRgEAOND5ox5C5UFVVcuypLUFOWHlxzv87jEUlv4A4Cjnd2bs+36e53meQ2n9/FiG2/cdcBoAUKLzg0KaDNJ+CXfFNoggNl685tAA4NOdGRS2PQxiCFglhnmeQ4vDKhPonQAAL3VyjULTNLFGIZT64cdhGJZlicMml2UJy0NQiJuM4/hllwUA4MdO7swYJk2K3Q/7vo8TJPR9HyZWSpdXVTVNU9d1YS6mSqUCALzSJYZ7PuhqEGZr3r9JeQNY+Rx3b3nwCRMMmEeBkpRXDBV3PsW9Q3yOjy0vP/bEKVJ5xdD58ygcLjePQmHvHAD8ggKDgkAAAEc5fx4FAOCyBAUAIEtQAACyBAUAIEtQAACyBAUAIEtQAACyCpxHwYRLAHCUAoOCQAAAR9H0AABkCQoAQJagAABkFdhHAXg7df1ntcSNp+EiBAXgZNtMsM0NwFk0PQAAWQXWKJhHAQCOUmBQEAgA4CgFBgWgALo3wkUICsDl6N4I16EzIwCQJSgAAFmCAgCQJSgAAFkFdmY0jwIAHKXAoCAQAMBRND0AAFknB4V5ntt/Sp8dhqFt23me7241DMNvHSYAfKjzg8KyLHefqut6HMeqqrquSwPEMAxd14Vt67rexgh4C3X9Z/Xv7CMCuKM+t0U/JIBtYT8MwziO8djqup6mKaycPt5uXtcnnxHsVNd/zEm8n8vFuyivGDq5RmFZllVzQzCOY9M08cemaUJDQ/g/bjIMQ65CAgB43vmdGUMLQl3Xq+4IaYBo2zYEglXdQ65CAiiPlho4xSWGR07TVP3tfPBljU1a03BXbh6FBwqrJoLyrNodBAX4NScHhbSEDlULwzA8OZxBqQ8ARzm/6SHVNM3jdoTYBhGEle/2cgAAnndmUAjTIaRLYt/GVWKY5zm0OKzW1zsBAF7qzKAQqgdiQ0M6oiEMZwg5IMy1sHo2bLIaHAEAHOvk4Z7zPIfZk4K+79PcECZcWi1fbbI6/vIGsFIqEwM8w9Xjssorhi5xPg+6GmybJx5vUt47RKkUdc9w9bis8oqh4s6nuHeIUinqnuHqcVnlFUOXmEfhWLl5FAp75wDgFxQYFAQCADjKteZRAAAuRVAAALIEBQAgS1AAALIK7MwI1+SGh8A7EhTg9xj6D7ydAoOCeRQA4CgFBgWBAACOojMjAJAlKAAAWYICAJAlKAAAWYICAJAlKAAAWQUOjzSPAldgHkagDAUGBYGAizAPI1AATQ8AQJagAABkCQoAQFaBfRSAT7DtLqpTCLyCoAC8n20mMMwEXkTTAwCQVWCNgnkUAOAoBQYFgQAAjqLpAQDIulBQaNt2tWQYhrZt53leLZ/nuW3bYRh+5bgA4HNdJSi0bbssS5oJ6roex7Gqqq7r0gwxDEPXdVVVzfNc1/U2RgAAR7lEH4V5npdlSZeE2oLY2yAEghAXxnGcpik8DvUKsgIAvMglahS6ruv7Pl0yjmPTNPHHpmlCdAj/xwqGYRhWCQMAOND5QaFt277vtx0O0uaG0DBRVdWq8iCso0YBAF7k5KaHUCXwrZI+rWm4KzePwgNGVALAXWcGhXmex3E8vJBW6gPAUc4MCqsOB1VVdV3XNM2DCoa2bcNQiCCsuR1XCQAc4uSgkGaCZVlip8VVXJjnObQ43A0KAMCL1NepqK/rOo57nOe567rwY/o4rBY7P9Z1vYoUdX2hM+KT1fUfdz3+TS44F1FeMXSJeRS2wlCIMLFSVVV938f2hWmauq6L9QoqFQDgda4efOI8S9vl1b3eCeVFOd6UL7i/zAXnIsorhi5aoxDlOirqwAgAv+DqQeEHcvMoFBbxAOAXFBgUBAIAOMr5UzgDAJdVYI0C8Jnq+k/6o76NcAhBASjBKhasQgPwY5oeAIAsQQEAyBIUAICsAvsomEcBAI5SYFAQCADgKAUGBTiFbvZAkQQF+Im7scDAfaA8ggL8kFhwcdsw5y2DHxAUgAJtM4G2IfgZwyMBgCxBAQDIKrDpwTwKAHCUAoOCQAAAR9H0AABkCQoAQJagAABkCQoAQJagAABkCQoAQFaBwyPNowAARykwKAgEAHAUTQ8AQNb5QWGe52EY2rad53n1VG75PM9t2w7D8CsHCACf6+SgMAxD13UhCnRd17ZtfKqu63Ect8vDJlVVzfNc1/U2RgDcVdd/0n9nHw68h/rcFv26rvu+D3UDwzCM4xiOJ30cVpumKcSF9HH4P80KdX3yGfEh6vrP7favs4+Cn/MO8iLlFUNnns88z13XpQcQQ0Bd103TxAQQA8EqQNzdQ2HvENekmHl33kFepLxi6MxRD23bplczrSRIH4THoRli1dAQA0S6MryCmmrgM11ieGTbtsuyVFU1TdOXKzdN83iF3DwKDxSW/ngRX0CBD3SJoDD/tWpH+BmlPgAc5fzhkUEc7vh40GOsewhCS4R2BwB4kTODwjAMuWaCtCdjVVXzPIcWh1UmMDYSAF7q5KBQJVUIafXAMAzLsoQl8zwvyxJWi8+GTcZx/LLLAgDwYyc3PfR9P45jXdd1XXdd1/d9HPvQ933XdavlVVVN0xQ3qVQqAMArXWK454OuBrmhj7lNyhvAykUYdl8YbygvUl4xVNz5FPcOcRHKlcJ4Q3mR8oqhSwyPPFaug2Rh7xwA/IICg4JAAABHuco8CgDABQkKAECWoAAAZBXYRwGe516RAIGgAPcZOwdQaXoAAB4osEbBPAoAcJQCg4JAAABH0fQAAGQVWKMA8AN3h7ro0wqCAsB/rGKBUbJQaXoAAB4QFACALEEBAMgSFACArAI7M5pwCQCOUmBQEAiAPQxqgD0KDAoAXzJBAuwkKIBvlgBZggJUle+XABlGPQAAWYICAJAlKAAAWQX2UTCPAgAcpcCgIBAAwFE0PQAAWecHhXmeh2Fo23YYhtVTYfk8z9tN7q4PABzr5KAwDEPXdSEKjOOYdi+o63ocx6qquq5r23a1SVVV8zzXdb2NEQDAUepzW/Truu77PtYNxB+HYRjHMR5bXdfTNIW4kD4O/6dZoa5PPiPeUV3/MeESW34x+IHyiqHzmx7S2oKmaWLtQtM06fIQJsL/cZNhGJZl+a0jBYCPc3JQuN1uaVBYliX+mC5v2zYEglVDw7ZGAQA40FWGR87zHHoefNlFMa1puCs3j8IDhVUT8SV3gQLY6RJBIVQYxHaHJyn12UPbM8Ae5/dRCBUA0zTtSQmxDSIIm6SNFADAgU4OCnVdh4qEVWG/ql2Y5zm0OKxW0zsBAF7qzKaHWB+w7aIY51cIzy7LMk1T9TcohPGT1WZwBABwrDOHe4bJElYLY11C+mw610Ls9hisjr+8Aay8gvHx7OH3hB8orxi6+vlsWyXi8upe74Ty3iFeQQHAHqvfk7uDZfwisVJeMXSJUQ8P5Doq6sAI/L5VLDDOlk9w9aDwA7l5FAqLeADwCwoMCgIBABylwKAAcBSNCyAoANynoyJUp0+4BABcmaAAAGRpeqB8mpkBfkxQ4CNobAb4mQKDgnkUAOAoBQYFgQAAjqIzIwCQJSgAAFmCAgCQJSgAAFmCAgCQJSgAAFkFDo80jwIAHKXAoCAQAMBRCgwKAL9mdScRk4VTHkEB4IdWscDtxyiSzowAQJYaBQrkix3AUQQFyqSpGOAQmh4AgKwCaxTMowAARykwKAgEn0aPBIDXKTAo8IH0SAB4kav0URiG4e7Ctm3neV4tn+e5bdu7mwAAB7pEUJjneRzHVSCo63ocx6qquq5r2zYuH4ah67qwVV3X2xgBABzl5KAQ6gZCwZ8KtQW3222e59vttixLDATjOE7TNM/zPM9N06hXAIDXOb9GoW3bvu9XC8dxbJom/hgDQfg/VjAMw7Asy68cJgB8opM7M7ZtG0r90Mqweip9HFZYNTSEdUK1xCsPE2CX7RgcPW15d+836iGtabgrN4/CA0ZUAs/bZgJjdynA+wWFLyn1AeAobxYUYhtEEFoitDt8Gt/SAH7NRYNC0zRpd4QwwKHKBAU+kHZfgN9x/qiHu8JwhpAD5nleliUd7xCHRK4GRwBcTV3/Sf+dfTjwbRetUQhjJuP8Cn3fx/aFaZq6rov1CioVgMtaVX0JCryj+uJd/3JDH3O9E+r66mfEd939bNX0wDuq6z9+dYtXXjFU3PkU9w7hs5Vi+GX+BOUVQxdtenhGbh6Fwt45APgFBQYFgQAAjlJgUAB4F7rgcH2CAsCZjIzg4gQFgN8jB/B2BAWAX6JNgXd00ZkZAYArEBQAgKwCmx7MowAARykwKAgEb01XL4BLKTAo8O50+AK4Dn0UAIAsQQEAyNL0APBOtv14tNbxUoICv8rM9izDCyoAAAbkSURBVPC89E9G/19eTVDgt21ntvdJByl/EVxKgUHBPArvRXUCpPxFcDUFBgWBAACOYtQDAJAlKAAAWQU2PXApumXBqxkwyUsJCgWq6/rXOmrs+YS62mfWb16fd+T6PHa167P9+zo3nV/t+vA8QYFnGdINV7P6S7xaWOe9CAocTFaAc+2ZqkR0YL8Cg4J5FE7k0weu5mptE7ydAoOCQPBjez4+RAGAj1JgUOAZj3OALyIAn+Zdu6cOw1BVVdu2bdumyx93uP1xd9w32vClL5q7pZPrU8yGp7zoG214yosevuGX92b78Ovz5Ibljft4v/OZ57nruqZpqqpalqXv+xAaAkHhlBd9ow1PedE32vCUF32jDU950V/YsK7/CApHbSgonK+u66Zp5nmuqmoYhnEc01MQFB5su6Ph4H/e5TR9kL1ow1Ne9I02POVFfyco/HPB/1TVv7/7ciFqXPk0f2dDQeF8dV1P0xRbHLY/fmxQSP7U//NHvh0l9VUXhDc4zSc3POVF32jDU170jTY85UXfYsMvP39e8aLX3LC8oPBmnRlDRcKqX8I8z6slp0vjeXj8g8ECP+g5+DfR/8/t9q+7g6cBXiF+xL3u8+fBDuNThmW9wpsFn9BBYdXWEFsiwo/nHBkAVFVV3Cj9N6tRuCutTijs7QGAc7nNNACQ9WZBIVQexIaGdCEAcLg3CwpVVTVN03VdeBynXTrxeACgYG/WmTFIeyymYyM/TW56ymi1vG3bODnVPM/h8TAMBV/AZy5RXLKqwSrS8xeqPF9ek2ie5/gHlS7Zufmbcn0+x/vVKFRVdbvdpmmapul2u33mL9k8z3Vdhz+2rutyH9nLstxdPgxDrJXpuq7Ia/jkJYo7ebxCAQ65UIXZeU2iruvSNNm2bVgSNi8vaD55fcLnz/7NOd+NN1RVVdM04XHf97n38cHyvu/D42maqqoKqaskT16iaZrCNOHF/408eaGKtPOaxJXT9Vd/UF9u/o6euT5hSdnXpzzeobe0KtrvlvThA2u77XZ5mhuK8cwlCk/1fR+ywsuO8RKevFBF2nNNglDONU3zoOAsL4g/c31W63/ar9abesumhw+Xm54yt1pd13Vdx/q9tm1vSceUu3t7d09eoupvG3zxlaLPX6jy7LwmYeHqXjOP91mG569P6JAemx5i1R2XJSgUIvdJ1LZt+HI8juM2DcQ/1MKCwl0/u0QfyIXauntNuq4LX4hT4cqkufyVx3UV+69PXLnrutBTqqQUVaoSZmYs1f/+7//+3//933b5f//3f28Xbj+P0i/E4dlxHFebbO/T/V5efYmK4UJtPXlN2ra9m7Dbtg1ZKlyi9/26/KLrU1VVXdfxYydUU+2pleFEahQ+RTpXVei0XFXV7XZ735RwuLvTebHlQlVVtSzLsixhdF98HK7JMAy32y00wxfZtLdH7vrEUdlhtXjFzjpOdjmvewQ/V+3oTNT3fbow7TRUldh7ceXJS5RbUp5DLlRhdl6TKHyWxr+p9I+ryGv1zPW529mz+I+jd1fab/CHSHvjr/7w4mf6qsd+9XeEUlh/+qdfPPZf8swlior8lF855EIVZs81Wa2/6tUfS74ir9Uz1yf8TaWh6m7O4FIK/xAsWFottBprFH9M20dXw7dWikz0P75E0ScEhdsRF6o8e65JtAoK6Z9YqdfqqOtT6odPYfQieWM7mz8/tpW0col2c6G2njzZ4q+V6/M5BAUAIMuoBwAgS1AAALIEBQAgS1AAALIEBQDKV/z9zF5HUAAAsgQFAK4u3DYi/hhvWBMfB3GdsDD8PwxDvJlZXCHeNj2sFhem96GIL5GTbrtn/Xd19oxPAPCF1TSp6TTS1d/pHdP5oeMdrtPptOPjsPl2hvJ0cslqx6yR6QzWVblzUQsKALyBu6X+an7omCe280mvNs89Fcr+7c2rcprEj07rDfzX79VdAMBPNU0T6vnTm1Mvy1Jt7lsd3Z0iOu4kXTk+HoZhHMdxHG/7pi2OLQ47139HggIAb2AYhq7rwoPVXcri41VXhp36vt9uNc+zW1EEggIAbyAU28MwLMsSuyCElJCOe9w5BjJdLa1aaNs27LPruj2VBHH9tm1X9RnFMOoBgPfQNM04jlXSphByQyyh02EIOWHbdHxEqKgIj8Pe0taNB+Krhw2Lnafh5D4SALBPOq4hCh0PV4XaapTE7e/ohrQ/Y3R3ZMS2O+RWusL+/o9vx22mAXh7oQ7gca+C1Tp7NqGqKkEBAMjSmREA7pvnOdfzIE74WDw1CgBAllEPAECWoAAAZAkKAECWoAAAZAkKAECWoAAAZAkKAECWoAAAZAkKAECWoAAAZAkKAECWoAAAZP1/YB4cjc38lZUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "c.Draw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "f = uproot.open('/data/hnl/KShort/ntuples/dijet_mc16e/JZ12/0/submitDir/data-tree/files.root')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[b'outTree;1', b'cutflow;1', b'MetaData_EventCount;1']"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f['outTree'].pandas.df('secVtx_VSI_Leptons_phi').secVtx_VSI_Leptons_phi.hist(bins=100)"
   ]
  },
  {
   "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": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}