rateAnalysis_link.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import uproot\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import awkward as ak\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "checking.ipynb\t\t  hadd1.root\t    hadd.root\n",
      "cPMinBiasCorrectPaths.sh  hadd2.root\t    hadd.sh\n",
      "cPMinBias.txt\t\t  hadd3.root\t    MinBiasCorrectPaths.sh\n",
      "file.root\t\t  hadd4.root\t    NNrate_MinBias.pdf\n",
      "Fix_paths.ipynb\t\t  hadded\t    nohup.out\n",
      "hadd0.root\t\t  hadd_of_hadds.sh  rateAnalysis.ipynb\n"
     ]
    }
   ],
   "source": [
    "!ls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/uscms_data/d3/rmarroqu/el8cmsL1trigger_Analysis/work/CMSSW_14_0_0_pre3/src/MinBias\n"
     ]
    }
   ],
   "source": [
    "!pwd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/uscms_data/d3/rmarroqu/el8cmsL1trigger_Analysis/work/CMSSW_14_0_0_pre3/src/MinBias\n"
     ]
    }
   ],
   "source": [
    "!pwd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "f = uproot.open(\"/uscms_data/d3/rmarroqu/el8cmsL1trigger_Analysis/work/CMSSW_14_0_0_pre3/src/MinBias/hadded/complete_hadd.root\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "lxplus files..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#f = uproot.open(\"root://cmsxrootd.fnal.gov///store/group/dpg_trigger/comm_trigger/L1Trigger/alobanov/phase2/menu/ntuples/14X/v38/MinBias_TuneCP5_14TeV-pythia8/MinBias_131_L1Fix_IBv9_wTT/240412_211203/0000/test_100.root\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Event Selection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "events = f[\"Events\"].arrays([\"L1puppiExtJetSC4_pt\", \"L1puppiExtJetSC4_eta\", \"L1puppiExtJetSC4_llpTagScore\"]) #retrieving the jets and objects of interest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "mask_jets80 = (events[\"L1puppiExtJetSC4_llpTagScore\"] > 0.80) & (np.abs(events[\"L1puppiExtJetSC4_eta\"]) < 2.4) #Simultaneous eta and llpScore cuts\n",
    "mask_jets95 = (events[\"L1puppiExtJetSC4_llpTagScore\"] > 0.95) & (np.abs(events[\"L1puppiExtJetSC4_eta\"]) < 2.4) #Simultaneous eta and llpScore cuts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre>[[True, True, True, True, True, True, ..., False, False, False, False, False],\n",
       " [False, True, True, True, True, True, ..., False, False, False, False, False],\n",
       " [True, True, True, True, True, False, ..., False, False, False, False, False],\n",
       " [False, True, True, True, True, True, ..., False, False, False, False, False],\n",
       " [True, True, True, True, True, True, ..., False, False, False, False, False],\n",
       " [False, True, True, True, True, True, ..., False, False, False, False, False],\n",
       " [True, True, True, True, True, True, ..., False, False, False, False, False],\n",
       " [True, True, True, True, True, True, ..., False, False, False, False, False],\n",
       " [True, True, True, True, True, True, ..., False, False, False, False, False],\n",
       " [True, True, True, True, True, True, ..., False, False, False, False, False],\n",
       " ...,\n",
       " [True, True, True, True, True, True, ..., False, False, False, False, False],\n",
       " [True, True, True, True, True, True, ..., False, False, False, False, False],\n",
       " [False, False, True, True, True, True, ..., False, False, False, False, False],\n",
       " [True, True, True, True, True, True, ..., False, False, False, False, False],\n",
       " [True, True, True, True, True, True, ..., False, False, False, False, False],\n",
       " [True, True, True, True, True, True, ..., False, False, False, False, False],\n",
       " [True, True, True, True, True, True, ..., False, False, False, False, False],\n",
       " [False, True, False, True, True, True, ..., False, False, False, False, False],\n",
       " [False, True, True, True, True, True, ..., False, False, False, False, False]]\n",
       "--------------------------------------------------------------------------------\n",
       "type: 3259988 * var * bool</pre>"
      ],
      "text/plain": [
       "<Array [[True, True, True, ..., False, False], ...] type='3259988 * var * bool'>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mask_jets80"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "event_selection80 = ak.num(events[mask_jets80], axis=1)[\"L1puppiExtJetSC4_pt\"] > 0 #counts jets that passed and applies cut, i.e, there is at least one jet in the event that passes\n",
    "event_selection95 = ak.num(events[mask_jets95], axis=1)[\"L1puppiExtJetSC4_pt\"] > 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "Events80 = events[event_selection80] #selection of events that pass cuts\n",
    "Events95 = events[event_selection95]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre>[[-1, 0.957, 0.931, 0.96, 0.963, 0.967, -1, ..., -1, -1, -1, -1, -1, -1, -1],\n",
       " [-1, 0.247, 0.972, 0.97, 0.95, 0.96, -1, -1, ..., -1, -1, -1, -1, -1, -1, -1],\n",
       " [-1, 0.976, 0.972, 0.948, 0.854, 0.926, -1, ..., -1, -1, -1, -1, -1, -1, -1],\n",
       " [-1, 0.978, 0.93, 0.978, 0.972, 0.975, -1, -1, -1, -1, -1, -1, -1, -1],\n",
       " [-1, 0.97, 0.236, 0.968, 0.97, 0.973, -1, -1, ..., -1, -1, -1, -1, -1, -1, -1],\n",
       " [-1, 0.965, 0.958, 0.923, 0.94, 0.962, -1, ..., -1, -1, -1, -1, -1, -1, -1],\n",
       " [-1, 0.967, 0.966, 0.968, 0.966, 0.972, -1, ..., -1, -1, -1, -1, -1, -1, -1],\n",
       " [-1, 0.974, 0.901, 0.492, 0.97, 0.971, -1, ..., -1, -1, -1, -1, -1, -1, -1],\n",
       " [-1, 0.839, 0.966, 0.911, 0.965, 0.962, -1, ..., -1, -1, -1, -1, -1, -1, -1],\n",
       " [-1, 0.946, 0.958, 0.966, 0.97, 0.933, -1, ..., -1, -1, -1, -1, -1, -1, -1],\n",
       " ...,\n",
       " [-1, 0.968, 0.923, 0.968, 0.962, 0.907, -1, ..., -1, -1, -1, -1, -1, -1, -1],\n",
       " [-1, 0.928, 0.957, 0.967, 0.766, 0.901, -1, ..., -1, -1, -1, -1, -1, -1, -1],\n",
       " [-1, 0.317, 0.928, 0.665, 0.96, 0.965, -1, ..., -1, -1, -1, -1, -1, -1, -1],\n",
       " [-1, 0.966, 0.967, 0.936, 0.939, 0.968, -1, ..., -1, -1, -1, -1, -1, -1, -1],\n",
       " [-1, 0.879, 0.581, 0.875, 0.968, 0.911, -1, ..., -1, -1, -1, -1, -1, -1, -1],\n",
       " [-1, 0.968, 0.96, 0.968, 0.95, 0.941, -1, -1, -1, -1, -1, -1, -1, -1],\n",
       " [-1, 0.935, 0.901, 0.803, 0.926, 0.966, -1, ..., -1, -1, -1, -1, -1, -1, -1],\n",
       " [-1, 0.939, 0.831, 0.647, 0.95, 0.942, -1, ..., -1, -1, -1, -1, -1, -1, -1],\n",
       " [-1, 0.945, 0.959, 0.964, 0.975, 0.969, -1, -1, -1, -1, -1, -1, -1, -1]]\n",
       "--------------------------------------------------------------------------------\n",
       "type: 80145 * var * float32</pre>"
      ],
      "text/plain": [
       "<Array [[-1, 0.957, 0.931, ..., -1, -1, -1], ...] type='80145 * var * float32'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Events80[Events80[\"L1puppiExtJetSC4_llpTagScore\"][0:, 0] < 0][\"L1puppiExtJetSC4_llpTagScore\"] #some events have leading llpScore = -1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "leadPt80 = Events80[\"L1puppiExtJetSC4_pt\"][(Events80[\"L1puppiExtJetSC4_llpTagScore\"] > 0.80) & (np.abs(Events80[\"L1puppiExtJetSC4_eta\"]) < 2.4)][:, 0] #selecting jets with score > 0.80 and taking pT of lead Jet with llpScore > 0.80 of selected events\n",
    "leadPt95 = Events95[\"L1puppiExtJetSC4_pt\"][(Events95[\"L1puppiExtJetSC4_llpTagScore\"] > 0.95) & (np.abs(Events95[\"L1puppiExtJetSC4_eta\"]) < 2.4)][:, 0] #electing jets with score > 0.95 and pT of lead Jet with llpScore > 0.95 of selected events"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "Pt = events[\"L1puppiExtJetSC4_pt\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "PT = Pt[ak.num(Pt, axis=1) > 0][:,0] # removed events with no jets?"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plotting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Tried using $P_T$ histrograms and taking their bin centers "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "import mplhep as hep\n",
    "plt.style.use(hep.style.ROOT)\n",
    "\n",
    "import matplotlib.pylab as pylab\n",
    "params = {'legend.fontsize': 'medium',\n",
    "         'axes.labelsize': 'x-large',\n",
    "         'axes.titlesize':'x-large',\n",
    "         'xtick.labelsize':'medium',\n",
    "         'ytick.labelsize':'medium'}\n",
    "pylab.rcParams.update(params)\n",
    "\n",
    "#line thickness\n",
    "import matplotlib as mpl\n",
    "mpl.rcParams['lines.linewidth'] = 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "ZeroBiasRate = 11.2456*2544 #kHZ"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(pTcounts_score80, pTbins_score80, _) = plt.hist(leadPt80, bins=30)\n",
    "(pTcounts_score95, pTbins_score95, _) = plt.hist(leadPt95, bins=30, alpha=0.7)\n",
    "plt.yscale(\"log\")\n",
    "plt.ylabel(\"Counts\")\n",
    "plt.xlabel(\"Lead Jet $P_T$\")\n",
    "plt.grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "pt_ths = []\n",
    "bin_centers95 = []\n",
    "for i in range (len(pTbins_score80)-1):\n",
    "    bc08 = (pTbins_score80[i+1] + pTbins_score80[i])/2\n",
    "    pt_ths.append(bc08)\n",
    "    bc09 = (pTbins_score95[i+1] + pTbins_score95[i])/2\n",
    "    bin_centers95.append(bc09)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(pt_ths, (pTcounts_score80/len(events))*ZeroBiasRate, label = \"score > 0.8\")\n",
    "plt.plot(pt_ths, (pTcounts_score80/len(events))*ZeroBiasRate)\n",
    "\n",
    "plt.scatter(bin_centers95, (pTcounts_score95/len(events))*ZeroBiasRate, label = \"score > 0.95\")\n",
    "plt.plot(bin_centers95, (pTcounts_score95/len(events))*ZeroBiasRate)\n",
    "\n",
    "hep.cms.text(\"Phase 2 Simulation\")\n",
    "hep.cms.lumitext(\"PU 200 (14 TeV)\")\n",
    "\n",
    "plt.yscale(\"log\")\n",
    "plt.ylabel(\"Rate (kHz)\" )\n",
    "plt.xlabel(\"Lead Jet $P_T$\")\n",
    "plt.xlim(0,400)\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "#plt.savefig(\"NNrate_MinBias.pdf\", format='pdf',  bbox_inches='tight')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Now, using $P_T$ thresholds instead of histograms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "pt_ths = np.linspace(40, 420, 20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 40.,  60.,  80., 100., 120., 140., 160., 180., 200., 220., 240.,\n",
       "       260., 280., 300., 320., 340., 360., 380., 400., 420.])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pt_ths"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For each $P_T$ threshold, count the number of events above such $P_T$ threshold:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "event_count80 =[]\n",
    "event_count95 = []\n",
    "event_counts = []\n",
    "for pt in pt_ths:\n",
    "    #if pt == 20: continue\n",
    "    event_count80.append(( len(leadPt80[leadPt80 > pt])/len(events) )*ZeroBiasRate )\n",
    "    event_count95.append( (len(leadPt95[leadPt95 > pt]) / len(events) )*ZeroBiasRate )\n",
    "    event_counts.append((len(PT[PT > pt])/len(events))*ZeroBiasRate)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(pt_ths, event_count80, label = \"score > 0.8, Loose\", c=\"green\")\n",
    "plt.plot(pt_ths, event_count80, c=\"green\")\n",
    "\n",
    "plt.scatter(pt_ths, event_count95, label = \"score > 0.95, Tight\", c=\"red\")\n",
    "plt.plot(pt_ths, event_count95, c=\"red\")\n",
    "\n",
    "plt.scatter(pt_ths, event_counts, label = \"Seeded Cone Extended PuppiJet\", c=\"orange\")\n",
    "plt.plot(pt_ths, event_counts, c=\"orange\")\n",
    "\n",
    "\n",
    "\n",
    "hep.cms.text(\"Phase 2 Simulation\")\n",
    "hep.cms.lumitext(\"PU 200 (14 TeV)\")\n",
    "\n",
    "plt.yscale(\"log\")\n",
    "plt.ylabel(\"Rate (kHz)\" )\n",
    "plt.xlabel(\"Online $P_T$\")\n",
    "plt.xticks(np.arange(50, 421, 50))\n",
    "#plt.xlim(20,420)\n",
    "\n",
    "plt.legend(loc='best', fontsize=20)\n",
    "plt.grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre>[{run: 1, luminosityBlock: 4588, event: 1355292, bunchCrossing: ..., ...},\n",
       " {run: 1, luminosityBlock: 4588, event: 1355290, bunchCrossing: ..., ...},\n",
       " {run: 1, luminosityBlock: 4588, event: 1355294, bunchCrossing: ..., ...},\n",
       " {run: 1, luminosityBlock: 4588, event: 1355293, bunchCrossing: ..., ...},\n",
       " {run: 1, luminosityBlock: 4588, event: 1355291, bunchCrossing: ..., ...},\n",
       " {run: 1, luminosityBlock: 4588, event: 1355299, bunchCrossing: ..., ...},\n",
       " {run: 1, luminosityBlock: 4588, event: 1355297, bunchCrossing: ..., ...},\n",
       " {run: 1, luminosityBlock: 4588, event: 1355295, bunchCrossing: ..., ...},\n",
       " {run: 1, luminosityBlock: 4588, event: 1355302, bunchCrossing: ..., ...},\n",
       " {run: 1, luminosityBlock: 4588, event: 1355296, bunchCrossing: ..., ...},\n",
       " ...,\n",
       " {run: 1, luminosityBlock: 4588, event: 1355585, bunchCrossing: ..., ...},\n",
       " {run: 1, luminosityBlock: 4588, event: 1355578, bunchCrossing: ..., ...},\n",
       " {run: 1, luminosityBlock: 4588, event: 1355581, bunchCrossing: ..., ...},\n",
       " {run: 1, luminosityBlock: 4588, event: 1355583, bunchCrossing: ..., ...},\n",
       " {run: 1, luminosityBlock: 4588, event: 1355586, bunchCrossing: ..., ...},\n",
       " {run: 1, luminosityBlock: 4588, event: 1355577, bunchCrossing: ..., ...},\n",
       " {run: 1, luminosityBlock: 4588, event: 1355584, bunchCrossing: ..., ...},\n",
       " {run: 1, luminosityBlock: 4588, event: 1355588, bunchCrossing: ..., ...},\n",
       " {run: 1, luminosityBlock: 4588, event: 1355587, bunchCrossing: ..., ...}]\n",
       "--------------------------------------------------------------------------------------\n",
       "type: 299 * {\n",
       "    run: uint32,\n",
       "    luminosityBlock: uint32,\n",
       "    event: uint64,\n",
       "    bunchCrossing: uint32,\n",
       "    nL1caloJet: int32,\n",
       "    L1caloJet_et: var * float32,\n",
       "    L1caloJet_eta: var * float32,\n",
       "    L1caloJet_phi: var * float32,\n",
       "    L1caloJet_pt: var * float32,\n",
       "    nL1caloTau: int32,\n",
       "    L1caloTau_eta: var * float32,\n",
       "    L1caloTau_phi: var * float32,\n",
       "    L1caloTau_pt: var * float32,\n",
       "    nGenJetAK8: int32,\n",
       "    GenJetAK8_eta: var * float32,\n",
       "    GenJetAK8_mass: var * float32,\n",
       "    GenJetAK8_phi: var * float32,\n",
       "    GenJetAK8_pt: var * float32,\n",
       "    nGenJet: int32,\n",
       "    GenJet_eta: var * float32,\n",
       "    GenJet_mass: var * float32,\n",
       "    GenJet_phi: var * float32,\n",
       "    GenJet_pt: var * float32,\n",
       "    nGenPart: int32,\n",
       "    GenPart_genPartIdxMother: var * int16,\n",
       "    GenPart_statusFlags: var * uint16,\n",
       "    GenPart_pdgId: var * int32,\n",
       "    GenPart_status: var * int32,\n",
       "    GenPart_dXY: var * float32,\n",
       "    GenPart_eta: var * float32,\n",
       "    GenPart_lXY: var * float32,\n",
       "    GenPart_mass: var * float32,\n",
       "    GenPart_phi: var * float32,\n",
       "    GenPart_pt: var * float32,\n",
       "    GenPart_vertX: var * float32,\n",
       "    GenPart_vertY: var * float32,\n",
       "    nGenVisTau: int32,\n",
       "    GenVisTau_status: var * uint8,\n",
       "    GenVisTau_charge: var * int16,\n",
       "    GenVisTau_genPartIdxMother: var * int16,\n",
       "    GenVisTau_eta: var * float32,\n",
       "    GenVisTau_mass: var * float32,\n",
       "    GenVisTau_phi: var * float32,\n",
       "    GenVisTau_pt: var * float32,\n",
       "    nL1GT: int32,\n",
       "    L1GT_final: var * float32,\n",
       "    L1GT_initial: var * float32,\n",
       "    L1GTpuppiMET_phi: float32,\n",
       "    L1GTpuppiMET_pt: float32,\n",
       "    L1GTscJetSum_ht: float32,\n",
       "    L1GTscJetSum_mht: float32,\n",
       "    L1GTscJetSum_mhtPhi: float32,\n",
       "    nL1GTnnTau: int32,\n",
       "    L1GTnnTau_hwZ0: var * int32,\n",
       "    L1GTnnTau_eta: var * float32,\n",
       "    L1GTnnTau_phi: var * float32,\n",
       "    L1GTnnTau_pt: var * float32,\n",
       "    L1GTnnTau_z0: var * float32,\n",
       "    nL1GTPV: int32,\n",
       "    L1GTPV_hwZ0: var * int32,\n",
       "    L1GTPV_z0: var * float32,\n",
       "    nL1GTscJet: int32,\n",
       "    L1GTscJet_eta: var * float32,\n",
       "    L1GTscJet_phi: var * float32,\n",
       "    L1GTscJet_pt: var * float32,\n",
       "    L1GTscJet_z0: var * float32,\n",
       "    nL1GTtkElectron: int32,\n",
       "    L1GTtkElectron_charge: var * int32,\n",
       "    L1GTtkElectron_hwIso: var * int32,\n",
       "    L1GTtkElectron_hwQual: var * int32,\n",
       "    L1GTtkElectron_hwZ0: var * int32,\n",
       "    L1GTtkElectron_eta: var * float32,\n",
       "    L1GTtkElectron_iso: var * float32,\n",
       "    L1GTtkElectron_phi: var * float32,\n",
       "    L1GTtkElectron_pt: var * float32,\n",
       "    L1GTtkElectron_relIso: var * float32,\n",
       "    L1GTtkElectron_z0: var * float32,\n",
       "    nL1GTgmtTkMuon: int32,\n",
       "    L1GTgmtTkMuon_charge: var * int32,\n",
       "    L1GTgmtTkMuon_hwIso: var * int32,\n",
       "    L1GTgmtTkMuon_hwQual: var * int32,\n",
       "    L1GTgmtTkMuon_hwZ0: var * int32,\n",
       "    L1GTgmtTkMuon_eta: var * float32,\n",
       "    L1GTgmtTkMuon_iso: var * float32,\n",
       "    L1GTgmtTkMuon_phi: var * float32,\n",
       "    L1GTgmtTkMuon_pt: var * float32,\n",
       "    L1GTgmtTkMuon_relIso: var * float32,\n",
       "    L1GTgmtTkMuon_z0: var * float32,\n",
       "    nL1GTtkPhoton: int32,\n",
       "    L1GTtkPhoton_hwIso: var * int32,\n",
       "    L1GTtkPhoton_hwQual: var * int32,\n",
       "    L1GTtkPhoton_eta: var * float32,\n",
       "    L1GTtkPhoton_iso: var * float32,\n",
       "    L1GTtkPhoton_phi: var * float32,\n",
       "    L1GTtkPhoton_pt: var * float32,\n",
       "    L1GTtkPhoton_relIso: var * float32,\n",
       "    nL1GTVertex: int32,\n",
       "    L1GTVertex_hwZ0: var * int32,\n",
       "    L1GTVertex_z0: var * float32,\n",
       "    L1TrackMET_hwValid: bool,\n",
       "    L1TrackMET_hwPhi: int32,\n",
       "    L1TrackMET_hwPt: int32,\n",
       "    L1TrackMET_phi: float32,\n",
       "    L1TrackMET_pt: float32,\n",
       "    nL1ExtTrackJet: int32,\n",
       "    L1ExtTrackJet_hwDisplacedFlagBits: var * uint32,\n",
       "    L1ExtTrackJet_hwEta: var * uint32,\n",
       "    L1ExtTrackJet_hwNDisplacedTracks: var * uint32,\n",
       "    L1ExtTrackJet_hwNTracks: var * uint32,\n",
       "    L1ExtTrackJet_hwPhi: var * uint32,\n",
       "    L1ExtTrackJet_hwPt: var * uint32,\n",
       "    L1ExtTrackJet_hwZ0: var * uint32,\n",
       "    L1ExtTrackJet_eta: var * float32,\n",
       "    L1ExtTrackJet_phi: var * float32,\n",
       "    L1ExtTrackJet_pt: var * float32,\n",
       "    L1ExtTrackJet_z0: var * float32,\n",
       "    L1TrackHT_hwValid: bool,\n",
       "    L1TrackHT_hwPhi: int32,\n",
       "    L1TrackHT_hwPt: int32,\n",
       "    L1TrackHT_ht: float32,\n",
       "    L1TrackHT_mht: float32,\n",
       "    L1TrackHT_phi: float32,\n",
       "    nL1TrackJet: int32,\n",
       "    L1TrackJet_hwDisplacedFlagBits: var * uint32,\n",
       "    L1TrackJet_hwEta: var * uint32,\n",
       "    L1TrackJet_hwNDisplacedTracks: var * uint32,\n",
       "    L1TrackJet_hwNTracks: var * uint32,\n",
       "    L1TrackJet_hwPhi: var * uint32,\n",
       "    L1TrackJet_hwPt: var * uint32,\n",
       "    L1TrackJet_hwZ0: var * uint32,\n",
       "    L1TrackJet_eta: var * float32,\n",
       "    L1TrackJet_phi: var * float32,\n",
       "    L1TrackJet_pt: var * float32,\n",
       "    L1TrackJet_z0: var * float32,\n",
       "    nL1puppiJetHisto: int32,\n",
       "    L1puppiJetHisto_et: var * float32,\n",
       "    L1puppiJetHisto_eta: var * float32,\n",
       "    L1puppiJetHisto_phi: var * float32,\n",
       "    L1puppiJetHisto_pt: var * float32,\n",
       "    nL1puppiHistoJetSums: int32,\n",
       "    L1puppiHistoJetSums_phi: var * float32,\n",
       "    L1puppiHistoJetSums_pt: var * float32,\n",
       "    nL1hpsTau: int32,\n",
       "    L1hpsTau_eta: var * float32,\n",
       "    L1hpsTau_phi: var * float32,\n",
       "    L1hpsTau_pt: var * float32,\n",
       "    GenMET_phi: float32,\n",
       "    GenMET_pt: float32,\n",
       "    nL1nnCaloTau: int32,\n",
       "    L1nnCaloTau_hwIso: var * int32,\n",
       "    L1nnCaloTau_hwQual: var * int32,\n",
       "    L1nnCaloTau_eta: var * float32,\n",
       "    L1nnCaloTau_phi: var * float32,\n",
       "    L1nnCaloTau_pt: var * float32,\n",
       "    nL1nnPuppiTau: int32,\n",
       "    L1nnPuppiTau_charge: var * int32,\n",
       "    L1nnPuppiTau_id: var * int32,\n",
       "    L1nnPuppiTau_passLooseNN: var * int32,\n",
       "    L1nnPuppiTau_passLooseNNMass: var * int32,\n",
       "    L1nnPuppiTau_passLoosePF: var * int32,\n",
       "    L1nnPuppiTau_passMass: var * int32,\n",
       "    L1nnPuppiTau_passTightNN: var * int32,\n",
       "    L1nnPuppiTau_passTightNNMass: var * int32,\n",
       "    L1nnPuppiTau_passTightPF: var * int32,\n",
       "    L1nnPuppiTau_chargedIso: var * float32,\n",
       "    L1nnPuppiTau_dXY: var * float32,\n",
       "    L1nnPuppiTau_eta: var * float32,\n",
       "    L1nnPuppiTau_fullIso: var * float32,\n",
       "    L1nnPuppiTau_phi: var * float32,\n",
       "    L1nnPuppiTau_pt: var * float32,\n",
       "    L1nnPuppiTau_z0: var * float32,\n",
       "    nprunedGenPart: int32,\n",
       "    prunedGenPart_genPartIdxMother: var * int16,\n",
       "    prunedGenPart_statusFlags: var * uint16,\n",
       "    prunedGenPart_pdgId: var * int32,\n",
       "    prunedGenPart_status: var * int32,\n",
       "    prunedGenPart_dXY: var * float32,\n",
       "    prunedGenPart_eta: var * float32,\n",
       "    prunedGenPart_lXY: var * float32,\n",
       "    prunedGenPart_mass: var * float32,\n",
       "    prunedGenPart_phi: var * float32,\n",
       "    prunedGenPart_pt: var * float32,\n",
       "    prunedGenPart_vertX: var * float32,\n",
       "    prunedGenPart_vertY: var * float32,\n",
       "    Pileup_nPU: int32,\n",
       "    Pileup_sumEOOT: int32,\n",
       "    Pileup_sumLOOT: int32,\n",
       "    Pileup_nTrueInt: float32,\n",
       "    Pileup_pudensity: float32,\n",
       "    Pileup_gpudensity: float32,\n",
       "    Pileup_pthatmax: float32,\n",
       "    L1puppiMLMET_et: float32,\n",
       "    L1puppiMLMET_phi: float32,\n",
       "    L1puppiMLMET_pt: float32,\n",
       "    L1puppiMET_et: float32,\n",
       "    L1puppiMET_phi: float32,\n",
       "    L1puppiMET_pt: float32,\n",
       "    nL1PV: int32,\n",
       "    L1PV_hwValid: var * bool,\n",
       "    L1PV_hwNTracksIn: var * uint32,\n",
       "    L1PV_hwNTracksOut: var * uint32,\n",
       "    L1PV_hwPt: var * uint32,\n",
       "    L1PV_hwQual: var * uint32,\n",
       "    L1PV_hwZ0: var * uint32,\n",
       "    L1PV_sumPt: var * float32,\n",
       "    L1PV_z0: var * float32,\n",
       "    nL1puppiExtJetSC4: int32,\n",
       "    L1puppiExtJetSC4_et: var * float32,\n",
       "    L1puppiExtJetSC4_eta: var * float32,\n",
       "    L1puppiExtJetSC4_phi: var * float32,\n",
       "    L1puppiExtJetSC4_pt: var * float32,\n",
       "    L1puppiExtJetSC4_btagScore: var * float32,\n",
       "    L1puppiExtJetSC4_llpTagScore: var * float32,\n",
       "    nL1puppiJetSC4: int32,\n",
       "    L1puppiJetSC4_et: var * float32,\n",
       "    L1puppiJetSC4_eta: var * float32,\n",
       "    L1puppiJetSC4_phi: var * float32,\n",
       "    L1puppiJetSC4_pt: var * float32,\n",
       "    nL1puppiJetSC4sums: int32,\n",
       "    L1puppiJetSC4sums_phi: var * float32,\n",
       "    L1puppiJetSC4sums_pt: var * float32,\n",
       "    nL1puppiJetSC8: int32,\n",
       "    L1puppiJetSC8_et: var * float32,\n",
       "    L1puppiJetSC8_eta: var * float32,\n",
       "    L1puppiJetSC8_phi: var * float32,\n",
       "    L1puppiJetSC8_pt: var * float32,\n",
       "    nL1EG: int32,\n",
       "    L1EG_eta: var * float32,\n",
       "    L1EG_phi: var * float32,\n",
       "    L1EG_pt: var * float32,\n",
       "    nL1EGbarrel: int32,\n",
       "    L1EGbarrel_eleId: var * bool,\n",
       "    L1EGbarrel_phoId: var * bool,\n",
       "    L1EGbarrel_saId: var * bool,\n",
       "    L1EGbarrel_hwQual: var * int32,\n",
       "    L1EGbarrel_eta: var * float32,\n",
       "    L1EGbarrel_phi: var * float32,\n",
       "    L1EGbarrel_pt: var * float32,\n",
       "    nL1EGendcap: int32,\n",
       "    L1EGendcap_eleId: var * bool,\n",
       "    L1EGendcap_phoId: var * bool,\n",
       "    L1EGendcap_saId: var * bool,\n",
       "    L1EGendcap_hwQual: var * int32,\n",
       "    L1EGendcap_eta: var * float32,\n",
       "    L1EGendcap_phi: var * float32,\n",
       "    L1EGendcap_pt: var * float32,\n",
       "    nL1gmtMuon: int32,\n",
       "    L1gmtMuon_charge: var * int32,\n",
       "    L1gmtMuon_chargeNoPh: var * int32,\n",
       "    L1gmtMuon_hwBeta: var * int32,\n",
       "    L1gmtMuon_hwEta: var * int32,\n",
       "    L1gmtMuon_hwIso: var * int32,\n",
       "    L1gmtMuon_hwPhi: var * int32,\n",
       "    L1gmtMuon_hwPt: var * int32,\n",
       "    L1gmtMuon_hwQual: var * int32,\n",
       "    L1gmtMuon_d0: var * float32,\n",
       "    L1gmtMuon_eta: var * float32,\n",
       "    L1gmtMuon_phi: var * float32,\n",
       "    L1gmtMuon_pt: var * float32,\n",
       "    L1gmtMuon_z0: var * float32,\n",
       "    nL1tkElectron: int32,\n",
       "    L1tkElectron_eleId: var * bool,\n",
       "    L1tkElectron_phoId: var * bool,\n",
       "    L1tkElectron_saId: var * bool,\n",
       "    L1tkElectron_hwEta: var * int16,\n",
       "    L1tkElectron_hwIso: var * int16,\n",
       "    L1tkElectron_hwPhi: var * int16,\n",
       "    L1tkElectron_hwPt: var * int16,\n",
       "    L1tkElectron_hwQual: var * int16,\n",
       "    L1tkElectron_charge: var * int32,\n",
       "    L1tkElectron_eta: var * float32,\n",
       "    L1tkElectron_phi: var * float32,\n",
       "    L1tkElectron_pt: var * float32,\n",
       "    L1tkElectron_relIso: var * float32,\n",
       "    L1tkElectron_z0: var * float32,\n",
       "    nL1tkPhoton: int32,\n",
       "    L1tkPhoton_eleId: var * bool,\n",
       "    L1tkPhoton_phoId: var * bool,\n",
       "    L1tkPhoton_saId: var * bool,\n",
       "    L1tkPhoton_hwEta: var * int16,\n",
       "    L1tkPhoton_hwIso: var * int16,\n",
       "    L1tkPhoton_hwPhi: var * int16,\n",
       "    L1tkPhoton_hwPt: var * int16,\n",
       "    L1tkPhoton_hwQual: var * int16,\n",
       "    L1tkPhoton_eta: var * float32,\n",
       "    L1tkPhoton_phi: var * float32,\n",
       "    L1tkPhoton_pt: var * float32,\n",
       "    L1tkPhoton_relIso: var * float32,\n",
       "    nL1Vertex: int32,\n",
       "    L1Vertex_hwValid: var * bool,\n",
       "    L1Vertex_hwNTracksIn: var * uint32,\n",
       "    L1Vertex_hwNTracksOut: var * uint32,\n",
       "    L1Vertex_hwPt: var * uint32,\n",
       "    L1Vertex_hwQual: var * uint32,\n",
       "    L1Vertex_hwZ0: var * uint32,\n",
       "    L1Vertex_sumPt: var * float32,\n",
       "    L1Vertex_z0: var * float32,\n",
       "    GenJetAK8_hadronFlavour: var * uint8,\n",
       "    GenJetAK8_partonFlavour: var * int16,\n",
       "    GenJet_hadronFlavour: var * uint8,\n",
       "    GenJet_partonFlavour: var * int16,\n",
       "    L1simulation_step: bool,\n",
       "    L1TrackTrigger_step: bool,\n",
       "    Flag_HBHENoiseFilter: bool,\n",
       "    Flag_HBHENoiseIsoFilter: bool,\n",
       "    Flag_CSCTightHaloFilter: bool,\n",
       "    Flag_CSCTightHaloTrkMuUnvetoFilter: bool,\n",
       "    Flag_CSCTightHalo2015Filter: bool,\n",
       "    Flag_globalTightHalo2016Filter: bool,\n",
       "    Flag_globalSuperTightHalo2016Filter: bool,\n",
       "    Flag_HcalStripHaloFilter: bool,\n",
       "    Flag_hcalLaserEventFilter: bool,\n",
       "    Flag_EcalDeadCellTriggerPrimitiveFilter: bool,\n",
       "    Flag_EcalDeadCellBoundaryEnergyFilter: bool,\n",
       "    Flag_ecalBadCalibFilter: bool,\n",
       "    Flag_goodVertices: bool,\n",
       "    Flag_eeBadScFilter: bool,\n",
       "    Flag_ecalLaserCorrFilter: bool,\n",
       "    Flag_trkPOGFilters: bool,\n",
       "    Flag_chargedHadronTrackResolutionFilter: bool,\n",
       "    Flag_muonBadTrackFilter: bool,\n",
       "    Flag_BadChargedCandidateFilter: bool,\n",
       "    Flag_BadPFMuonFilter: bool,\n",
       "    Flag_BadPFMuonDzFilter: bool,\n",
       "    Flag_hfNoisyHitsFilter: bool,\n",
       "    Flag_BadChargedCandidateSummer16Filter: bool,\n",
       "    Flag_BadPFMuonSummer16Filter: bool,\n",
       "    Flag_trkPOG_manystripclus53X: bool,\n",
       "    Flag_trkPOG_toomanystripclus53X: bool,\n",
       "    Flag_trkPOG_logErrorTooManyClusters: bool,\n",
       "    Flag_METFilters: bool,\n",
       "    L1TrackTrigger_step_pHLT: bool,\n",
       "    L1simulation_step_pHLT: bool,\n",
       "    L1T_SinglePFPuppiJet230off: bool,\n",
       "    L1T_PFPuppiHT450off: bool,\n",
       "    L1T_PFPuppiMET220off: bool,\n",
       "    HLT_AK4PFPuppiJet520: bool,\n",
       "    HLT_PFPuppiHT1070: bool,\n",
       "    HLT_PFPuppiMETTypeOne140_PFPuppiMHT140: bool,\n",
       "    L1T_PFHT400PT30_QuadPFPuppiJet_70_55_40_40_2p4: bool,\n",
       "    L1T_DoublePFPuppiJets112_2p4_DEta1p6: bool,\n",
       "    HLT_PFHT330PT30_QuadPFPuppiJet_75_60_45_40_TriplePFPuppiBTagDeepCSV_2p4: bool,\n",
       "    HLT_PFHT200PT30_QuadPFPuppiJet_70_40_30_30_TriplePFPuppiBTagDeepCSV_2p4: bool,\n",
       "    HLT_DoublePFPuppiJets128_DoublePFPuppiBTagDeepCSV_2p4: bool,\n",
       "    HLT_PFHT330PT30_QuadPFPuppiJet_75_60_45_40_TriplePFPuppiBTagDeepFlavour_2p4: bool,\n",
       "    HLT_PFHT200PT30_QuadPFPuppiJet_70_40_30_30_TriplePFPuppiBTagDeepFlavour_2p4: bool,\n",
       "    HLT_DoublePFPuppiJets128_DoublePFPuppiBTagDeepFlavour_2p4: bool,\n",
       "    L1T_SingleTkMuon_22: bool,\n",
       "    L1T_DoubleTkMuon_15_7: bool,\n",
       "    L1T_TripleTkMuon_5_3_3: bool,\n",
       "    HLT_Mu50_FromL1TkMuon: bool,\n",
       "    HLT_IsoMu24_FromL1TkMuon: bool,\n",
       "    HLT_Mu37_Mu27_FromL1TkMuon: bool,\n",
       "    HLT_Mu17_TrkIsoVVL_Mu8_TrkIsoVVL_DZ_FromL1TkMuon: bool,\n",
       "    HLT_TriMu_10_5_5_DZ_FromL1TkMuon: bool,\n",
       "    L1T_TkEm51: bool,\n",
       "    L1T_TkEle36: bool,\n",
       "    L1T_TkIsoEm36: bool,\n",
       "    L1T_TkIsoEle28: bool,\n",
       "    L1T_TkEm37TkEm24: bool,\n",
       "    L1T_TkEle25TkEle12: bool,\n",
       "    L1T_TkIsoEm22TkIsoEm12: bool,\n",
       "    L1T_TkIsoEle22TkEm12: bool,\n",
       "    HLT_Ele32_WPTight_Unseeded: bool,\n",
       "    HLT_Ele26_WP70_Unseeded: bool,\n",
       "    HLT_Photon108EB_TightID_TightIso_Unseeded: bool,\n",
       "    HLT_Photon187_Unseeded: bool,\n",
       "    HLT_DoubleEle25_CaloIdL_PMS2_Unseeded: bool,\n",
       "    HLT_Diphoton30_23_IsoCaloId_Unseeded: bool,\n",
       "    HLT_Ele32_WPTight_L1Seeded: bool,\n",
       "    HLT_Ele26_WP70_L1Seeded: bool,\n",
       "    HLT_Photon108EB_TightID_TightIso_L1Seeded: bool,\n",
       "    HLT_Photon187_L1Seeded: bool,\n",
       "    HLT_DoubleEle25_CaloIdL_PMS2_L1Seeded: bool,\n",
       "    HLT_DoubleEle23_12_Iso_L1Seeded: bool,\n",
       "    HLT_Diphoton30_23_IsoCaloId_L1Seeded: bool,\n",
       "    HLT_DoubleMediumChargedIsoPFTauHPS40_eta2p1: bool,\n",
       "    HLT_DoubleMediumDeepTauPFTauHPS35_eta2p1: bool,\n",
       "    HLTriggerFinalPath: bool\n",
       "}</pre>"
      ],
      "text/plain": [
       "<Array [{run: 1, ...}, ..., {run: 1, ...}] type='299 * {run: uint32, lumino...'>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "events"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre>----------------\n",
       "type: 0 * uint32</pre>"
      ],
      "text/plain": [
       "<Array [] type='0 * uint32'>"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "events[\"run\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre>[[0.504, 0.637, 0.304, 0.756, 0.522, 0.43, -1, ..., -1, -1, -1, -1, -1, -1, -1],\n",
       " [0.326, 0.433, 0.448, 0.481, 0.0748, 0.201, -1, ..., -1, -1, -1, -1, -1, -1],\n",
       " [0.528, 0.368, 0.418, 0.427, 0.248, 0.47, -1, ..., -1, -1, -1, -1, -1, -1, -1],\n",
       " [0.154, 0.508, 0.379, 0.797, 0.469, 0.192, -1, ..., -1, -1, -1, -1, -1, -1],\n",
       " [0.476, 0.63, 0.437, 0.506, 0.681, 0.699, -1, ..., -1, -1, -1, -1, -1, -1, -1],\n",
       " [0.459, 0.459, 0.21, 0.0431, 0.569, 0.0206, -1, ..., -1, -1, -1, -1, -1, -1],\n",
       " [0.208, 0.461, 0.691, 0.208, 0.481, 0.481, -1, ..., -1, -1, -1, -1, -1, -1],\n",
       " [0.541, 0.768, 0.519, 0.452, 0.467, 0.406, -1, ..., -1, -1, -1, -1, -1, -1],\n",
       " [0.223, 0.296, 0.471, 0.233, 0.604, 0.233, -1, ..., -1, -1, -1, -1, -1, -1],\n",
       " [0.139, 0.532, 0.843, 0.482, 0.773, 0.703, -1, ..., -1, -1, -1, -1, -1, -1],\n",
       " ...,\n",
       " [0.518, 0.47, 0.132, 0.409, 0.458, 0.481, -1, ..., -1, -1, -1, -1, -1, -1, -1],\n",
       " [0.452, 0.571, 0.503, 0.319, 0.352, 0.437, -1, -1, -1, -1, -1, -1],\n",
       " [0.523, 0.668, 0.263, 0.343, 0.481, 0.325, -1, ..., -1, -1, -1, -1, -1, -1],\n",
       " [0.445, 0.174, 0.389, 0.0512, 0.0595, 0.0571, -1, ..., -1, -1, -1, -1, -1, -1],\n",
       " [0.349, 0.264, 0.417, 0.42, 0.744, 0.531, -1, ..., -1, -1, -1, -1, -1, -1, -1],\n",
       " [0.489, 0.133, 0.482, 0.514, 0.569, 0.496, -1, ..., -1, -1, -1, -1, -1, -1],\n",
       " [0.912, 0.644, 0.49, 0.386, 0.111, 0.539, -1, ..., -1, -1, -1, -1, -1, -1, -1],\n",
       " [0.481, 0.492, 0.573, 0.487, 0.707, 0.547, -1, ..., -1, -1, -1, -1, -1, -1],\n",
       " [0.245, 0.731, 0.399, 0.0624, 0.298, 0.495, -1, ..., -1, -1, -1, -1, -1, -1]]\n",
       "--------------------------------------------------------------------------------\n",
       "type: 299 * var * float32</pre>"
      ],
      "text/plain": [
       "<Array [[0.504, 0.637, 0.304, ..., -1, -1, -1], ...] type='299 * var * float32'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "events[\"L1puppiExtJetSC4_btagScore\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "l = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "i=0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "1\n"
     ]
    }
   ],
   "source": [
    "for nev in events:\n",
    "    if i == 10: break\n",
    "    print(i)\n",
    "    #print(events[\"event\"])\n",
    "    l.append(events[\"L1puppiExtJetSC4_llpTagScore\"])\n",
    "    i+=1"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Shouldn't I be getting the same event #'s? at every iteration?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre>[0.144,\n",
       " 0.981,\n",
       " 0.977,\n",
       " 0.959,\n",
       " 0.287,\n",
       " 0.214,\n",
       " -1,\n",
       " -1,\n",
       " -1,\n",
       " -1,\n",
       " -1,\n",
       " -1,\n",
       " -1,\n",
       " -1,\n",
       " -1,\n",
       " -1]\n",
       "------------------\n",
       "type: 16 * float32</pre>"
      ],
      "text/plain": [
       "<Array [0.144, 0.981, 0.977, 0.959, ..., -1, -1, -1, -1] type='16 * float32'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "l[0][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "RatesV38",
   "language": "python",
   "name": "ratesv38"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}