prelimPlotsCoffea.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/users/bsathian/miniconda3/envs/analysisenv/lib/python3.7/site-packages/IPython/core/magics/pylab.py:161: UserWarning: pylab import has clobbered these variables: ['hist']\n",
      "`%matplotlib` prevents importing * from pylab and numpy\n",
      "  \"\\n`%matplotlib` prevents importing * from pylab and numpy\"\n"
     ]
    }
   ],
   "source": [
    "import uproot4\n",
    "import coffea\n",
    "%pylab inline\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.colors import LogNorm\n",
    "\n",
    "import mplhep\n",
    "plt.style.use(mplhep.style.CMS)\n",
    "\n",
    "from coffea import hist, processor\n",
    "from coffea.analysis_objects import JaggedCandidateArray\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "class MyProcessor(processor.ProcessorABC):\n",
    "    def __init__(self, flag=False):\n",
    "        self._flag = flag\n",
    "        self._accumulator = processor.dict_accumulator({\n",
    "            \"sumw\": processor.defaultdict_accumulator(float),\n",
    "            \n",
    "            \"Photons\":hist.Hist(\n",
    "            \"Events\",\n",
    "            hist.Cat(\"dataset\",\"Dataset\"),\n",
    "            hist.Bin(\"leading_photon_pt\",\"Leading Photon $P_T$\",50,0,500),\n",
    "            hist.Bin(\"trailing_photon_pt\",\"Trailing Photon $P_T$\",50,0,500),\n",
    "            hist.Bin(\"leading_photon_eta\",\"Leading Photon $\\eta$\",10,-2.5,2.5),\n",
    "            hist.Bin(\"trailing_photon_eta\",\"Trailing Photon $\\eta$\",10,-2.5,2.5)),\n",
    "            \n",
    "            \"diphoton_mass\":hist.Hist(\n",
    "            \"Events\",\n",
    "            hist.Cat(\"dataset\",\"Dataset\"),\n",
    "            hist.Bin(\"diphoton_mass\",\"Diphoton mass\",500,0,500)),\n",
    "            \n",
    "            \"Taus\":hist.Hist(\n",
    "            \"Events\",\n",
    "            hist.Cat(\"dataset\",\"Dataset\"),\n",
    "            hist.Bin(\"tau_category\",\"Tau Category\",3,1,4),\n",
    "            hist.Bin(\"leading_tau_pt\",\"Leading  $\\tau P_T$\",50,0,500),\n",
    "            hist.Bin(\"trailing_tau_pt\",\"Trailing $\\tau P_T$\",50,0,500),\n",
    "            hist.Bin(\"leading_tau_eta\",\"Leading $\\tau \\eta$\",10,-2.5,2.5),\n",
    "            hist.Bin(\"trailing_tau_eta\",\"Trailing $\\tau \\eta$\",10,-2.5,2.5)\n",
    "            ),\n",
    "            \n",
    "            \"ditau_mass\":hist.Hist(\n",
    "            \"Events\",\n",
    "            hist.Cat(\"dataset\",\"Dataset\"),\n",
    "            hist.Bin(\"ditau_mass\",\"Ditau mass\",500,0,500)),\n",
    "            \n",
    "        })\n",
    "\n",
    "    @property\n",
    "    def accumulator(self):\n",
    "        return self._accumulator\n",
    "\n",
    "    def process(self, df):\n",
    "        xsecs = {\n",
    "            \"GJets40100\":20790,\n",
    "            \"GJets100200\":9238,\n",
    "            \"GJets200400\":2305,\n",
    "            \"GJets400600\":274.4,\n",
    "            \"GJets600Inf\":93.46,\n",
    "            \"DYJets\":6104,\n",
    "            \"ZGToLLG\":117.864,\n",
    "            \"DiPhoton\":88.36,\n",
    "            \"signal\":0.029 * 0.0027 * 0.06 * 2,\n",
    "        }\n",
    "        lumi = 137.2\n",
    "        output = self.accumulator.identity()\n",
    "        dataset = df[\"dataset\"]\n",
    "        \n",
    "        cut = (df[\"passedDigammaPair\"] == True) & (df[\"Category_pairs\"] >= 1) & (df[\"nTau\"] >= 2) & (df[\"nPhoton\"] >= 2)\n",
    "        \n",
    "        #JaggedCandidateArray - one array for each object\n",
    "        \n",
    "        photons = JaggedCandidateArray.candidatesfromcounts(\n",
    "            counts = df[\"nPhoton\"][cut],\n",
    "            pt = df[\"Photon_pt\"][cut].content,\n",
    "            eta = df[\"Photon_eta\"][cut].content,\n",
    "            phi = df[\"Photon_phi\"][cut].content,\n",
    "            mass = df[\"Photon_mass\"][cut].content,\n",
    "        )\n",
    "        \n",
    "        taus = JaggedCandidateArray.candidatesfromcounts(\n",
    "        counts = df[\"nTau\"][cut],\n",
    "        pt = df[\"Tau_pt\"][cut].content,\n",
    "        eta = df[\"Tau_eta\"][cut].content,\n",
    "        phi = df[\"Tau_phi\"][cut].content,\n",
    "        mass = df[\"Tau_mass\"][cut].content,\n",
    "        )\n",
    "        \n",
    "        gHidx = df[\"gHidx\"][cut]\n",
    "        tauHidx = df[\"tauHidx\"][cut]\n",
    "        mgg = df[\"ggMass\"][cut]\n",
    "        mtautau = df[\"tautauMass\"][cut]\n",
    "        \n",
    "        #leading_photon_pt = np.array([photons.pt[n,i] for n,i in enumerate(gHidx[:,0])])\n",
    "        #trailing_photon_pt = np.array([photons.pt[n,i] for n,i in enumerate(gHidx[:,1])])\n",
    "        #leading_photon_eta = np.array([photons.eta[n,i] for n,i in enumerate(gHidx[:,0])])\n",
    "        #trailing_photon_eta = np.array([photons.eta[n,i] for n,i in enumerate(gHidx[:,1])])\n",
    "        \n",
    "        output[\"sumw\"][dataset] += sum(df[\"genWeight\"])\n",
    "        photon_pt = photons.pt[gHidx]\n",
    "        photon_eta = photons.eta[gHidx]\n",
    "        leading_photon_pt = photon_pt[:,0]\n",
    "        leading_photon_eta = photon_eta[:,0]\n",
    "        trailing_photon_pt = photon_pt[:,1]\n",
    "        trailing_photon_eta = photon_eta[:,1]\n",
    "       \n",
    "        try:\n",
    "            leading_tau_pt = taus.pt[tauHidx][:,0]\n",
    "            trailing_tau_pt = taus.pt[tauHidx][:,1]\n",
    "            leading_tau_eta = taus.eta[tauHidx][:,0]\n",
    "            trailing_tau_eta = taus.pt[tauHidx][:,1]\n",
    "            \n",
    "            output[\"Taus\"].fill(\n",
    "        dataset = dataset,\n",
    "        tau_category = df[\"Category_pairs\"][cut],\n",
    "        leading_tau_pt = leading_tau_pt,\n",
    "        trailing_tau_pt = trailing_tau_pt,\n",
    "        leading_tau_eta = leading_tau_eta,\n",
    "        trailing_tau_eta = trailing_tau_eta,\n",
    "        weight = df[\"genWeight\"][cut] * xsecs[dataset] * 1000 * lumi\n",
    "        )\n",
    "        except:\n",
    "            pass\n",
    "            \n",
    "          \n",
    "        \n",
    "        output[\"Photons\"].fill(\n",
    "        dataset = dataset,\n",
    "        leading_photon_pt = leading_photon_pt,\n",
    "        trailing_photon_pt = trailing_photon_pt,\n",
    "        leading_photon_eta = leading_photon_eta,\n",
    "        trailing_photon_eta = trailing_photon_eta,\n",
    "        weight = df[\"genWeight\"][cut] * xsecs[dataset] * 1000 * lumi)\n",
    "        \n",
    "        output[\"diphoton_mass\"].fill(\n",
    "        dataset = dataset,\n",
    "        diphoton_mass = mgg,\n",
    "        weight = df[\"genWeight\"][cut] * xsecs[dataset] * 1000 * lumi)\n",
    "        \n",
    "     \n",
    "        \n",
    "        output[\"ditau_mass\"].fill(\n",
    "        dataset = dataset,\n",
    "        ditau_mass = mtautau,\n",
    "        weight = df[\"genWeight\"][cut] * xsecs[dataset] * 1000 * lumi)\n",
    "\n",
    "        return output\n",
    "\n",
    "    def postprocess(self, accumulator):\n",
    "        return accumulator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import glob\n",
    "background_fileset = {\n",
    "    \"GJets40100\":glob.glob(\"/hadoop/cms/store/user/legianni/ProjectMetis/GJets_HT-40To100_17____v1/*.root\"),\n",
    "    \"GJets100200\":glob.glob(\"/hadoop/cms/store/user/legianni/ProjectMetis/GJets_HT-100To200_17____v1/*.root\"),\n",
    "    \"GJets200400\":glob.glob(\"/hadoop/cms/store/user/legianni/ProjectMetis/GJets_HT-200To400_17____v1/*.root\"),\n",
    "    \"GJets400600\":glob.glob(\"/hadoop/cms/store/user/legianni/ProjectMetis/GJets_HT-400To600_17____v1/*.root\"),\n",
    "    \"GJets600Inf\":glob.glob(\"/hadoop/cms/store/user/legianni/ProjectMetis/GJets_HT-600ToInf_17____v1/*.root\"),\n",
    "    \"DYJets\":glob.glob(\"/hadoop/cms/store/user/legianni/ProjectMetis/DYJetsToLL_M-50_17____v1/*.root\"),\n",
    "    \"ZGToLLG\":glob.glob(\"/hadoop/cms/store/user/legianni/ProjectMetis/ZGToLLG_01J_17____v1/*.root\"),\n",
    "    \"DiPhoton\":glob.glob(\"/hadoop/cms/store/user/legianni/ProjectMetis/DiPhotonJetsBox_MGG-80toInf_17____v1/*.root\") \n",
    "}\n",
    "\n",
    "signal_fileset = {\n",
    "    \"signal\":glob.glob(\"/hadoop/cms/store/user/legianni/ProjectMetis/HHggtautau_Era2018_private_prova_vera/*.root\"),\n",
    "}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c6f2c33490f242e388d0d31a93369f2f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(HTML(value='Preprocessing'), FloatProgress(value=0.0, max=157.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "90f5cf46d7834d43b568dddde37f8617",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(HTML(value='Processing'), FloatProgress(value=0.0, max=248.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "bg_out = processor.run_uproot_job(\n",
    "background_fileset,\n",
    "treename = \"Events\",\n",
    "processor_instance = MyProcessor(),\n",
    "executor = processor.futures_executor,\n",
    "executor_args={'workers': 4, 'function_args': {'flatten': False}},)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e12d2ec110324739bf3babfb25114ad4",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(HTML(value='Preprocessing'), FloatProgress(value=0.0, max=50.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0fdcd148d32642d0b6208cbfcf8237c0",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(HTML(value='Processing'), FloatProgress(value=0.0, max=50.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "signal_out = processor.run_uproot_job(\n",
    "signal_fileset,\n",
    "treename = \"Events\",\n",
    "processor_instance = MyProcessor(),\n",
    "executor = processor.futures_executor,\n",
    "executor_args={'workers': 4, 'function_args': {'flatten': False}},)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "outs = {\"signal\":signal_out,\"backgrounds\":bg_out}\n",
    "mgg_hists = {}\n",
    "mtautau_hists = {}\n",
    "leading_gamma_pt_hists = {}\n",
    "trailing_gamma_pt_hists = {}\n",
    "leading_gamma_eta_hists = {}\n",
    "trailing_gamma_eta_hists = {}\n",
    "leading_tau_pt_hists = {}\n",
    "trailing_tau_pt_hists = {}\n",
    "leading_tau_eta_hists = {}\n",
    "trailing_tau_eta_hists = {}\n",
    "\n",
    "for process,out in outs.items():\n",
    "    sumw = out[\"sumw\"]\n",
    "    sumw = {key:1.0/value for key,value in sumw.items()}\n",
    "    mgg_hists[process] = out[\"diphoton_mass\"].copy() #indexing copies reference! You scale the reference and run this cell multiple times you get smaller and smaller values\n",
    "    mtautau_hists[process] = out[\"ditau_mass\"].copy()\n",
    "    leading_gamma_pt_hists[process] = out[\"Photons\"].copy().project(\"dataset\",\"leading_photon_pt\")\n",
    "    trailing_gamma_pt_hists[process] = out[\"Photons\"].copy().project(\"dataset\",\"trailing_photon_pt\")\n",
    "    leading_tau_pt_hists[process] = out[\"Taus\"].copy().project(\"dataset\",\"leading_tau_pt\")\n",
    "    trailing_tau_pt_hists[process] = out[\"Taus\"].copy().project(\"dataset\",\"trailing_tau_pt\")\n",
    "    \n",
    "    leading_gamma_eta_hists[process] = out[\"Photons\"].copy().project(\"dataset\",\"leading_photon_eta\")\n",
    "    trailing_gamma_eta_hists[process] = out[\"Photons\"].copy().project(\"dataset\",\"trailing_photon_eta\")\n",
    "    leading_tau_eta_hists[process] = out[\"Taus\"].copy().project(\"dataset\",\"leading_tau_eta\")\n",
    "    trailing_tau_eta_hists[process] = out[\"Taus\"].copy().project(\"dataset\",\"trailing_tau_eta\")\n",
    "    \n",
    "    mgg_hists[process].scale(sumw, axis = \"dataset\")\n",
    "    mtautau_hists[process].scale(sumw, axis = \"dataset\")\n",
    "    leading_gamma_pt_hists[process].scale(sumw, axis = \"dataset\")\n",
    "    trailing_gamma_pt_hists[process].scale(sumw, axis = \"dataset\")\n",
    "    leading_tau_pt_hists[process].scale(sumw, axis = \"dataset\")\n",
    "    trailing_tau_pt_hists[process].scale(sumw, axis = \"dataset\")\n",
    "    leading_gamma_eta_hists[process].scale(sumw, axis = \"dataset\")\n",
    "    trailing_gamma_eta_hists[process].scale(sumw, axis = \"dataset\")\n",
    "    leading_tau_eta_hists[process].scale(sumw, axis = \"dataset\")\n",
    "    trailing_tau_eta_hists[process].scale(sumw, axis = \"dataset\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{('signal',): array([0.00000000e+00, 2.57826233e+00, 3.85450208e+00, 0.00000000e+00,\n",
       "        0.00000000e+00, 1.28913116e+00, 0.00000000e+00, 1.28913116e+00,\n",
       "        1.28913116e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
       "        2.57826233e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
       "        0.00000000e+00, 1.28913116e+00, 1.28913116e+00, 5.15652466e+00,\n",
       "        0.00000000e+00, 1.28913116e+00, 3.86739349e+00, 0.00000000e+00,\n",
       "        0.00000000e+00, 2.57826233e+00, 2.57826233e+00, 1.03130493e+01,\n",
       "        0.00000000e+00, 2.57826233e+00, 5.15652466e+00, 2.56537092e+00,\n",
       "        6.44565582e+00, 3.86739349e+00, 6.43276441e+00, 7.73478699e+00,\n",
       "        2.57826233e+00, 3.85450208e+00, 2.56537092e+00, 9.01102674e+00,\n",
       "        1.28913116e+00, 5.15652466e+00, 5.15652466e+00, 2.57826233e+00,\n",
       "        5.15652466e+00, 1.03001579e+01, 3.86739349e+00, 1.16021805e+01,\n",
       "        5.15652466e+00, 1.03130493e+01, 6.44565582e+00, 7.73478699e+00,\n",
       "        0.00000000e+00, 1.03130493e+01, 9.01102674e+00, 7.73478699e+00,\n",
       "        3.86739349e+00, 1.67587051e+01, 1.15892891e+01, 1.41804428e+01,\n",
       "        9.02391815e+00, 1.41675514e+01, 7.73478699e+00, 1.03001579e+01,\n",
       "        9.02391815e+00, 7.73478699e+00, 1.16021805e+01, 9.02391815e+00,\n",
       "        1.28913116e+01, 1.67587051e+01, 1.28913116e+01, 1.67587051e+01,\n",
       "        1.93111846e+01, 2.31914696e+01, 1.28913116e+01, 1.54566826e+01,\n",
       "        1.93240761e+01, 2.06132072e+01, 2.31785781e+01, 2.19152298e+01,\n",
       "        2.70717545e+01, 2.32043610e+01, 2.44934921e+01, 1.54695740e+01,\n",
       "        1.93369675e+01, 2.19023384e+01, 1.93369675e+01, 1.41675514e+01,\n",
       "        1.54695740e+01, 1.28913116e+01, 1.80478363e+01, 2.06260986e+01,\n",
       "        2.96500168e+01, 1.67587051e+01, 1.80478363e+01, 2.31914696e+01,\n",
       "        2.70588630e+01, 2.57826233e+01, 1.41804428e+01, 2.06260986e+01,\n",
       "        3.60698898e+01, 2.44806007e+01, 3.09262565e+01, 2.32043610e+01,\n",
       "        3.47936500e+01, 4.64087219e+01, 3.73719124e+01, 4.64087219e+01,\n",
       "        4.76720703e+01, 4.76978531e+01, 5.92742507e+01, 4.25413284e+01,\n",
       "        5.80109024e+01, 1.12141520e+02, 1.43054885e+02, 1.54669957e+02,\n",
       "        2.02367810e+02, 2.70691762e+02, 4.39542161e+02, 6.27781094e+02,\n",
       "        1.11500822e+03, 1.94645927e+03, 3.94043566e+03, 6.78169377e+03,\n",
       "        9.03478552e+03, 8.11446189e+03, 4.72052773e+03, 2.05335390e+03,\n",
       "        9.26807959e+02, 4.20218085e+02, 2.26887085e+02, 1.13417760e+02,\n",
       "        6.83110603e+01, 6.44307754e+01, 2.96500168e+01, 2.96242340e+01,\n",
       "        3.09391479e+01, 3.22282791e+01, 1.80220535e+01, 2.06132072e+01,\n",
       "        2.32043610e+01, 1.41804428e+01, 1.03130493e+01, 3.22024963e+01,\n",
       "        1.80478363e+01, 2.96500168e+01, 1.54695740e+01, 2.06260986e+01,\n",
       "        2.96371254e+01, 1.67587051e+01, 1.93369675e+01, 2.70588630e+01,\n",
       "        2.96500168e+01, 3.22282791e+01, 3.22153877e+01, 2.31914696e+01,\n",
       "        1.67458137e+01, 2.57568405e+01, 2.83608856e+01, 2.06260986e+01,\n",
       "        2.57826233e+01, 1.67587051e+01, 2.70588630e+01, 2.44934921e+01,\n",
       "        2.57826233e+01, 2.06132072e+01, 1.03130493e+01, 2.44934921e+01,\n",
       "        1.54695740e+01, 1.41804428e+01, 2.19023384e+01, 1.67587051e+01,\n",
       "        1.67587051e+01, 2.06132072e+01, 1.80349449e+01, 1.93369675e+01,\n",
       "        2.06132072e+01, 1.16021805e+01, 1.54695740e+01, 1.93240761e+01,\n",
       "        1.80478363e+01, 1.54695740e+01, 1.16021805e+01, 2.06132072e+01,\n",
       "        1.67458137e+01, 1.28913116e+01, 1.80478363e+01, 1.16021805e+01,\n",
       "        2.06260986e+01, 1.03130493e+01, 1.93369675e+01, 1.93369675e+01,\n",
       "        1.67587051e+01, 1.80478363e+01, 1.54695740e+01, 1.15892891e+01,\n",
       "        1.54695740e+01, 2.18894470e+01, 1.41804428e+01, 1.67458137e+01,\n",
       "        1.80478363e+01, 1.02872665e+01, 2.70717545e+01, 2.19152298e+01,\n",
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       "        2.57826233e+00, 5.15652466e+00, 5.15652466e+00, 1.28913116e+00,\n",
       "        2.57826233e+00, 1.28913116e+00, 5.15652466e+00, 2.57826233e+00,\n",
       "        0.00000000e+00, 6.43276441e+00, 5.15652466e+00, 1.28913116e+00,\n",
       "        1.28913116e+00, 2.56537092e+00, 1.28913116e+00, 2.57826233e+00,\n",
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       "        0.00000000e+00, 0.00000000e+00, 1.28913116e+00, 0.00000000e+00,\n",
       "        1.28913116e+00, 0.00000000e+00, 0.00000000e+00, 1.28913116e+00,\n",
       "        1.28913116e+00, 1.28913116e+00, 1.28913116e+00, 0.00000000e+00,\n",
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       "        0.00000000e+00, 1.28913116e+00, 1.28913116e+00, 1.28913116e+00,\n",
       "        0.00000000e+00, 2.57826233e+00, 1.28913116e+00, 0.00000000e+00,\n",
       "        0.00000000e+00, 2.56537092e+00, 0.00000000e+00, 1.28913116e+00,\n",
       "        1.28913116e+00, 0.00000000e+00, 1.28913116e+00, 0.00000000e+00,\n",
       "        1.28913116e+00, 1.28913116e+00, 0.00000000e+00, 0.00000000e+00,\n",
       "        1.28913116e+00, 1.28913116e+00, 1.28913116e+00, 1.28913116e+00,\n",
       "        0.00000000e+00, 1.28913116e+00, 0.00000000e+00, 2.57826233e+00,\n",
       "        1.28913116e+00, 0.00000000e+00, 1.27623975e+00, 0.00000000e+00,\n",
       "        1.28913116e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
       "        2.57826233e+00, 0.00000000e+00, 1.27623975e+00, 1.28913116e+00,\n",
       "        0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.27623975e+00,\n",
       "        1.28913116e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
       "        1.28913116e+00, 0.00000000e+00, 0.00000000e+00, 1.27623975e+00,\n",
       "        0.00000000e+00, 1.28913116e+00, 0.00000000e+00, 0.00000000e+00,\n",
       "        1.28913116e+00, 1.28913116e+00, 0.00000000e+00, 0.00000000e+00,\n",
       "        0.00000000e+00, 0.00000000e+00, 1.28913116e+00, 0.00000000e+00,\n",
       "        0.00000000e+00, 1.28913116e+00, 0.00000000e+00, 0.00000000e+00,\n",
       "        0.00000000e+00, 0.00000000e+00, 1.28913116e+00, 0.00000000e+00,\n",
       "        0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00])}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "outs[\"signal\"][\"diphoton_mass\"].values()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/users/bsathian/miniconda3/envs/analysisenv/lib/python3.7/site-packages/coffea/hist/plot.py:44: RuntimeWarning: All sumw are zero!  Cannot compute meaningful error bars\n",
      "  warnings.warn(\"All sumw are zero!  Cannot compute meaningful error bars\", RuntimeWarning)\n",
      "/home/users/bsathian/miniconda3/envs/analysisenv/lib/python3.7/site-packages/coffea/hist/plot.py:280: UserWarning: Attempted to set non-positive bottom ylim on a log-scaled axis.\n",
      "Invalid limit will be ignored.\n",
      "  ax.set_ylim(0, None)\n",
      "'texgyreheros-regular.otf' can not be subsetted into a Type 3 font. The entire font will be embedded in the output.\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rebin = hist.Bin(\"diphoton_mass\",\"Diphoton mass\",100,0,500)\n",
    "rebin_tau_mass = hist.Bin(\"ditau_mass\",\"Ditau mass\",100,0,500)\n",
    "for background,mgg in mgg_hists.items():\n",
    "    mgg_hists[background] = mgg.rebin(\"diphoton_mass\",rebin)\n",
    "\n",
    "\n",
    "    \n",
    "plt.yscale(\"log\")\n",
    "plt.ylim([1e-6,1e3])\n",
    "\n",
    "hist.plot1d(mgg_hists[\"backgrounds\"],overlay = \"dataset\", stack = True, fill_opts = {\n",
    "    'alpha': 0.8,\n",
    "    'edgecolor':(0,0,0,.5)\n",
    "})\n",
    "\n",
    "ax = hist.plot1d(mgg_hists[\"signal\"], overlay = \"dataset\", line_opts={'linewidth':3, \"color\":\"black\"}\n",
    ")\n",
    "\n",
    "coffee = plt.text(0., 1., \"CMS\",\n",
    "                  fontsize=28, \n",
    "                  horizontalalignment='left', \n",
    "                  verticalalignment='bottom', \n",
    "                  transform=ax.transAxes\n",
    "                 )\n",
    "lumi = plt.text(1., 1., r\"137.2 fb$^{-1}$ (13 TeV)\",\n",
    "                fontsize=16, \n",
    "                horizontalalignment='right', \n",
    "                verticalalignment='bottom', \n",
    "                transform=ax.transAxes\n",
    "               )\n",
    "\n",
    "plt.savefig(\"mgg.pdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{('signal',): array([9.02621468e-06, 5.42658205e-06, 3.61772137e-06, 1.08531641e-05,\n",
       "        7.23544274e-06, 2.53240496e-05, 3.43321755e-05, 3.61229475e-05,\n",
       "        2.71329103e-05, 5.78654532e-05, 4.70122891e-05, 7.59540600e-05,\n",
       "        7.05093892e-05, 8.13987308e-05, 1.19330539e-04, 1.41000690e-04,\n",
       "        1.53753158e-04, 1.17539767e-04, 1.44708855e-04, 1.55525841e-04,\n",
       "        2.09737396e-04, 3.16496354e-04, 5.82344608e-04, 2.37843474e-03,\n",
       "        3.20179017e-02, 2.27808640e-02, 7.05365223e-04, 1.84413346e-04,\n",
       "        1.37437235e-04, 1.57352791e-04, 1.97129637e-04, 1.60916246e-04,\n",
       "        1.68205955e-04, 1.19366716e-04, 1.31992564e-04, 1.21157488e-04,\n",
       "        1.15730906e-04, 1.03105059e-04, 1.24811387e-04, 1.12077007e-04,\n",
       "        1.35610285e-04, 1.01278110e-04, 8.49983634e-05, 8.68072241e-05,\n",
       "        7.77629207e-05, 7.23544274e-05, 8.67712278e-05, 9.04068567e-05,\n",
       "        6.69097566e-05, 6.68916678e-05, 6.68554903e-05, 6.50828072e-05,\n",
       "        4.16037957e-05, 4.69761116e-05, 5.24569599e-05, 3.79498969e-05,\n",
       "        3.43683530e-05, 2.89417710e-05, 3.79860744e-05, 3.61231286e-05,\n",
       "        1.62797462e-05, 3.25594923e-05, 2.35151889e-05, 1.44708855e-05,\n",
       "        2.35151889e-05, 2.16882395e-05, 1.62616574e-05, 9.04430342e-06,\n",
       "        1.62435687e-05, 1.62616574e-05, 1.62797462e-05, 1.44527967e-05,\n",
       "        1.80886068e-05, 1.62797462e-05, 1.08350754e-05, 5.42658205e-06,\n",
       "        1.44527967e-05, 5.40849331e-06, 9.04430342e-06, 7.21735399e-06,\n",
       "        3.61772137e-06, 1.80886068e-06, 3.61772137e-06, 7.23544274e-06,\n",
       "        5.42658205e-06, 9.04430342e-06, 5.40849331e-06, 5.42658205e-06,\n",
       "        5.42658205e-06, 7.23544274e-06, 7.21735399e-06, 1.80886068e-06,\n",
       "        7.21735399e-06, 3.59963262e-06, 1.80886068e-06, 3.59963262e-06,\n",
       "        3.61772137e-06, 3.61772137e-06, 1.80886068e-06, 0.00000000e+00])}"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mgg_hists[\"signal\"].values()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/users/bsathian/miniconda3/envs/analysisenv/lib/python3.7/site-packages/coffea/hist/plot.py:44: RuntimeWarning: All sumw are zero!  Cannot compute meaningful error bars\n",
      "  warnings.warn(\"All sumw are zero!  Cannot compute meaningful error bars\", RuntimeWarning)\n",
      "/home/users/bsathian/miniconda3/envs/analysisenv/lib/python3.7/site-packages/coffea/hist/plot.py:280: UserWarning: Attempted to set non-positive bottom ylim on a log-scaled axis.\n",
      "Invalid limit will be ignored.\n",
      "  ax.set_ylim(0, None)\n",
      "'texgyreheros-regular.otf' can not be subsetted into a Type 3 font. The entire font will be embedded in the output.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rebin = hist.Bin(\"ditau_mass\",\"Ditau mass\",100,0,500)\n",
    "for background,mtautau in mtautau_hists.items():\n",
    "    mtautau_hists[background] = mtautau.rebin(\"ditau_mass\",rebin)    \n",
    "    \n",
    "plt.yscale(\"log\")\n",
    "plt.ylim([1e-6,1e3])\n",
    "hist.plot1d(mtautau_hists[\"backgrounds\"],overlay = \"dataset\", stack = True, fill_opts = {\n",
    "    'alpha': 0.8,\n",
    "    'edgecolor':(0,0,0,.5)\n",
    "})\n",
    "\n",
    "hist.plot1d(mtautau_hists[\"signal\"], overlay = \"dataset\", line_opts={'linewidth':3, \"color\":\"black\"}\n",
    ")\n",
    "\n",
    "coffee = plt.text(0., 1., \"CMS\",\n",
    "                  fontsize=28, \n",
    "                  horizontalalignment='left', \n",
    "                  verticalalignment='bottom', \n",
    "                  transform=ax.transAxes\n",
    "                 )\n",
    "lumi = plt.text(1., 1., r\"137.2 fb$^{-1}$ (13 TeV)\",\n",
    "                fontsize=16, \n",
    "                horizontalalignment='right', \n",
    "                verticalalignment='bottom', \n",
    "                transform=ax.transAxes\n",
    "               )\n",
    "\n",
    "plt.savefig(\"mtautau.pdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/users/bsathian/miniconda3/envs/analysisenv/lib/python3.7/site-packages/coffea/hist/plot.py:44: RuntimeWarning: All sumw are zero!  Cannot compute meaningful error bars\n",
      "  warnings.warn(\"All sumw are zero!  Cannot compute meaningful error bars\", RuntimeWarning)\n",
      "/home/users/bsathian/miniconda3/envs/analysisenv/lib/python3.7/site-packages/coffea/hist/plot.py:280: UserWarning: Attempted to set non-positive bottom ylim on a log-scaled axis.\n",
      "Invalid limit will be ignored.\n",
      "  ax.set_ylim(0, None)\n",
      "'texgyreheros-regular.otf' can not be subsetted into a Type 3 font. The entire font will be embedded in the output.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rebin = hist.Bin(\"lepton_pt\",\"Lepton pt\",100,0,500)\n",
    "plt.yscale(\"log\")\n",
    "plt.ylim([1e-6,1e3])\n",
    "hist.plot1d(leading_gamma_pt_hists[\"backgrounds\"], stack = True)\n",
    "hist.plot1d(leading_gamma_pt_hists[\"signal\"],line_opts={'linewidth':3, \"color\":\"black\"})\n",
    "\n",
    "coffee = plt.text(0., 1., \"CMS\",\n",
    "                  fontsize=28, \n",
    "                  horizontalalignment='left', \n",
    "                  verticalalignment='bottom', \n",
    "                  transform=ax.transAxes\n",
    "                 )\n",
    "lumi = plt.text(1., 1., r\"137.2 fb$^{-1}$ (13 TeV)\",\n",
    "                fontsize=16, \n",
    "                horizontalalignment='right', \n",
    "                verticalalignment='bottom', \n",
    "                transform=ax.transAxes\n",
    "               )\n",
    "plt.savefig(\"leading_photon_pt.pdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/users/bsathian/miniconda3/envs/analysisenv/lib/python3.7/site-packages/coffea/hist/plot.py:44: RuntimeWarning: All sumw are zero!  Cannot compute meaningful error bars\n",
      "  warnings.warn(\"All sumw are zero!  Cannot compute meaningful error bars\", RuntimeWarning)\n",
      "/home/users/bsathian/miniconda3/envs/analysisenv/lib/python3.7/site-packages/coffea/hist/plot.py:280: UserWarning: Attempted to set non-positive bottom ylim on a log-scaled axis.\n",
      "Invalid limit will be ignored.\n",
      "  ax.set_ylim(0, None)\n",
      "'texgyreheros-regular.otf' can not be subsetted into a Type 3 font. The entire font will be embedded in the output.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.yscale(\"log\")\n",
    "\n",
    "hist.plot1d(trailing_gamma_pt_hists[\"backgrounds\"], stack = True)\n",
    "hist.plot1d(trailing_gamma_pt_hists[\"signal\"],line_opts={'linewidth':3, \"color\":\"black\"})\n",
    "plt.ylim([1e-6,1e3])\n",
    "coffee = plt.text(0., 1., \"CMS\",\n",
    "                  fontsize=28, \n",
    "                  horizontalalignment='left', \n",
    "                  verticalalignment='bottom', \n",
    "                  transform=ax.transAxes\n",
    "                 )\n",
    "lumi = plt.text(1., 1., r\"137.2 fb$^{-1}$ (13 TeV)\",\n",
    "                fontsize=16, \n",
    "                horizontalalignment='right', \n",
    "                verticalalignment='bottom', \n",
    "                transform=ax.transAxes\n",
    "               )\n",
    "plt.savefig(\"trailing_photon_pt.pdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/users/bsathian/miniconda3/envs/analysisenv/lib/python3.7/site-packages/coffea/hist/plot.py:44: RuntimeWarning: All sumw are zero!  Cannot compute meaningful error bars\n",
      "  warnings.warn(\"All sumw are zero!  Cannot compute meaningful error bars\", RuntimeWarning)\n",
      "/home/users/bsathian/miniconda3/envs/analysisenv/lib/python3.7/site-packages/coffea/hist/plot.py:280: UserWarning: Attempted to set non-positive bottom ylim on a log-scaled axis.\n",
      "Invalid limit will be ignored.\n",
      "  ax.set_ylim(0, None)\n",
      "'texgyreheros-regular.otf' can not be subsetted into a Type 3 font. The entire font will be embedded in the output.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.yscale(\"log\")\n",
    "plt.ylim([1e-6,1e3])\n",
    "hist.plot1d(leading_gamma_eta_hists[\"backgrounds\"], stack = True)\n",
    "hist.plot1d(leading_gamma_eta_hists[\"signal\"],line_opts={'linewidth':3, \"color\":\"black\"})\n",
    "\n",
    "coffee = plt.text(0., 1., \"CMS\",\n",
    "                  fontsize=28, \n",
    "                  horizontalalignment='left', \n",
    "                  verticalalignment='bottom', \n",
    "                  transform=ax.transAxes\n",
    "                 )\n",
    "lumi = plt.text(1., 1., r\"137.2 fb$^{-1}$ (13 TeV)\",\n",
    "                fontsize=16, \n",
    "                horizontalalignment='right', \n",
    "                verticalalignment='bottom', \n",
    "                transform=ax.transAxes\n",
    "               )\n",
    "plt.savefig(\"leading_photon_eta.pdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/users/bsathian/miniconda3/envs/analysisenv/lib/python3.7/site-packages/coffea/hist/plot.py:44: RuntimeWarning: All sumw are zero!  Cannot compute meaningful error bars\n",
      "  warnings.warn(\"All sumw are zero!  Cannot compute meaningful error bars\", RuntimeWarning)\n",
      "/home/users/bsathian/miniconda3/envs/analysisenv/lib/python3.7/site-packages/coffea/hist/plot.py:280: UserWarning: Attempted to set non-positive bottom ylim on a log-scaled axis.\n",
      "Invalid limit will be ignored.\n",
      "  ax.set_ylim(0, None)\n",
      "'texgyreheros-regular.otf' can not be subsetted into a Type 3 font. The entire font will be embedded in the output.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.yscale(\"log\")\n",
    "plt.ylim([1e-6,1e3])\n",
    "hist.plot1d(trailing_gamma_eta_hists[\"backgrounds\"], stack = True)\n",
    "hist.plot1d(trailing_gamma_eta_hists[\"signal\"],line_opts={'linewidth':3, \"color\":\"black\"})\n",
    "\n",
    "coffee = plt.text(0., 1., \"CMS\",\n",
    "                  fontsize=28, \n",
    "                  horizontalalignment='left', \n",
    "                  verticalalignment='bottom', \n",
    "                  transform=ax.transAxes\n",
    "                 )\n",
    "lumi = plt.text(1., 1., r\"137.2 fb$^{-1}$ (13 TeV)\",\n",
    "                fontsize=16, \n",
    "                horizontalalignment='right', \n",
    "                verticalalignment='bottom', \n",
    "                transform=ax.transAxes\n",
    "               )\n",
    "plt.savefig(\"trailing_photon_eta.pdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/users/bsathian/miniconda3/envs/analysisenv/lib/python3.7/site-packages/coffea/hist/plot.py:44: RuntimeWarning: All sumw are zero!  Cannot compute meaningful error bars\n",
      "  warnings.warn(\"All sumw are zero!  Cannot compute meaningful error bars\", RuntimeWarning)\n",
      "'texgyreheros-regular.otf' can not be subsetted into a Type 3 font. The entire font will be embedded in the output.\n",
      "'texgyreheros-regular.otf' can not be subsetted into a Type 3 font. The entire font will be embedded in the output.\n",
      "'texgyreheros-regular.otf' can not be subsetted into a Type 3 font. The entire font will be embedded in the output.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plt.yscale(\"log\")\n",
    "\n",
    "hist.plot1d(leading_tau_pt_hists[\"backgrounds\"], stack = True)\n",
    "hist.plot1d(leading_tau_pt_hists[\"signal\"],line_opts={'linewidth':3, \"color\":\"black\"})\n",
    "\n",
    "coffee = plt.text(0., 1., \"CMS\",\n",
    "                  fontsize=28, \n",
    "                  horizontalalignment='left', \n",
    "                  verticalalignment='bottom', \n",
    "                  transform=ax.transAxes\n",
    "                 )\n",
    "lumi = plt.text(1., 1., r\"137.2 fb$^{-1}$ (13 TeV)\",\n",
    "                fontsize=16, \n",
    "                horizontalalignment='right', \n",
    "                verticalalignment='bottom', \n",
    "                transform=ax.transAxes\n",
    "               )\n",
    "plt.savefig(\"leading_tau_pt.pdf\")\n",
    "\n",
    "plt.figure()\n",
    "#plt.yscale(\"log\")\n",
    "\n",
    "hist.plot1d(trailing_tau_pt_hists[\"backgrounds\"], stack = True)\n",
    "hist.plot1d(trailing_tau_pt_hists[\"signal\"],line_opts={'linewidth':3, \"color\":\"black\"})\n",
    "\n",
    "coffee = plt.text(0., 1., \"CMS\",\n",
    "                  fontsize=28, \n",
    "                  horizontalalignment='left', \n",
    "                  verticalalignment='bottom', \n",
    "                  transform=ax.transAxes\n",
    "                 )\n",
    "lumi = plt.text(1., 1., r\"137.2 fb$^{-1}$ (13 TeV)\",\n",
    "                fontsize=16, \n",
    "                horizontalalignment='right', \n",
    "                verticalalignment='bottom', \n",
    "                transform=ax.transAxes\n",
    "               )\n",
    "plt.savefig(\"trailing_tau_pt.pdf\")\n",
    "\n",
    "plt.figure()\n",
    "#plt.yscale(\"log\")\n",
    "\n",
    "hist.plot1d(leading_tau_eta_hists[\"backgrounds\"], stack = True)\n",
    "hist.plot1d(leading_tau_eta_hists[\"signal\"],line_opts={'linewidth':3, \"color\":\"black\"})\n",
    "\n",
    "coffee = plt.text(0., 1., \"CMS\",\n",
    "                  fontsize=28, \n",
    "                  horizontalalignment='left', \n",
    "                  verticalalignment='bottom', \n",
    "                  transform=ax.transAxes\n",
    "                 )\n",
    "lumi = plt.text(1., 1., r\"137.2 fb$^{-1}$ (13 TeV)\",\n",
    "                fontsize=16, \n",
    "                horizontalalignment='right', \n",
    "                verticalalignment='bottom', \n",
    "                transform=ax.transAxes\n",
    "               )\n",
    "plt.savefig(\"leading_tau_eta.pdf\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/users/bsathian/miniconda3/envs/analysisenv/lib/python3.7/site-packages/coffea/hist/plot.py:44: RuntimeWarning: All sumw are zero!  Cannot compute meaningful error bars\n",
      "  warnings.warn(\"All sumw are zero!  Cannot compute meaningful error bars\", RuntimeWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist.plot1d(leading_tau_pt_hists[\"backgrounds\"], stack = True)\n",
    "hist.plot1d(leading_tau_pt_hists[\"signal\"],line_opts={'linewidth':3, \"color\":\"black\"})\n",
    "\n",
    "coffee = plt.text(0., 1., \"CMS\",\n",
    "                  fontsize=28, \n",
    "                  horizontalalignment='left', \n",
    "                  verticalalignment='bottom', \n",
    "                  transform=ax.transAxes\n",
    "                 )\n",
    "lumi = plt.text(1., 1., r\"137.2 fb$^{-1}$ (13 TeV)\",\n",
    "                fontsize=16, \n",
    "                horizontalalignment='right', \n",
    "                verticalalignment='bottom', \n",
    "                transform=ax.transAxes\n",
    "               )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "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": "3.7.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}