{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "require(['notebook'],\n",
       "  function() {\n",
       "    IPython.CodeCell.config_defaults.highlight_modes['magic_text/x-c++src'] = {'reg':[/^%%cpp/]};\n",
       "    console.log(\"JupyROOT - %%cpp magic configured\");\n",
       "  }\n",
       ");\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Welcome to JupyROOT 6.08/02\n"
     ]
    }
   ],
   "source": [
    "import ROOT\n",
    "from ROOT import gSystem\n",
    "gSystem.CompileMacro(\"MiniTree.cpp\")\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "from canvas_wrapper import canvas\n",
    "import utils\n",
    "import plotter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Finished filling histograms for file TTTT_ext_treeProducerSusyMultilepton_tree.root\n",
      "Finished filling histograms for file TTZToLLNuNu_treeProducerSusyMultilepton_tree.root\n",
      "Finished filling histograms for file TTWToLNu_treeProducerSusyMultilepton_tree.root\n"
     ]
    }
   ],
   "source": [
    "hists_TTTT = ROOT.build_histograms(\"TTTT\", \"TTTT_ext_treeProducerSusyMultilepton_tree.root\")\n",
    "hists_TTZ = ROOT.build_histograms(\"TTZ\", \"TTZToLLNuNu_treeProducerSusyMultilepton_tree.root\")\n",
    "hists_TTW = ROOT.build_histograms(\"TTW\", \"TTWToLNu_treeProducerSusyMultilepton_tree.root\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "can = canvas(size=(1600, 1200))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABjwAAASUCAIAAABcKzP2AAAABmJLR0QAAAAAAAD5Q7t/AAAgAElE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\nAABAOIpWAAAAAITz/9ZQnX8cdMsBAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<ROOT.TCanvas object (\"icanvas\") at 0x586dd80>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Info in <TCanvas::Print>: png file /tmp/tmpr9x67lv0.png has been created\n"
     ]
    }
   ],
   "source": [
    "shape = ROOT.pair(\"int\", \"int\")\n",
    "hists_TTTT.draw(can, shape(3,4))\n",
    "can"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "562.0"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "can.Clear()\n",
    "ROOT.gStyle.SetOptStat(1111111)\n",
    "hists_TTTT.b_jet_discriminator.SetStats(1)\n",
    "hists_TTTT.b_jet_discriminator.Draw()\n",
    "hists_TTTT.b_jet_discriminator.GetBinContent(21)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABjwAAASUCAIAAABcKzP2AAAABmJLR0QAAAAAAAD5Q7t/AAAgAElE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\nrkJggg==\n",
      "text/plain": [
       "<ROOT.TCanvas object (\"icanvas\") at 0x586dd80>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Info in <TCanvas::Print>: png file /tmp/tmpb7ta35sd.png has been created\n"
     ]
    }
   ],
   "source": [
    "hists, labels = zip(*[(h.b_jet_count, h.get_sample_name()) for h in [hists_TTTT, hists_TTZ, hists_TTW]])\n",
    "stack = utils.stack_hist(hists, labels, enable_fill=True, normalize_to=1)\n",
    "can.Clear()\n",
    "stack.Draw()\n",
    "can.BuildLegend(0.75, 0.75, 0.95, 0.95, \"\")\n",
    "can"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABjwAAASUCAIAAABcKzP2AAAABmJLR0QAAAAAAAD5Q7t/AAAgAElE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\nAEA4QisAAAAAwhFaAQAAABDO/wP35K5t/Fr8MgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<ROOT.TCanvas object (\"icanvas\") at 0x586dd80>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Info in <TCanvas::Print>: png file /tmp/tmpybw8z35g.png has been created\n"
     ]
    }
   ],
   "source": [
    "hists, labels = zip(*[(h.lepton_count, h.get_sample_name()) for h in [hists_TTTT, hists_TTZ, hists_TTW]])\n",
    "stack = utils.stack_hist(hists, labels, enable_fill=True, normalize_to=1)\n",
    "can.Clear()\n",
    "stack.Draw(\"pads\")\n",
    "can.BuildLegend(0.75, 0.75, 0.95, 0.95, \"\")\n",
    "can"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABjwAAASUCAIAAABcKzP2AAAABmJLR0QAAAAAAAD5Q7t/AAAgAElE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\nABCO0AoAAACAcP4fTbsLN0pNoRIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<ROOT.TCanvas object (\"icanvas\") at 0x586dd80>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Info in <TCanvas::Print>: png file /tmp/tmpglzaa0pw.png has been created\n"
     ]
    }
   ],
   "source": [
    "norm = 0\n",
    "can.Clear()\n",
    "can.Divide(1,3)\n",
    "can.cd(1)\n",
    "hists, labels = zip(*[(h.jet_count_os_dilepton, h.get_sample_name()) for h in [hists_TTZ, hists_TTW, hists_TTTT]])\n",
    "stack_os = utils.stack_hist(hists, labels, enable_fill=True, normalize_to=norm, id_=\"stack_os\", title=\"Jet Multiplicity for Opposite-Sign Dilepton Events\")\n",
    "stack_os.Draw(\"nostack\")\n",
    "can.cd(2)\n",
    "hists, labels = zip(*[(h.jet_count_ss_dilepton, h.get_sample_name()) for h in [hists_TTZ, hists_TTW, hists_TTTT]])\n",
    "stack_ss = utils.stack_hist(hists, labels, enable_fill=True, normalize_to=norm, id_=\"stack_ss\", title=\"Jet Multiplicity for Same-Sign Dilepton Events\")\n",
    "stack_ss.Draw(\"nostack\")\n",
    "can.cd(3)\n",
    "hists, labels = zip(*[(h.jet_count_trilepton, h.get_sample_name()) for h in [hists_TTZ, hists_TTW, hists_TTTT]])\n",
    "stack_tri = utils.stack_hist(hists, labels, enable_fill=True, normalize_to=norm, id_=\"stack_tri\", title=\"Jet Multiplicity for Tri-lepton Events\")\n",
    "stack_tri.Draw(\"nostack\")\n",
    "\n",
    "\n",
    "can.cd(1).BuildLegend(0.75, 0.75, 0.95, 0.95, \"\")\n",
    "can"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABjwAAASUCAIAAABcKzP2AAAABmJLR0QAAAAAAAD5Q7t/AAAgAElE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\n",
      "text/plain": [
       "<ROOT.TCanvas object (\"icanvas\") at 0x586dd80>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Info in <TCanvas::Print>: png file /tmp/tmpv3dw3r5b.png has been created\n"
     ]
    }
   ],
   "source": [
    "can.Clear()\n",
    "can.Divide(1, 2)\n",
    "can.cd(1)\n",
    "hists, labels = zip(*[(h.lepton_count, h.get_sample_name()) for h in [hists_TTZ, hists_TTW, hists_TTTT]])\n",
    "stack_all = utils.stack_hist(hists, labels, enable_fill=True, normalize_to=0, title=\"Count of leptons passing pre-selection\")\n",
    "stack_all.Draw()\n",
    "can.cd(2)\n",
    "hists, labels = zip(*[(h.lepton_count_pass_miniiso, h.get_sample_name()) for h in [hists_TTZ, hists_TTW, hists_TTTT]])\n",
    "stack_iso = utils.stack_hist(hists, labels, enable_fill=True, normalize_to=0, title=\"Count of leptons passing mini-iso Requirement\")\n",
    "stack_iso.Draw()\n",
    "\n",
    "can.cd(1).BuildLegend(0.75, 0.75, 0.95, 0.95, \"\")\n",
    "can"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}