{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Introduction\n",
    "\n",
    "QA plots for the MVTX detector"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-09-08T04:30:32.750989Z",
     "iopub.status.busy": "2021-09-08T04:30:32.749989Z",
     "iopub.status.idle": "2021-09-08T04:30:32.753461Z",
     "shell.execute_reply": "2021-09-08T04:30:32.754163Z"
    }
   },
   "outputs": [],
   "source": [
    "# imports to write dynamic markdown contents\n",
    "import os\n",
    "from IPython.display import display, Markdown, Latex\n",
    "from IPython.display import HTML"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-09-08T04:30:32.769789Z",
     "iopub.status.busy": "2021-09-08T04:30:32.768183Z",
     "iopub.status.idle": "2021-09-08T04:30:32.778588Z",
     "shell.execute_reply": "2021-09-08T04:30:32.777822Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "*For the result HTML page:* "
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<script>\n",
       "code_show=true; \n",
       "function code_toggle() {\n",
       " if (code_show){\n",
       " $('div.input').hide();\n",
       " } else {\n",
       " $('div.input').show();\n",
       " }\n",
       " code_show = !code_show\n",
       "} \n",
       "$( document ).ready(code_toggle);\n",
       "</script>\n",
       "<form action=\"javascript:code_toggle()\"><input type=\"submit\" value=\"Click here to toggle on/off the raw code.\"></form>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# turn off/on code for the result HTML page\n",
    "\n",
    "display(Markdown('*For the result HTML page:* '))\n",
    "    \n",
    "HTML('''<script>\n",
    "code_show=true; \n",
    "function code_toggle() {\n",
    " if (code_show){\n",
    " $('div.input').hide();\n",
    " } else {\n",
    " $('div.input').show();\n",
    " }\n",
    " code_show = !code_show\n",
    "} \n",
    "$( document ).ready(code_toggle);\n",
    "</script>\n",
    "<form action=\"javascript:code_toggle()\"><input type=\"submit\" value=\"Click here to toggle on/off the raw code.\"></form>''')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-09-08T04:30:32.785883Z",
     "iopub.status.busy": "2021-09-08T04:30:32.785018Z",
     "iopub.status.idle": "2021-09-08T04:30:32.791303Z",
     "shell.execute_reply": "2021-09-08T04:30:32.790576Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "<<<<<<< HEAD\n",
       "[//]: # (This section starts with a 2nd level heading and get embedded in the result QA report at https://github.com/sPHENIX-Collaboration/QA-gallery/tree/QA-tracking-high-occupancy)\n",
       "\n",
       "## Tracking QA at high occupancy\n",
       "\n",
       "High occupancy tracking QA consists full tracker + reconstruction of events with 76 $\\pi^+$, and 76 $\\pi^-$ in a $\\Delta\\eta \\times \\Delta\\phi = 0.5 \\times 0.5$ window. In this small window, we would like to emulate the occupancy for 0-10% AuAu 200 GeV $\\delta N_{Ch}/\\delta\\eta = 609$ [DOI: 10.1103/PhysRevC.83.024913]. Beyond this window, six more high $p_T>60$ GeV$/c$ pions are added to help constraint 3D vertex. \n",
       "\n",
       "Please note the calorimeters are disabled to improve execution speed, which also removed some of the correlated albedo background for the tracker. \n",
       "\n",
       "The source code of the macro can be found at https://github.com/sPHENIX-Collaboration/macros/tree/QA-tracking-high-occupancy or [comparing it to the master branch](https://github.com/sPHENIX-Collaboration/macros/compare/QA-tracking-high-occupancy?expand=1).\n",
       "=======\n",
       "[//]: # (This section starts with a 2nd level heading and get embedded in the result QA report at https://github.com/sPHENIX-Collaboration/QA-gallery/tree/QA-tracking-low-occupancy)\n",
       "\n",
       "## Tracking QA at low occupancy\n",
       "\n",
       "Low occupancy tracking QA concists full tracker + reconstruction of events with 20 $\\pi^+$,  20 $\\pi^-$ and one $\\Upsilon(1S) \\rightarrow e^+ e^-$. Please note the calorimeters are disabled to improve execution speed, which also removed some of the correlated albedo background for the tracker. \n",
       "\n",
       "The source code of the macro can be found at https://github.com/sPHENIX-Collaboration/macros/tree/QA-tracking-low-occupancy or [comparing it to the master branch](https://github.com/sPHENIX-Collaboration/macros/compare/QA-tracking-low-occupancy?expand=1).\n",
       ">>>>>>> 15cad80c69c611809e5db1a4c1e6105061aa91a8\n"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os.path\n",
    "\n",
    "# readme file of the macros, available if run under JenkinsCI\n",
    "# https://github.com/sPHENIX-Collaboration/utilities/blob/master/jenkins/built-test/test-tracking-qa.sh \n",
    "\n",
    "macro_markdown = 'Fun4All-macros-README.md'\n",
    "\n",
    "if os.path.isfile(macro_markdown) :\n",
    "    with open(macro_markdown, 'r') as file:\n",
    "        display(Markdown(file.read()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## `pyROOT` env check"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-09-08T04:30:32.798000Z",
     "iopub.status.busy": "2021-09-08T04:30:32.797019Z",
     "iopub.status.idle": "2021-09-08T04:30:37.497412Z",
     "shell.execute_reply": "2021-09-08T04:30:37.497885Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Welcome to JupyROOT 6.22/02\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "via sPHENIX software distribution at `/var/lib/jenkins/workspace/sPHENIX/Build-Master-gcc8/build/new/install.1`"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import ROOT\n",
    "\n",
    "OFFLINE_MAIN = os.getenv(\"OFFLINE_MAIN\")\n",
    "if OFFLINE_MAIN is not None:\n",
    "    display(Markdown(f\"via sPHENIX software distribution at `{OFFLINE_MAIN}`\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotting source code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-09-08T04:30:37.512297Z",
     "iopub.status.busy": "2021-09-08T04:30:37.511409Z",
     "iopub.status.idle": "2021-09-08T04:30:37.633344Z",
     "shell.execute_reply": "2021-09-08T04:30:37.634438Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "View the source code repository at https://github.com/sPHENIX-Collaboration/QA-gallery.git"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import subprocess\n",
    "\n",
    "try:\n",
    "    git_url = \\\n",
    "        subprocess.run(['git','remote','get-url','origin'], stdout=subprocess.PIPE)\\\n",
    "        .stdout.decode('utf-8').strip()\\\n",
    "        .replace('git@github.com:','https://github.com/')\n",
    "\n",
    "    display(Markdown(f\"View the source code repository at {git_url}\"))\n",
    "except: # catch *all* exceptions\n",
    "    #     well do nothing\n",
    "    pass"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## JenkinsCI information (if available)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-09-08T04:30:37.654635Z",
     "iopub.status.busy": "2021-09-08T04:30:37.653818Z",
     "iopub.status.idle": "2021-09-08T04:30:37.772994Z",
     "shell.execute_reply": "2021-09-08T04:30:37.774008Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "Some further details about the QA run, if executed under the Jenkins CI:"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "* The commit being checked is sPHENIX-Collaboration/coresoftware/a5e4b2146c2aa45c2aa55a7bad588f5fc58588d4"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "* Link to the pull request: https://github.com/sPHENIX-Collaboration/coresoftware/pull/1275"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "* Link to the build: https://web.sdcc.bnl.gov/jenkins-sphenix/job/sPHENIX/job/test-tracking-high-occupancy-qa/1243/"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "* Git repo for macros: https://github.com/sPHENIX-Collaboration/macros.git , which merges `*/master` and the QA tracking branch"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "* Download the QA ROOT files: https://web.sdcc.bnl.gov/jenkins-sphenix/job/sPHENIX/job/test-tracking-high-occupancy-qa/1243/display/redirect?page=artifacts"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "Automatically generated by [sPHENIX Jenkins continuous integration](https://web.sdcc.bnl.gov/jenkins-sphenix/) [![sPHENIX](https://raw.githubusercontent.com/sPHENIX-Collaboration/utilities/master/jenkins/material/sphenix-logo-white-bg-72p.png)](https://www.sphenix.bnl.gov/web/) &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; [![jenkins.io](https://raw.githubusercontent.com/sPHENIX-Collaboration/utilities/master/jenkins/material/jenkins_logo_title-72p.png)](https://jenkins.io/)"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(Markdown('Some further details about the QA run, if executed under the Jenkins CI:'))\n",
    "\n",
    "checkrun_repo_commit = os.getenv(\"checkrun_repo_commit\")\n",
    "if checkrun_repo_commit is not None:\n",
    "    display(Markdown(f\"* The commit being checked is {checkrun_repo_commit}\"))\n",
    "        \n",
    "ghprbPullLink = os.getenv(\"ghprbPullLink\")\n",
    "if ghprbPullLink is not None:\n",
    "    display(Markdown(f\"* Link to the pull request: {ghprbPullLink}\"))\n",
    "\n",
    "BUILD_URL =  os.getenv(\"BUILD_URL\")\n",
    "if BUILD_URL is not None:\n",
    "    display(Markdown(f\"* Link to the build: {BUILD_URL}\"))\n",
    "\n",
    "git_url_macros =  os.getenv(\"git_url_macros\")\n",
    "sha_macros =  os.getenv(\"sha_macros\")\n",
    "if git_url_macros is not None:\n",
    "    display(Markdown(f\"* Git repo for macros: {git_url_macros} , which merges `{sha_macros}` and the QA tracking branch\"))\n",
    "\n",
    "RUN_ARTIFACTS_DISPLAY_URL = os.getenv(\"RUN_ARTIFACTS_DISPLAY_URL\")\n",
    "if RUN_ARTIFACTS_DISPLAY_URL is not None:\n",
    "    display(Markdown(f\"* Download the QA ROOT files: {RUN_ARTIFACTS_DISPLAY_URL}\"))\n",
    "\n",
    "JENKINS_URL  = os.getenv(\"JENKINS_URL\")\n",
    "if JENKINS_URL is not None:\n",
    "    display(Markdown(f\"Automatically generated by [sPHENIX Jenkins continuous integration]({JENKINS_URL}) [![sPHENIX](https://raw.githubusercontent.com/sPHENIX-Collaboration/utilities/master/jenkins/material/sphenix-logo-white-bg-72p.png)](https://www.sphenix.bnl.gov/web/) &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; [![jenkins.io](https://raw.githubusercontent.com/sPHENIX-Collaboration/utilities/master/jenkins/material/jenkins_logo_title-72p.png)](https://jenkins.io/)\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "# Initialization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-09-08T04:30:38.144341Z",
     "iopub.status.busy": "2021-09-08T04:30:38.143010Z",
     "iopub.status.idle": "2021-09-08T04:30:38.247445Z",
     "shell.execute_reply": "2021-09-08T04:30:38.248639Z"
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "%%cpp -d\n",
    "\n",
    "#include \"QA_Draw_Utility.C\"\n",
    "\n",
    "#include <sPhenixStyle.C>\n",
    "\n",
    "#include <TFile.h>\n",
    "#include <TLine.h>\n",
    "#include <TString.h>\n",
    "#include <TTree.h>\n",
    "#include <cassert>\n",
    "#include <cmath>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-09-08T04:30:39.314601Z",
     "iopub.status.busy": "2021-09-08T04:30:39.313258Z",
     "iopub.status.idle": "2021-09-08T04:30:39.418304Z",
     "shell.execute_reply": "2021-09-08T04:30:39.419323Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sPhenixStyle: Applying nominal settings.\n",
      "sPhenixStyle: ROOT6 mode\n"
     ]
    }
   ],
   "source": [
    "%%cpp\n",
    "\n",
    "SetsPhenixStyle();\n",
    "TVirtualFitter::SetDefaultFitter(\"Minuit2\");\n",
    "\n",
    "// test sPHENIX lib load\n",
    "// gSystem->Load(\"libg4eval.so\");\n",
    "\n",
    "// test libs\n",
    "// gSystem->ListLibraries();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Inputs and file checks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-09-08T04:30:39.430427Z",
     "iopub.status.busy": "2021-09-08T04:30:39.429555Z",
     "iopub.status.idle": "2021-09-08T04:30:39.534821Z",
     "shell.execute_reply": "2021-09-08T04:30:39.534077Z"
    }
   },
   "outputs": [],
   "source": [
    "\n",
    "qa_file_name_new = os.getenv(\"qa_file_name_new\")\n",
    "if qa_file_name_new is None:\n",
    "    qa_file_name_new = \"G4sPHENIX_test-tracking-low-occupancy-qa_Event100_Sum10_qa.root\"\n",
    "    display(Markdown(f\"`qa_file_name_new` env not set. use the default `qa_file_name_new={qa_file_name_new}`\"))\n",
    "\n",
    "qa_file_name_ref = os.getenv(\"qa_file_name_ref\")\n",
    "if qa_file_name_ref is None:\n",
    "    qa_file_name_ref = \"reference/G4sPHENIX_test-tracking-low-occupancy-qa_Event100_Sum10_qa.root\"\n",
    "    display(Markdown(f\"`qa_file_name_ref` env not set. use the default `qa_file_name_ref={qa_file_name_ref}`\"))\n",
    "elif qa_file_name_ref == 'None':\n",
    "    qa_file_name_ref = None\n",
    "    display(Markdown(f\"`qa_file_name_ref` = None and we are set to not to use the reference histograms\"))\n",
    "    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-09-08T04:30:39.543578Z",
     "iopub.status.busy": "2021-09-08T04:30:39.543049Z",
     "iopub.status.idle": "2021-09-08T04:30:39.722558Z",
     "shell.execute_reply": "2021-09-08T04:30:39.721756Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "Openning QA file at `G4sPHENIX_test-tracking_Event50_Sum10_qa.root`"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "Openning QA reference file at `reference/G4sPHENIX_test-tracking_Event50_Sum10_qa.root`"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# qa_file_new = ROOT.TFile.Open(qa_file_name_new);\n",
    "\n",
    "# assert qa_file_new.IsOpen()\n",
    "# qa_file_new.ls()\n",
    "display(Markdown(f\"Openning QA file at `{qa_file_name_new}`\"))\n",
    "ROOT.gInterpreter.ProcessLine(f\"TFile *qa_file_new = new TFile(\\\"{qa_file_name_new}\\\");\")\n",
    "ROOT.gInterpreter.ProcessLine(f\"const char * qa_file_name_new = \\\"{qa_file_name_new}\\\";\")\n",
    "\n",
    "if qa_file_name_ref is not None:\n",
    "#     qa_file_ref = ROOT.TFile.Open(qa_file_name_ref);\n",
    "\n",
    "#     assert qa_file_ref.IsOpen()\n",
    "    display(Markdown(f\"Openning QA reference file at `{qa_file_name_ref}`\"))\n",
    "    ROOT.gInterpreter.ProcessLine(f\"TFile *qa_file_ref = new TFile(\\\"{qa_file_name_ref}\\\");\")\n",
    "    ROOT.gInterpreter.ProcessLine(f\"const char *  qa_file_name_ref = \\\"{qa_file_name_ref}\\\";\")\n",
    "else:\n",
    "    ROOT.gInterpreter.ProcessLine(f\"TFile *qa_file_ref = nullptr;\")\n",
    "    ROOT.gInterpreter.ProcessLine(f\"const char *  qa_file_name_ref = nullptr;\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-09-08T04:30:39.784525Z",
     "iopub.status.busy": "2021-09-08T04:30:39.783637Z",
     "iopub.status.idle": "2021-09-08T04:30:39.888070Z",
     "shell.execute_reply": "2021-09-08T04:30:39.889121Z"
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "%%cpp\n",
    "\n",
    "if (qa_file_new == nullptr) \n",
    "{\n",
    "    cout <<\"Error, can not open QA root file\"<<qa_file_name_new<<endl;\n",
    "    exit(1);\n",
    "}\n",
    "\n",
    "// list inputs histograms if needed\n",
    "// qa_file_new ->ls();\n",
    "\n",
    "//TFile *qa_file_ref = NULL;\n",
    "//if (qa_file_name_ref)\n",
    "//{\n",
    "//    qa_file_ref = new TFile(qa_file_name_ref);\n",
    "//  \n",
    "//    if (qa_file_ref == nullptr) \n",
    "//    {\n",
    "//        cout <<\"Error, can not open QA root file\"<<qa_file_name_ref<<endl;\n",
    "//        exit(1);\n",
    "//    }\n",
    "//}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Utilities (invisible to HTML output)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-09-08T04:30:39.904411Z",
     "iopub.status.busy": "2021-09-08T04:30:39.903128Z",
     "iopub.status.idle": "2021-09-08T04:30:40.008575Z",
     "shell.execute_reply": "2021-09-08T04:30:40.007445Z"
    }
   },
   "outputs": [],
   "source": [
    "%%cpp\n",
    "//constants\n",
    "\n",
    "const char *hist_name_prefix = \"QAG4SimulationMvtx\";\n",
    "\n",
    "// assume MVTX layers are 0, 1 and 2\n",
    "static constexpr int first_layer_mvtx = 0;\n",
    "static constexpr int nlayers_mvtx = 3;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-09-08T04:30:40.037078Z",
     "iopub.status.busy": "2021-09-08T04:30:40.035773Z",
     "iopub.status.idle": "2021-09-08T04:30:40.140584Z",
     "shell.execute_reply": "2021-09-08T04:30:40.139372Z"
    }
   },
   "outputs": [],
   "source": [
    "%%cpp -d\n",
    "// utility functions for batch plotting\n",
    "\n",
    "\n",
    "TCanvas* Draw( TFile* qa_file_new, TFile* qa_file_ref, const TString& hist_name_prefix, const TString& tag )\n",
    "{\n",
    "\n",
    "    const TString prefix = TString(\"h_\") + hist_name_prefix + TString(\"_\");\n",
    "\n",
    "    auto cv = new TCanvas(\n",
    "      TString(\"QA_Draw_Mvtx_\") + tag + TString(\"_\") + hist_name_prefix,\n",
    "      TString(\"QA_Draw_Mvtx_\") + tag + TString(\"_\") + hist_name_prefix,\n",
    "      1800, 1000);\n",
    "\n",
    "    cv->Divide( nlayers_mvtx, 1 );\n",
    "    for( int ilayer = 0; ilayer < nlayers_mvtx; ++ilayer )\n",
    "    {\n",
    "\n",
    "      const int layer = ilayer + first_layer_mvtx;\n",
    "\n",
    "      // get histograms\n",
    "      auto hnew = static_cast<TH1*>( qa_file_new->GetObjectChecked( Form( \"%s%s_%i\", prefix.Data(), tag.Data(), layer ), \"TH1\" ) );\n",
    "      hnew->Scale( 1./hnew->GetEntries() );\n",
    "      hnew->SetMinimum(0);\n",
    "\n",
    "      // reference\n",
    "      auto href = qa_file_ref ? static_cast<TH1*>( qa_file_ref->GetObjectChecked( Form( \"%s%s_%i\", prefix.Data(), tag.Data(), layer ), \"TH1\" ) ) : nullptr;\n",
    "      if( href )\n",
    "      {\n",
    "        href->Scale( 1./href->GetEntries() );\n",
    "        href->SetMinimum(0);\n",
    "      }\n",
    "\n",
    "      // draw\n",
    "      cv->cd( ilayer+1 );\n",
    "      DrawReference(hnew, href);\n",
    "\n",
    "      auto line = VerticalLine( gPad, 0 );\n",
    "      line->Draw();\n",
    "    }\n",
    "\n",
    "    return cv;\n",
    "\n",
    "}\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Azimuthal arc-length, $r \\Delta\\phi$, residuals, errors and pulls"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Residuals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-09-08T04:30:40.215416Z",
     "iopub.status.busy": "2021-09-08T04:30:40.214314Z",
     "iopub.status.idle": "2021-09-08T04:30:41.189681Z",
     "shell.execute_reply": "2021-09-08T04:30:41.189084Z"
    }
   },
   "outputs": [
    {
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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%cpp\n",
    "\n",
    "Draw( qa_file_new, qa_file_ref, hist_name_prefix, \"drphi\" )-> Draw();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Errors "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-09-08T04:30:41.210035Z",
     "iopub.status.busy": "2021-09-08T04:30:41.209420Z",
     "iopub.status.idle": "2021-09-08T04:30:41.613547Z",
     "shell.execute_reply": "2021-09-08T04:30:41.614615Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%cpp\n",
    "\n",
    "Draw( qa_file_new, qa_file_ref, hist_name_prefix, \"rphi_error\" )-> Draw();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Pulls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-09-08T04:30:41.634125Z",
     "iopub.status.busy": "2021-09-08T04:30:41.633578Z",
     "iopub.status.idle": "2021-09-08T04:30:42.645612Z",
     "shell.execute_reply": "2021-09-08T04:30:42.646155Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%cpp\n",
    "\n",
    "Draw( qa_file_new, qa_file_ref, hist_name_prefix, \"phi_pulls\" )-> Draw();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# $z$ residuals, errors and pulls"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Residuals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-09-08T04:30:42.747961Z",
     "iopub.status.busy": "2021-09-08T04:30:42.747400Z",
     "iopub.status.idle": "2021-09-08T04:30:43.560269Z",
     "shell.execute_reply": "2021-09-08T04:30:43.561008Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%cpp\n",
    "\n",
    "Draw( qa_file_new, qa_file_ref, hist_name_prefix, \"dz\" )-> Draw();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Errors "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-09-08T04:30:43.583810Z",
     "iopub.status.busy": "2021-09-08T04:30:43.582872Z",
     "iopub.status.idle": "2021-09-08T04:30:43.838210Z",
     "shell.execute_reply": "2021-09-08T04:30:43.839304Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%cpp\n",
    "\n",
    "Draw( qa_file_new, qa_file_ref, hist_name_prefix, \"z_error\" )-> Draw();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Pulls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-09-08T04:30:43.859999Z",
     "iopub.status.busy": "2021-09-08T04:30:43.858544Z",
     "iopub.status.idle": "2021-09-08T04:30:44.818662Z",
     "shell.execute_reply": "2021-09-08T04:30:44.819632Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%cpp\n",
    "\n",
    "Draw( qa_file_new, qa_file_ref, hist_name_prefix, \"z_pulls\" )-> Draw();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Cluster sizes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cluster size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-09-08T04:30:44.863732Z",
     "iopub.status.busy": "2021-09-08T04:30:44.862277Z",
     "iopub.status.idle": "2021-09-08T04:30:45.196421Z",
     "shell.execute_reply": "2021-09-08T04:30:45.197169Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%cpp\n",
    "\n",
    "Draw( qa_file_new, qa_file_ref, hist_name_prefix, \"clus_size\" )-> Draw();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cluster azimuthal size "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-09-08T04:30:45.257092Z",
     "iopub.status.busy": "2021-09-08T04:30:45.255787Z",
     "iopub.status.idle": "2021-09-08T04:30:45.522948Z",
     "shell.execute_reply": "2021-09-08T04:30:45.521788Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ohgIAAAAAWVAMBQAAAACyoBgKAAAAAGRBMRQAAAAAyIJiKAAAAACQhQ+P2lD5RfmoTXW1n7fP2CwAPMqTErAQggAkTwgC8HZcGQoAAAAAZEExFAAAAADIgmIo760sv1mW31y7FQDwahIQgGwJQeAeiqEAAAAAQBYUQwEAAACALCiGAgAAAABZUAwFAAAAALKgGAoAAAAAZEExFAAAAADIgmIoAAAAAJAFxVAAAAAAIAuKoQAAAABAFhRDAQAAAIAsKIYCAAAAAFlQDAUAAAAAsqAYCgAAAABkQTEUAAAAAMiCYigb0K7dAC5rmq/WbgLA9kjANyABAZ5DCL4BIUia3rgYWlVVOa2qqrqu73+VpmniNu/fGg/0/e//8W/8xr8IEfhX/sr/+Pf//j///vf/eO1G/QVl+UX4N7NOXf/g4jrrutjCpvlq6p12H9rvvxd/Xp6IVfXd+KyL/1II2u5bHv6rqu8+vJFN81Vd/+Ce5zbNV0taFVd+7Ga5jQTMnAR8DQl4FQl47Wa5mRDMnBB8DSF4FSF47WZX98bF0Hnn8/l4PJZl2TTNPdvZ7/cPahGP9P3v//E3v/lP/8N/+I9FURZF+Sd/8p9++MP/9Mu//E9SC8Lg5k4qfU3z1X7/vfBz237efSgk3+iz9vvvVdV3n964x1keAPPO5x8//L3X9Q+Oxy+vfVZI6/3+e8fjl/v998LfKFMrh79F4spl+cXUR3q42fc60JshAbdNAiZCAl5FAvIyQnDbhGAihOBVhGCCPqzdgHvtdrvRU39N0xyPx6Io9vt92954/Xzc8s1b4En+0T86//W//rP/+B//Xlzy27/9e9/61t/+rd9qfvM3/86KDRt1PH5ZVZ9W1adrN+TBZiIw9n2Hw9fr+rPeQ+fzj8/nH9f1D3oPjb3EN3rZU9c/OJ9/XBTF6fTzvZWft4eb5qvj8cum+appvrHwKcPmhY0URXE+/7iqvrt8U/MNC3vj2mfFA7fbfRKaVBRFWX7RO47Fx+PVWzO8kd7hG93s+fzj0c3yEBIwTxIwBRJwhgQsJOBLCME8CcEUCMEZQrB4kxB8+2JoURRVVY0urKoqnNCr6/qesRK73e7m5+asLL/5zM23RdEfsfLbv/17RdF++9v/8lkv2f7Ozc/d77+Xckdwg5kILD72lcMILIqiab4ROtbj8cuLKVgMsq2qPg0bT/+vimHL6/qz+EfA/du/7WRgURSjBy6cEuzFc/dvjvh2pg5f2Oxu90ncQvyQPCr1GZKAyXpmCK6QgMUdISgBO0+UgBKQRxKCafI1sEsIdp4oBIVgQjY7TL7opOOdQyRIz/wZ2rTO3x4OXw8/bGmUxHwExpN4UyEXl7/FZCKPdf97j/PR3BaB8XV7Jy3D//biObzEbvdJN9FjnnU/0vHnbtpV1afh8/+Q1OcqEnC7JODKJODNJCAvIwS3SwiuTAjeTAgmp32Q4t8Uz/g384rhTN1ut5trVVFMrXM4HLr7obfO6XTqngnc7XbDjfROFR4Oh94KYSOn06n7cvPNGG4kvFBY3mvV6MqjjR9dbclbSNZf/su/VhS/PPz3ta/92tpN+3PhQ3w6/ehw+KPw83CdJQ+Ff7vdH3QfPZ1+tNv9QW9heNbM8sPhj+afvqSFp9OPYqtGnxJXmNlsePXT6UcXG3CxPRfXDP/iex+2drf7g+5+7rZq+OjUduL68bhPrTPfnou6+3/+QIyKb2dJw6bey/AohM2OfqIu7pANeFICzoSgBJSAElACLllTAnZJwCcRgkLwlYSgEFy+phDsEoI9mRZDiwkhsdq2PZ1Ow0fj00cfHYZcSLjD4dCNums3ElebWn90t8y8tatePVm//uv/7Fvf+ie9CPyVX/mnf+/v/bO1m/bnur/8o0nWTvfpU78SsSuZ6m2Ha3aXxw7uhiwZvsTUU2LblqTstRa2fGoHTm2t9y+2fHSFmde9mIJLYnK5JX9w9MxkcC/JZjY+fGhms3em/lt4UgLOhKAEHA0sCbh20/6cBJSAN6xwFQmYDiE4TBAh+DxCUAjOryYEpwjBni0Pk48TxPRmiinLn0wyEs+AxUiINw2sqqr9GGMxROMW4moxWmLODWeuiXN4Hw6HbvZctZGwfjfO48rdd1fX9fl8nn9rt716an71V6t//+//n29962/HJb/yK7s//MP/+1d/tVqvUXPixedLRknEG7odDl9v28/b9vN4KXsclRCvV+9eZn/x5yWTsyxs28zcN7FtYdbk1w8MiY08nX4+7MA4SqV7s7w4lfVu90lYrW0/j1M+h51W15/FhXG1e9oW90b6k93MjOAY/fgVE28q7L0Mx8KsSwJKwHRIwFeSgA8hAd+dEBSC6RCCryQEHyKTEHz7Yuj5fG4G6rquqipmT7dbjxPHnE6nmB8h88LPF+fYjltr2zb+XNd1yJsQQr0WhvQKrVq4kdEJbroL67oOZ/+6C+NbHn1rcc1r30KCfu7nfvZ3f/fvfu1rP/O1r/1MURRf+9rPfPrpT//u7/7dv/bXfnbtpo2rqk9DX3Bxgo/uXB4xtKrq09j5xm502Lks+fnjRj67oUPvRcjMmt0tH49fhslNquq7L+gK4/5p289jp1zXn8W/JGIbOj/8+fwm3Vmf48LbEqtpvur9K8svurfkW9HoOwoL48QuyeYWkQSUgIUEHDx35uePG5GAEnB8oQR8L0JQCBZCcPDcmZ8/bkQICsHxhbmF4BbuJt872dV1Op16J7hCPOx2u+GJr8PhcDweR+OnK4TEcHxBN056UTrcZjxxN9zIbrcLKdhr4egrdhNr6hRoURS9bd7wFhL0cz/3s7/5m3/n29/+l0XR/smf/M9rN+eypvnG6J3aekIn3purODgcvn48ftk9v7fff687J3F4KKw2uvye9ofG73afhC1fvDFi237eu8/d+fzjeKe5uv7sSefEwisO32z4QySclZ2/pV3bft40X93ZvHjydlSvARfzZsXzh0sCe7794c6PSU+e/c4kYHzd3g+RBEyBBJSAkQTkgYRgfN3eD5EQTIEQFIKREEzH218ZOm+/3/cSKATAaBffTYgpw7NqXcNzdPMbmWnGcCOjrzjc7OhkMU3ThHOSxYPeQmLKtRuwVLyl2kyvETqL0YEMvTM2w2vUe8/tLb+/J93tPmmab8Rza1X13fn144nH0+nnu51piMOnjptYcsorrjM8V/mk1NntPgljXroLy/KL/f578/+6J2NTlv6gj6xIwPiQBEyBBIztkYCRBOR5hGB8SAimQAjG9gjBSAiu6+2vDN3tdlNDCcKpwv1+3w6myp45izgvvlaccWZJC6cemtnIzYMUFobl/KvzJHX9WdN8FTJg/nza/AmlKJzjCuevQj8epzXpLS/u7qFCBIbtxLOOC0+dVdWn8SRYPE94PH5ZVZ+Gp1fVd3unjOLLXSW+2SU7MJ4k7J6rrKpP759SpyiK0+nnF+7ww+HraZ4SXH4qr/sH2bCp3U8mjyUBeyRgyiRgIQEHJCD3EII9QjBlQrAQggNCcF1vXwydUlXV6XQKaTcca7BJbzHJCwtHSSwU+qnQy4T/fgyV/vL7+6Bua+v6s5BkF+N8qK4/q+vPwk6IQxWGXedr+v2m+UbTfFXXPwh9fej0j8cvb8vg2zwkdK818+dLsnHFchKQNElACdgjAXkGIUiahKAQ7BGC69ryMPmZ5Iv3zhu1ZJszT18+uGBmI/PNGLVwaMNj3wI3WDJKIt7/bvRfXC10oKEH76Zgd3mIq4eHyswoiTBP9vzwh3i3vvC/df1Z03yj+++2bIhvc2bv9WI7nK4MgzjiFDPn848vjv7YnuWDRKbOM898pN9x6MRbk4AveAvcQAIWEjBJEnBjhOAL3gI3EIKFEExSniG45WLojHV7+ZhDj23GTOqHk6Jhspgczo4mLvbvM9fwX3sHtzDsopjulR5+3imMkiiKIsxFPdqkx77iVW549TAyom0/j+/rCe0afd3vLvn3qJcb3n0ymppUaLjycMnFzZIOCciKJOALSMApEpBCCLIqIfgCQnCKEOzJohjaDZtw3ux4PA5Xq6qqLMv5kIiPjk56XZZlWZbLs21mIzfcxa+anvl7v98Plz/kLXCbeD6te5e9IPQmw+VFUVTVd8vyi16HGNaPNx8cXf4kMVl7rV2SIuHRZ1yKP/PGww6MD02dunzxyaswKOPiv0e9XPd0cdfwLN9wavYoHPHu4evNSj7c7CrDQCgkoARMjwSUgJEE5NmEoBBMjRAUgpEQXFcWxdCu2PX3MqBpmpk7DHYdDoeiKI7HYy8qYkAuOecWNnI+n3sbmWreElMNiC8Rlz/kLXCPeD5tKHYWvd45nvTr9SbdTq3bfXd7peFr1fUPHnKiKY416G4qtrAsvxg9RxRXfkbPGHdIbwfGGWHiXpr6g+PFJzPnh3KMjulYLhzl7q7o3jyxu2b8Q6r7KQqfnOPxy+4+GQ22+HNvs3FK8tvaz2NJwEICJkAC9tZ8IAnYJQHpEYKFEEyAEOyt+UBCsEsIXpRFMbTb11dVFc8KhjNvdV1XVRXm2N7tdhcDIObTfr8Pgw7qui7LMoTo6XRa0qSpjYRzlSGlbhBe/Xw+h3ObU2/tIW+BO00FQLi3XVEUx+OX4YRVSKzufe5664/+3N3+6DmuR51oGh0lEc957vffC6cxw7sIZ+FiNj/j5Ft3B4bXDS8d0q77ot20jmuW5Rdxzd6Ww3tcd9zHtcJR7rU5HJ0wIU6YODwelNG/sYqi2O+/F957Xf9g6qMYPwndzYaHXjYNOUMSsJCA6ZGAEvAFJCCFEBSCSRKCQvAFhOBl85M3L1f8m+IZ/2ZeMYTZbre7uE5RFIfDobt8NGaGmwqrjb5E3HJXb0LumafPbKTX1JhJw6ePbn80w5a/hd6rp68ofrkofnntVowLH+LT6UdTK5xOP4qf9d5Dh8MfDX8fdrs/GN3ObvcHoxuZ2nh3+xffxZI1YwO6b7b77ob/ZnbL/e3pNqn773D4o95qU43srdlbbeZ145o3v8GrxJebWmHqkzP6AZtq8/KP4lWb3ZInJeBMCEpACdhKwLZtJeBskySgBHwNISgEVyEEWyE42yQhKATnle31t6sbVX5RPmQ7Pe3nj2neqO4YhBvGIzQfVR/d0IaHbGRqs+Hnmbf2pFd/pbL8ZlEUbfs7azfkKbon2ZKda2Ne03wVzkc1zVfhDFJVffqy2VgW7sDQyNDCqebFNzK/qfcS98/Fg9LdRRff/vLNbsaTErB4ZghKQAmYOAl4Jwk4TwI+kBAUgqsQgokTgikTgkVRZF0MZQO2nYLAW3jH74FsgAQEUiAEWYUQBO6RxZyhAAAAAACKoQAAAABAFhRDAQAAAIAsKIYCAAAAAFn4sHYD4C7mzAYgTxIQgGwJQeAergwFAAAAALKgGAoAAAAAZKFs23btNgAAAAAAPJ0rQwEAAACALCiGAgAAAABZUAwFAAAAALKgGAoAAAAAZEExFAAAAADIgmIoAAAAAJAFxVAAAAAAIAuKoQAAAABAFhRDAQAAAIAsfFi7AW+vLMu1mwDwZtq2XbsJPIYQBLiWENwMIQhwlXQSUDH0AaYOZ1mWWT2UQhte+VAKbXjlQym04ZUPpdCGRB56xguNLudNrf4Rve2hFNrwyodSaMMrH0qhDa98KIU2vPKhFNpwz0Ojy3lTPvPPeCiFNrzyoRTa8MqHUmjDKx9KoQ2JPJRUAhomDwAAAABkwZWhDzAsb08VyAFyk9QJQAAAADKnGPoASp8AU4Y9pPIoAAAAazFMHgAAAADIgmIoAAAAAJAFxVAAAAAAIAuKoQAAAABAFhRDAQAAAIAsKIYCAAAAAFlQDAUAAAAAslC2bbt2G95bWSaxD1NoRgptSKQZKbQhkWak0IZEmpFCGxJpRgpt4FHKshwufP3xTeFDlUIbEmmGNiTVjBTakEgzVmlDIp0kT5LtBzvNZqTQhkSakUIbEmmGNiTVjBTaEH1YuwEAwBtL528agNQMe8jR8izCqMUAACAASURBVCgA8EqGyQMAAAAAWVAMBQAAAACyYJg8AAAAXG0474HZYwCK5KeFUQwFAACAqyl9AoxKfNZsw+QBAAAAgCwohgIAAAAAWTBM/gHMFAMwJanREAAAAGROMfQBlD4BpiQ+WQwAAABZMUweAAAAAMhC6arGO5WlfQhwBd3mljiaAFfRbW6JowmwXFJ9pitDAQAAAIAsKIYCAAAAAFlQDAUAAAAAsqAYCgAAAABkQTEUAAAAAMiCYihp+Qf/4H9fuwkAsAIJCEC2hCDwSgnd2P5NlaV9+ADf+c4f/tqv/a//+l//X23blmX5N//mf/0P/+F//zf+xn+zdruAx9NtbklZlsOFju9VJCBsmE5y2/xJcz8hCPlIqs90ZSjr+853/vAXf/G3fvjDP23boijKti2++upPf/EXf+s73/nDtZsGwAXtwNoteicSELZNDwkzhCCwloTqsm8qqdr2m/pbf+vbP/zhn/7+73/ZXfgLv/D1Tz/96X/1r359rVYBT6Lb3BJH804SEHKj29wSR/NOQhCyklSfmVBT3lRSh3NdZfnNW5/aFsXIGKLp5Zc21/7OrS0Bnk63uSWOZnRrCD44AQshCGnTbW6JaRCiREJQAkI6Eu8hP6zdAJj/Zbj92yAApE0CAry3dL7YvyEhCFs27B5Hy6NrcWbyXs7uRuUXt36y9/9D8dVPjyz/5M+K5n+5dmPt5w4HJE23uSWOZnRjCD40AQshCMnTbW6JoxmlEIISEBKXVJ/pylAS8N/+n8WP/4vif/uFv7Dwl/5t8Zf+80oNAoCXkIAAZEsIAitxN/kHKAfWbtG7+aV/V/zg0+K/+3edJf+2+KP/svil31+vTcBj6CFhjgQEIFtCEFiJYugDtANrt+jd/NX/WPxPv1d88v8Vn/xZUbTFJ39W/KX/XPzG/1H8V//v2i0D7qWHhDkSEIBsCUFgJQmN2H9TSc16sK7b5wzt+uLrxedf3rMBk8VA4nSbW+JoRg8IwbsTsBCCkDzd5pY4mlEKISgBIXFJ9ZmuDCUxd38PBIC3JAEByJYQBF5IMRQAAAAAyIJiKAAAAACQBcVQAAAAACALiqEAAAAAQBYUQwEAAACALHxYuwFP1zRN0zRVVVVVtfApdV0/ZB0AAAAAIB1l27Zrt+FZqqo6n8/dJafTaUlJtCzLi+vETZXllvfhVcovLu+3F2g/dzggabrNLRlNzDyPrxAEhnSS2+ZPmiiFEJSAkLik+syEmvJY8S+P3W5XFEWsii6phy4phsb9ltThXFcKEVhIQUiebnNLHM1ICAJL6Da3xNGMUghBCQiJS6rP3OacobHceTqdwjD5tm1DVXS/3198ejstbORwODyz+QAAAADA4yVUl32gcGnn4XDozewZli8cLD/UNE2opXZ3WlK17XWlcD6wcEoQkqfb3BJHMxKCwBK6zS0xDUKUQghKQEhK4j3kBq8MbZom/DB1j6Ob730UKqGn0+m2pwMAALAZw6GEa7cIIAmJd49bLoYOheHtvbsqLRQuJj0cDrddVQoAAAAArGuzxdAwuWfPzXXMpmlCCfXmq0oBAAAAgHVtsBh624Wf80IN1H2TAAAAAOB9fVi7Ac/ywMHsFy8LHZ0Xtie1+REAnmFJf8jLNE3TNE1VVcszcckACIMkAACA97XZYugDXbxvkkInQLCkP1QwfYGqquI4iePxWBTF6XRaUhINK1/cuOmzAQCAN7XBYfKjs4XeLN6OyRc/AN5CWZahErrb7WIm7vf7mRsMXkUgAgAA72uzV4Y+6iuf2UIBeCOxUtm9FDRcKLrf7y9eujuzQtiIQATgLZgrBoApGyyGdscG9txQIQ2bchUMAG8hxNbhcOgmV9M0YXaC8LXwhs1enD4bABJhrhgA5m1wmHwwWg8NxdDl4+jjVz6BB0D64jm/qZLlzaXMi9NnA0AKzBUDwEUbLIbGb3rDwLv2Ms9wbtCQQADewsw3vZBlUyMn5oXc7F1tCgCp6c4VE4bJt20bSqLhrN68dlrYiC+GANuwwWJo8fHaz17gxSJp77qYMNJh5mIZ3/0AeAszAyBuzjID5AF4F1NzxfR+uJYoBNiYDc4ZWnQmRyvLMmRhXdcxGnsrX5xgVDEUgLdw24Wf89xIEIC3sGSumNvqoeaKAdiYbV4ZWnSy6ng87vf7WAldfjbPeT8A3tEDz+EtuRamXOBR7QFImf5wXeaKAWChbV4ZWhRFVVVt24aZYsKSqS9ybduOLn/UHNsA8KaWXAszFaMAuVnSH6qHPs/8XDFL7hQ/uk0D5AG2Z7PF0CDMB7p2KwDgFXa73QNHypsuBoA3Yq4YABbaeDEUAHLzqJENvgEC8HZeP1fMxe0YQgHk4L2GPmx2zlAAyM3MN8AbKqThG6DLQgHI08K5Yi56VXsB1vRenaFiKABsyug4wZmZ1EbFq2AUQwF4C8szbglzxQBsmGIoAGxErGAOrwO99jLPcKMJY+QBeC/migHgIsVQANiOcF1MGNkXxSJpb9azcJvBmanQXA4DwLswVwwAC7mB0gMMp4lNbTYEgLW810TaG9A0TdjnZVkeDodQ6wzf6IaXt0zdeNfYQADelLliALjIlaEPkPi8sAAr0kO+XrzVw/F43O/3sRI6cwVoz/I1ASAR5ooBYKHS99I7laV9+BPlF0lc/9V+7nBA0nSbr9E0Tfw2+LzipqMZCUFgCd3mU1VVFeqe3Z1c13Uobvb2fKiNjk4XE8ZYnE6n+fqpoxmlEIISEBKXVJ9pmDwAbFCYD3TtVgDA65grBoAlDJMHAABgC8wVA8BFCV2k+qaSutB3XSkMjiiMj4Dk6Ta3xNGMhCCwhG7zNcwV82IphKAEhMQl1Wcm1JQ3ldThXFcKEVhIQUiebnNLHM1ICAJL6Da3xNGMUghBCQiJS6rPNEweAAAAAMiCYigAAAAAkAV3kwcAbhfu29uVzvgXgHUNe0gAYHWKoQDA7ZQ+AaYMe0jlUQBYnWHyAAAAAEAWXBkKAAAAVzNXDMCoxEdCKIYCAADA1ZQ+AUYlPlGMYfIAAAAAQBYUQwEAAACALCiGAgAAAABZUAwFAAAAALLgBkoP4B6CAFOSmicbAACAzCmGPoDSJ8CUxG8jCAAAQFYMkwcAAAAAsqAYCgAAAABkQTEUAAAAAMiCYigAAAAAkAXFUAAAAAAgC4qhAAAAAEAWPqzdAADgjZVl2VvStu0qLQFIzbCHBABWpxgKANxO6RNgyrCHVB4FgNUZJg8AAAAAZMGVoQAAAHA1c8UAjEp8JIRiKAAAAFxN6RNgVOITxRgmDwAAAABkQTEUAAAAAMiCYigAAAAAkAXFUAAAAAAgC26g9ADuIQgwJal5sgEAAMicYugDKH0CTEn8NoIAAABkxTB5AAAAACALiqEAAAAAQBYUQwEAAACALCiGAgAAAABZUAwFAAAAALKgGAoAAAAAZEExFAAAAADIwoe1GwAAvLGyLHtL2rZdpSUAqRn2kADA6hRDAYDbKX0CTBn2kMqjALA6xVAAAAC4muERAKMSP/mnGAoAAABXU/oEGJX42Ag3UAIAAAAAsqAYCgAAAABkQTEUAAAAAMiCYigAAAAAkAXFUAAAAAAgC+4m/wDDW2K5qyBAkNRNAwEAAMicYugDKH0CTBn2kMqjAAAArMUweQAAAAAgC4qhAAAAAEAWFEMBAAAAgCwohgIAAAAAWVAMBQAAAACyoBgKAAAAAGThw9oNeLqmaZqmqaqqqqq1tgAAW1WWZW9J27artAQgNcMeEgBYXbnhbyxVVZ3P5+6S0+l0VUFzuIXD4VDXdXdJWW55H16l/CKJv/bazx0OSJpuc0sczUgIAkvoNrfE0YxSCEEJCIlLqs/c7JWh8TTsbrcriiLUNPf7/fJ66OgWjsdjURS9eigAAAC5MTwCYFTiYyMSqss+ULyis1v6jAuXvOXRlUcXJlXbXlcK5wMLpwQhebrNLXE0IyEILKHb3BJHM0ohBCUgJC6pPnObN1AKJcvD4dC9CLRpmt4PU5qmibXU3vKFWwAAAAAAUrPBYmisVE4NZr84yD1uYTig/nQ6HQ6Hm9sGAAAAAKxlg3OGzly2eTgcjsdj755IQ2Fi0NGip3vKAwAAAMCb2uyVoeGuRz3X3ko+/FDXdV3XhsYDAAAAwFvb4JWhFy/8XC7eManoXC7qVvIAvIWmaZqmuWdMw/1bAAAASMoGrwwN7v/att/vQyV0t9vF60yPx+Nwy+UCdzYG4C3oDxNRVVVZlvv9/ng87vf7siyvHd8w3IJzgQAAwAZsthh6s+7Xxd1u17ZtuC6mbdswi+j5fO59pWwXeO2bAFiH/jAFZVkOT+bt9/vl9dDRLRyPR/VQAADg3W2wGDo6W+hy3Qs/e98b45dA3wYBSFNMsdPpFE/mhWTc7/dXbaF7OjBsIcwYAwDpa5rmzhs/3L8FANK0wWJocH9ojd5NPl4ceufGAeAZQkIdDofRc3sXw7FpmrCF0+nUW75wCwCwLnPFADBvg8XQmdlCr0pBN4sA4L3EmJv6znbxu1zcwjAET6fT6GlCAEiHuWIAuGiDxdBg9OLNEIELx9G7+AWA9zKTXAtHNoSB8KNFz6qq6rp2phCAZJkrBoAlNlgMjafsht8Jw5fAi1/kwpfA0bQLC++clhQAnmHmnN9VRcy4cl3XpksD4F2YKwaAJTZYDC0+fg/snf2buv1RVVXhapeLa7qBEgApe+CU1mG6tOPxaLo0AN6CuWIAWOjD2g14iqZpyrIsiqIsy3BisK7reJ6wt/LoV8fD4XD8qHehaO9MIwAk5f6QimcTw8nFEJTH4zEMGOytHAJ3Xtu2dzYJIH1L+kOeZ36umOPxeOdcMb4DAmzGNq8MLTpDG8IlLbESuvDClrquYwqGkmj4efkWAOC9dL9G7na77nRpccrR4VfNdoEXvgmA1egP12WuGAAWKrcdyd1rWG4rYo4On+8qy43vw+XKL5I4Gd5+7nBA0nSbz1NV1fl8Hj1v1zRNuN5zfufHy5qGq4WHdrtd92uhoxkJQWAJ3ebzjOZUcFUInk6nOKwwGs1WRzNKIQQlICQuqT5zm8Pko/uHM7gOFID3cv81LKMjBBeOMQSAFZkrBmAV7zVXzGaHyQNAbma+AV5VITUtGgC5MVcMwD3eqzNUDAWATRm9eHNmJrWplQHgjSzMuCndE4G9HIyDBY0aBNgGxVAA2Ij4JW1YzQwV0ouXfIaLX+JtA7vCwju/agLAUz1vrphi4nQjAG9HMRQAtiMUK+N8Z8HUJS1hZu3RWwX21nRRDACJM1cMAAsphgLAdsTve2VZ1nXdNE1VVeGizuGlLufzeTgDWrw4NGyhruuyLOMWfEUEIGXmigHgooRubP+mytI+/InyiyTuHdZ+7nBA0nSbz9Y0Te/K0KIoDofD8KLOcM/H3W43nBxtOFJ+aguOZiAEgSV0m08Vcu10OvVO3YXlo0HWFeNveIxGE9PRjFIIQQkIiUuqz0yoKW8q5GJPnns1hQgspCAkRie5lnAP3PDzbWPbR4fP9yT1N826hCCwhG7zqaqqCleGdnfyVIkzFEx708WMlk3jFnplVkczSiEEJSAkLqk+M6GmvKmkDue6UojAQgpC8nSbW+JoRkIQWEK3+WzxLGyY2qWu61AeHV4WOnqxZ3dsRO+mgqNbcDSDFEJQAkLikuozE2rKm0rqcK4rhQgspCAkT7e5JY5mJASBJXSbz2aumFWkEIISEBKXVJ+ZUFPeVFKHc10pRGAhBSF5us0tcTQjIQgsodt8DXPFvFgKISgBIXFJ9ZkJNeVNJXU415VCBBZSEJKn29wSRzMSgsASus0tcTSjFEJQAkLikuozf2rtBgAAAAAAvIJiKAAAAACQhQ9rNwAAeGPxvr1ROuNfANY17CEBgNUphgIAt1P6BJgy7CGVRwFgdYbJAwAAAABZcGUoAAAAXM1cMQCjEh8JoRgKAAAAV1P6BBiV+EQxhskDAAAAAFlQDAUAAAAAsqAYCgAAAABkQTEUAAAAAMiCYigAAAAAkAV3k3+A4S2x3FUQIEjqpoEAAABkTjH0AZQ+AaYMe0jlUQAAANZimDwAAAAAkAXFUAAAAAAgC4qhAAAAAEAWFEMBAAAAgCwohgIAAAAAWVAMBQAAAACy8GHtBgAAb6wsy96Stm1XaQlAaoY9JACwOsVQAOB2Sp8AU4Y9pPIoAKxOMRQAAACuZngEwKjET/4phgIAAMDVlD4BRiU+NsINlAAAAACALCiGAgAAAABZUAwFAAAAALKgGAoAAAAAZEExFAAAAADIgmIoAAAAAJCFD2s3YAvKsuwtadt2lZYApGbYQwIAAMBaFEMfQOkTYMqwh1QeBQAAYC2GyQMAAAAAWVAMBQAAAACyoBgKAAAAAGRBMRQAAAAAyIJiKAAAAACQBXeTBwBuV5Zlb0nbtqu0BCA1wx4SAFidYigAcDulT4Apwx5SeRQAVqcYCgAAAFczPAJgVOIn/xRDAQAA4GpKnwCjEh8b4QZKAAAAAEAWFEMBAAAAgCwohgIAAAAAWVAMBQAAAACyoBgKAAAAAGRBMRQAAAAAyMKHtRuwBWVZ9pa0bbtKSwBSM+whAQAAYC2KoQ+g9AkwZdhDKo8CAACwFsPkAQAAAIAsKIYCAAAAAFlQDAUAAAAAsqAYCgAAAABkQTEUAAAAAMiCu8kDALcry7K3pG3bVVoCkJphDwkArE4xFAC4ndInwJRhD6k8CgCr234xtGmapmmqqqqq6tpnTT1a1/Xd7QIAAOCNGR4BMCrxk3/lhjvrqqrO53N3yel0WlgSHT63q7vTynLL+/Aq5RdJfNbbzx0OSJpuc0sczUgIAkvoNrfE0YxSCEEJCIlLqs/c7A2UyrIM1czdbrfb7cLC/X4/c70nAAAAALBh2yyGxss/T6dTGPDetm0oie73+yVbCIXU0+nUjnlawwEAAACAZ9lmMTSUMg+HQ3dQfLwmdPnFoVdNMwoAAAAApGyDxdBY65y6zZHbHwEAAABAhjZ4N/mZCz8Ph8PxeJy5M9LFLQDAuwgTxVRVddVAh/CsqUedUAQAAN5aQvdyepRwI/jdbjf8Ltc0TZgzdP5d13V9PB53u11VVcfjMS4f3WZS98NaVwr3ECzcRhCSp9t8gRCF3SWn02lhSXT43K7esXM0IyEILKHb3BJHM0ohBCUgJC6pPnODV4ZevPBz+XZ6mzqfz2VZLv8+CQCvV5Y/+UIS7hwYsmy/38svAPJheAQAUzZYDA3u+b4X8+9wOMTAi1eV7vf74XUxF7eZTv0b4HmW9Ic8VYy/bukzXOw5zK9RoXiqcgrAm+oOcQjj/JaHWl3XM9fWKIYCbMMGb6B0v6qqdrtdtxIaFp5Op/BzLwXbBV7YfIDV6A9XF77CHQ6H7re+eJJv+aTYKqEAvKOyLEMU7na7MEKiKIr9fu+2EABEGyyGxsy7WV3XTdMMz/uFImnhDksAJCnG09SlKy5pAWDDusMjwoD3tm3DN7gwyO+iODzCCV2ADdtgMTR4Ur0y5OujpiUFgAeayb7D4VAsyC9n+wB4X4ZHALDEBouhM9HlOx4AGxZibnSExMLvdXELdV2XHb4WApA4wyMAWGiDxdBg9OKXmW+J3XXqupaUALydRw1cOJ/P4Y4T3SVlWTqnCECyDI8AYKENFkO793/vPRTyb/7ylqqqjsfj8XgczcLw5fD+aUkB4EnuuYozZt/hcIhTpMX7B45OuFYucHN7AN6I/nBdhkcAsNAGi6HFxwjsfWeLRdLeVZ9VVVVV1V04Ncd2TEHnDAHYpHCrwMPh0I3FqqpiPXQ4cmL0FhPuOAFkSH+4LsMjAFjow9oNeIqmacJ517Isw/zZdV3H6bR7Kw9Ts67rUAkty3K321VV1TRNXG24BQBIwW63u/Or4NQsMaFIej6ffRUEIGWPGh7RHW4Yvhvu9/thOXvJ1b6K4EAO3mv0wzavDC2KIl7Dcjwe9/t9rIQumQy0ewlMODHYrYSaThSAlD2pXhm+Xj7quhsASI3hEQA3e6/OcJtXhhZFUVVV27ZN01y8q+DoIek+vWma6qNnNRcA7lZV1VSx0hWdAGyb4REALLTZYmhwZwVTARSAtzP6VXDmthLddcJqxkAA8KaeNzzifD4bHgGwDZsdJg8AuelOcNZ7KHx/mz/DV1XV8Xg8Ho+j3yTD3STmy6kAsJaZjHNFJwBdiqEAsB2hWBlu9RDFImnvks8wAKK7cPTpRecbpu+TAKTsnuERdV0bGwGQgzK1SUzfTlnahz9RfpHEvcPazx0OSJpu89ninRwPh0OodU7dRTCsudvtYokz3jM3LK+qqmmambsIOpqREASW0G0+Vci10+nUu0o0LL94L9yppxdjiVk4mh0phKAEhMQl1Wcm1JQ3ldThXFcKEVhIQUiebvPZugXNaPQb4OhXu9Gnz2zB0QyEILCEbvOp4o0Euzu5rusw00tvz4eKZ3eExOjTZ5Y7mlEKISgBIXFJ9Zkbv4ESAOSmqqq2bePdkIrpGyKN/jnSfXrTNNVHz2ouADxI0zThPF9ZlsPhEb2VhwPq67oOpwPLshwdHvH0NwDASyRUl31TcTRiV557NYXzgYVTgpAYneS2JXWCd11CEFhCt/lshkesIoUQlICQuKT6zISa8qaSOpzrSiECCykIydNtbomjGQlBYAnd5mssGR5x8ekXh0c4mlEKISgBIXFJ9ZkJNeVNJXU415VCBBZSEJKn29wSRzMSgsASus0tcTSjFEJQAkLikuozf2rtBgAAAAAAvIJiKAAAAACQBcVQAAAAACALH9ZuAADwxsLdeLvSmQwIYF3DHhIAWJ1iKABwO6VPgCnDHlJ5FABWpxgKAAAAVzM8AmBU4if/FEMBAADgakqfAKMSHxvhBkoAAAAAQBYUQwEAAACALCiGAgAAAABZUAwFAAAAALKgGAoAAAAAZEExFAAAAADIgmIoAAAAAJAFxVAAAAAAIAsf1m7AFpRl2VvStu0qLQFIzbCHBAAAgLUohj6A0ifAlGEPqTwKAADAWgyTBwAAAACyoBgKAAAAAGRBMRQAAAAAyIJiKAAAAACQBTdQAgBuN7wjlvsKAgTuGQgACVIMBQBup/QJMGXYQyqPbowzggCjEs87xVAAAAC4mtInwKjETweaMxQAAAAAyIJiKAAAAACQBcVQAAAAACALiqEAAAAAQBYUQwEAAACALCiGAgAAAABZUAwFAAAAALKgGAoAAAAAZOHD2g3YgrIse0vatl2lJQCpGfaQAAAAsBbF0AdQ+gSYMuwhlUcBAABYi2HyAAAAAEAWFEMBAAAAgCwohgIAAAAAWVAMBQAAAACy4AZKAMDthnfEcl9BgMA9AwEgQYqhAMDtlD4Bpgx7SOVRAFidYigAAABczfAIgFGJn/xTDAUAAICrKX0CjEp8bIQbKAEAAAAAWVAMBQAAAACyoBgKAAAAAGRBMRQAAAAAyIJiKAAAAACQBcVQAAAAACALiqEAAAAAQBYUQwEAAACALHxYuwFbUJZlb0nbtqu0BCA1wx4SAAAA1qIY+gBKnwBThj2k8igAAABrMUweAAAAAMiCYigAAAAAkAXFUAAAAAAgC+YMBQBu5y6CAFNMkw0ACVIMBQBup/QJMMVdBAEgQYqhAAAAcDXDIwBGJX7yb/vF0KZpmqapqqqqqhS2AwAAwAYofQKMSnxsxJaLoVVVnc/n8PPxeCyK4nQ63VzK3O/3cbMPaBwAAAAA8FqbvZt8WZahErrb7Xa7XVi43++bprlhawqgAAAAAPDutlkMjbXL0+kUhre3bRtKovECz+WapolXmAIAAAAAb2qbxdBQuzwcDt0rOuM1oddeHHpD/RQAAAAASM0Gi6Gx1lnX9egKU8tHhRleD4fDna0CgBdrmqau69vmh3nGdgAAAFa35WLoUKhpLh/zHsqmu93uqvopAKyrqqqyLPf7/fF43O/3ZVneU8oM21EMBQAANmCzxdB406Suq+6D1DRNuAe9r38AvBG3EAQAwyMAmPJh7QY83qNudhSmCj2dTg/ZGgC8QPcWgvHnqqrO5/N+v2/b9qqtuYUgAG8npF74OVzd0s3Ea8UbSDg7CLAZG7wyNLgzq8LTd7vdku2UC9zTGIB3oT9cnVsIApAzwyMAuGizxdB71HUdEnRhZLYLPLfFAGnQH67LLQQByFl3eETTNE3TtG0bSqI3nN4zPAJgqzZYDB2dLXS5OFWoAfIAvBe3EAQgZ4ZHALDEBucMDW6e4jp+6wvnEoebDSv4cghAauZvIRhO9S3cjlsIAvBelgyPWJ5rcXjE8vQE4F1ssBjanTC756ovdaOxdz6fw8arqjKDDABJcQtBALI1PzzieDzeNjxCMRRgezZYDA1Go27mkpmoruvRc4lxg+HpKqEApOmVtxAsPl47M89csUAO3CRwXYZHALDQBouh8fRd0zS9L3Lxos6Zp1dVNRp7caCEAfIAbNW1txAsFDoBPlrSHyqYPo/hEQAstMEbKBUfzwf2ZryORcxeNTMMeFfiBODduYUgAJl7/fCIi+5pD8C7eK/OcINXhhZF0TRN2NFlWYabCcZLXcLtdLsedQoRAFLgFoIAcAPDIwBudrE/TKoeus1iaFEUp9MpXBl6PB7jBDEGuQOwYW4hCEC2drvdPZe5GB4BkI/NFkOrqmrbtntty1QZdOHZPCf9AHgLbiEIQLYMjwDgos0WQwNXrwCQD7cQBCBbhkcAsNDGi6EAkJUwSHC/33cHNMzcQjD8V5UTgG0wPAKAixRDAWA73EIQgDwZHgHAQj+1dgMAgEeKd344Ho/7/T5WQn2LA2DbwsWb4T660czwCGMjAPLkylAA2BS3EAQgT4ZHALCEYigAbJA7PACQodPpFK4MPR6P8VZIhkcA0KUY+gDh9GOXi2gAgmEPCQDwJIZHAHBRqXO/U1nahz9RfpFEyaP93OGApOk2t8TRiaY0LwAAIABJREFUjIQgsIRuc0sczSiFEJSAkLik+kw3UAIAAAAAsqAYCgAAAABkQTEUAAAAAMiCGygBALdzF0GAKe4iCAAJUgwFAG6n9AkwZdhDKo8CwOoUQwEAAOBqhkcAjEr85J9iKAAAAFxN6RNgVOJjI9xACQAAAADIgmIoAAAAAJAFxVAAAAAAIAuKoQAAAABAFhRDAQAAAIAsKIYCAAAAAFlQDAUAAAAAsqAYCgAAAABkQTEUAAAAAMjCh7UbsAVlWfaWtG27SksAUjPsIQEAAGAtiqEPoPQJMGXYQyqPAgAAsBbD5AEAAACALCiGAgAAAABZUAwFAAAAALJgzlAA4HbuIggwxTTZAJAgxVAA4HZKnwBT3EVw85wRBBiVeN4phgIAAMDVlD4BRiV+OtCcoQAAAABAFhRDAQAAAIAsKIYCAAAAAFlQDAUAAAAAsqAYCgAAAAD8/+3dMZAj13kn8NdbW7KKIpVRNh2ddZnXGUWzyEAAqpytM4l2ptC8KvlIhrYcABOojplN17HqrEwprdC85FSFHiswy2tmXCo6OrJpyxFvZRVJBX1Ba1sg0MBgsI1+H/r9foFqhcEAH9GN95/+XvfrImiGAgAAAABF0AwFAAAAAIqgGQoAAAAAFEEzFAAAAAAowt3cBUxBVVVbjzRNk6USgGh2R0gAAADIRTN0AFqfAPvsjpDaowAAAOTiMnkAAAAAoAiaoQAAAABAETRDAQAAAIAiWDMUADiduwgC7GOZbAAISDMUADid1ifAPu4iOHlmBAF6Bc87zVAAAAC4Na1PgF7BpwOtGQoAAAAAFEEzFAAAAAAogmYoAAAAAFAEzVAAAAAAoAiaoQAAAABAETRDAQAAAIAiaIYCAAAAAEXQDAUAAAAAiqAZCgAAAAAUQTMUAAAAACjC3dwFTEFVVVuPNE2TpRKAaHZHSAAAAMhFM3QAWp8A++yOkNqjAAAA5OIyeQAAAACgCJqhAAAAAEARXCYPAJzOwtkA+1gZBgAC0gwFAE6n9Qmwj4WzJ8+MIECv4HmnGQoAAAC3pvUJ0Cv4dKA1QwEAAACAIhRxZmhd13Vdz+fz+Xz+JL+eUjrtFQAAAACA7Kppn9g/n8+vr683H1mv18c3NHd/ffcVqmrin+HxqvdDnPPcPG9zQGiGzSmxNTtCEDiGYXNKbM1OhBCUgBBcqDEzUCmD69YjmM1mKaWurXlkP3RzOYMDrxBqc+YVIQKTFITwDJtTYmt2hCBwDMPmlNianQghKAEhuFBj5mQvk++alZuNy/ZMz8ViceMGWK1Wu7+eHndIj3kFAAAAACCUQH3ZYbVdy+Vy2bU1Nx+/8eTQ9mmz2ayu683H67peLBZp48ZYoXrbeUWYD0ymBCE8w+aYzr1qtq3ZEYLAMQybU2JrdiKEoASE4EKNmYFKGdBuy7Kzr8vZ+7TenunWj0JtzrwiRGCSghCeYXMcI6yanWzNDUIQOIZhc0xmBEcTIQQlIAQXasyc5mXyBxqdy+Xy6upq9wBv92mpL/MOt1ABIILeVbMXi8UTrpp9/CsAQEabU3pXV1fpCWYE21+/7SsAEFmgvuyA2vTqPf3zwEmjx79ycpl8nwjzgcmUIIRn2Dy3Lqp2V81OR8TfarXqPW7sOqSbr2BrdoQgcAzD5gjGuY9usjU3RAhBCQjBhRoz7+Qu4CxuPPHzVuq6Xq1W8/m8qqru8HLA1weAAbVRtVwuNw/YutnBGy9xaDuhs9ls64hR9gEQ3+Z9dNvr3JumaXua7Tkxh23eR7dpmu4V2gePeQUA4ptmM7Q11FUM7TkyB2YUqyMMUglAcMbD7Lpe59b9Azv7Hr/xaV32WTEGgLDMCAJwoyk3Q4eyWq2Wy2U7nZhSWiwWW4eIzREy1A0wOuNhdodXzU5HXDyxXC63jiFvfGUAiMCMIADHmGYztGtcDmI+n69Wq/b6iPZI8urqSgoCEFAbT705eOQFE6vVqvdYsXvQ7SMAiMmMIADHmGYztHWOxOoOBY+cVASAMVk1G4BimREE4Bh3cxdwFt09c3cd0yHtntMbdbPZ7Pr6etijTQAY0ICrZm/mXe99eI9ZB9byCEAJrIud3eAzgq3Nu0cM+PoA5DLNZmirNwsPzBZuam8UeODgbdgr8QEgoHaVmO44cLFYLJfL3YWz8xQHEMwx46GG6QjMCAKM77ICbpqXyXfHabvngbZ5djggDy+PfcwrAEAWVs0GgEHceB/d5NaRAI9d1mA4zWZoenw02J7g2dm34ud8Pm+P97ZeZOvXk8ViALgEVs0GoEBmBAE4xmSboV1KVVXVZth8Pr+6ukqP7yS4qV0DdDPYuuVgqqpqU7C9fUT7CrPZTDMUgIAOxNORq2a3en/aHmRaNRuAyMwIAnDYZJuhaaOheXV1tVgs2oO33cXOes3n8+7Xr6+vr66uumO/5XJpPhCAyJ5w1ezdCyM2WTUbgJjMCAJwjCnfQGk+nzdNs5ln+9qgvYsX7P56ezX9GSoFgGGsVqv2Iob2kojNH9121ezdZ1o1G4D43EcXgMOqaIuYXpyq8hn+SvV+iHuHNc/bHBCaYfPc5vN5exy4+Tl3TdKtD7/tbG4unN3dCHLrmd0rbN5O19bsCEHgGIbNc2tTbPfO7+3jN14muO/Xe1/B1uxECEEJCMGFGjOnfGYoABSoruv2gK2qquVy2TY6u7Vitp68e/rMer1uz4upqqpdI7uu6+5pVs0GILLZbHZ9fb1YLLZmBLf+0dqdEWxt/XpyH12AaQnUl71QoXrbeUWYD0ymBCE8w+YI6rreXfez93SYtm06m802l0jr/fXeV7A1O0IQOIZhcwTdJQ67M4K7KZa+GIKbCdg7I7gZl7ZmJ0IISkAILtSYGaiUCxVqc+YVIQKTFITwDJujOWbV7CN/fd+q2bZmRwgCxzBsjsCM4PgihKAEhOBCjZmBSrlQoTZnXhEiMElBCM+wOSW2ZkcIAscwbI7GjOCYIoSgBITgQo2ZgUq5UKE2Z14RIjBJQQjPsDkltmZHCALHMGxOia3ZiRCCEhCCCzVm3sldAAAAAADAGNxNfgDdEt2dON1ugLx2R0gAAADIRTN0AFqfAPvsjpDaowAAAOTiMnkAAAAAoAjODAUATmetGIB9XAwBAAFphgIAp9P6BNjHWjEAEJBmKAAAANyayyMAegWf/NMMBQAAgFvT+gToFfzaCDdQAgAAAACKoBkKAAAAABRBMxQAAAAAKIJmKAAAAABQBM1QAAAAAKAImqEAAAAAQBE0QwEAAACAImiGAgAAAABF0AwFAAAAAIqgGQoAAAAAFOFu7gKmoKqqrUeapslSCUA0uyMkAAAA5KIZOgCtT4B9dkdI7VEAAABycZk8AAAAAFAEzVAAAAAAoAgukwcATmfhbIB9rAwDAAFphgIAp9P6BNjHwtmTZ0YQoFfwvNMMBQAAgFvT+gToFXw60JqhAAAAAEARNEMBAAAAgCJohgIAAAAARdAMBQAAAACKoBkKAAAAABRBMxQAAAAAKIJmKL/y1ls/zl0CAAAAAJyRZmjpHjz46OWX37xz59U33njnzp1XX3rpzQcPPspdFAAAAAAMTzO0aA8efHT//tuffPJp06SUqqZJjx59ev/+2/qhAAAAAEyPZmjRXn/9nWeffebDDz/uHnn48OOvfe2Z1157J2NVAAAAAHAOVdM0uWu4bFUV4jOsqldP+r0mpeo2j9/kn35wUhlDap7PvzmAA4IMmwzC1uxU75+Um0MTghCcYXNKbM1OhBCUgBBcqDHzbu4CpqCqtof+OBv4oMNFntoPBdiwO0ICAABALpqhAwjR+jztlMzFd9KjL/c8/vTnqf7hE1YEkPpGSO1RAAAActEMLdu3fpp+/qX0o3tfePCVD9JTv8xUEAAAAACcixsole2Vh+lfn0nffrjxyAfpX76aXvkwX00AXJJqR+6KAKIwQgJAQJqhZfvNX6S/+Pv09Ofp6c9SatLTn6Wnfpm+95P0W/+ZuzIALkOzI3dFAFEYISdPvxugV/DhMdC9nC5UkPthDXD/vvefS89/PEQtmbmNIAQXZNhkELZmJ8KNdJMQhPAMm1Nia3YihKAEhOBCjZnODOWxSXRCAQAAAGAfzVAAAAAAoAiaoQAAAABAETRDAQAAAIAiaIYCAKV7660f5y4BAAAYg2YoAFCoBw8+evnlN+/cefWNN965c+fVl15688GDj3IXBQAAnJFmKABQogcPPrp//+1PPvm0aVJKVdOkR48+vX//bf1QAIri8gigNJqhAECJXn/9nWeffebDDz/uHnn48OOvfe2Z1157J2NVADAOl0cAxaqapsldw2WrqhCfYfV+lbuEKJrn828O4IAgwyaDCLI1q+rVk36vSak3Pfc9fpN/+sFJZQxJCEJwQYZNBnHRW7O9PGJzUvDeved+9rNH77773Rde+PptXy3C0agEhOBCjZnODAUACnT4T7Eof6gBwDm4PAIoWaC+7IUK0tuOMBcXhClBCC7IsMkggmzNE0Nw8Z306Ms9jz/9Wap/+IQl5SIEIbggwyaDiLA1T702Ik3v8ggJCMFFGDM7d3MXMAVVtZ0WcTYwQF67IyRE8a2fpp9/Kf3o3hcefOWD9NQvMxUEAOO48fIIf78BU6YZOgCtT4B9dkdI7VGieOVh+v4307cf/rof+soH6V++mr73k6xlAcDRTj4fc+/lEZ9f7uURAEeyZigAUKTf/EX6i79PT3+env4spSY9/Vl66pfpez9Jv/WfuSsDgDP71k/Ttx9uP/jKB+lbH+aoBmBUga7Yv1BBVj2wZmjHYjEQXJBhk0H0nuc7/vYdIATffy49//HNTwtPCEIoQQZJziTCnzSnJ+C/P5W+/8302496Lo+4zElBCQjBRRgzO84MBQBO1+zIXdFJJtEJBaKZyAjJftWO3BUdzeURwDkFHx4D9WUvVJDetjNDO6YEIbggwyaDCLI1hWBHCEJwQYZNBhFhaw6TgJO4PEICQnARxsyOM0MBAACgVJffCQW4Fc1QAAAAAKAImqEAAAAAQBHu5i5gDHVd13U9n8/n8/nJv55SOvkVAAAAAIDsAi1feg7z+fz6+nrzkfV6fXxDc7VaXV1dbT24XC5Xq1X3f4MsAeveER0rZ0NwQYZNBhFkawrBjhCE4IIMmwwiwtaUgB0JCMFFGDM7gUoZXFX9Khhms1lKqeuKHtkP3Wykbr3CbDZrzxVNYTanFOxIQQguyLBZiHNfGxFkawrBjhCE4IIMmwwiwtaUgB0JCMFFGDM7gUoZVtfK3Gx9dg/e+F9d1/VisUhf7Hv2vmyQzSkFO1IQggsybE7eCNdGpDBbUwh2hCAEF2TYLEQJM4ISsCMBIbgIY2YnUCnDak8L7T1sS0ccEB5om7av0DVJg2xOKdiRghBckGFz2sa5NiKF2ZpCsCMEIbggw+bklTMjKAE7EhCCizBmdgKVMqDuvM4bW5n77Oulpo1obF88yOaUgh0pCMEFGTYnbLRrI1KYrSkEO0IQggsybE5bUTOCErAjASG4CGNm507uAs7iQKNzuVymjTw7zL3jAbg4bcYtl8vNFOuS8fBcYEqpmwXcemb3f3enCQEgiC771ut1e5170zRtT7Od6jusrus2RmezWdM0W69wfX19Y4wCEN+Um6FtYm05sr/ZNE3TNL1PPvDiAJDXjS3LG1uZXS9190e3mlAEgPGZEQTgRtNshp7vOG21WrUvLgUBCMi1EQAUy4wgAMeYZjO0NfiB3Hw+b1cLnc1mmy9eHWHYSgBiMh5m59oIAIplRhCAY0y5GTqg1WpVVVU3T7iVss0R8tQNMC7jYXaujQCgWGYEATjG3dwFnMVsNhvqaLC7qW7ryFsQAkBG57g2oruhxNaLH3O2ryY4UAJXP2RnRhCAY0z5zNAnv9PfarXqOqHL5XLfJCEATNXhayOS04EBHjMeBjHaamnJAkEAj13WYDjNZuiB/Du+Q7pardrMa9ug5gABiG/Ay/fquq6qqo3ClNJ6vRaFABTFjCDAkS5rMJzmZfKt3qskjlzqpa7r9vDPdfEAXJxBro3o2qDL5VIbFID4rJYGwDGmeWZod8y2ezTYpuONSda+wnK5lHkAXBDXRgBQOKulAXDYZM8MbWcFF4vF5rm43eHc1nFdm23z+bx7vJtRPBClEhGAmFwbAUCButv97TptRtB0IMAkTbYZ2q50llKqqqo9wbO7A+Byudx68lZkdkl5dXXVXSS4K9qSBwDQHcLVdb3VynRtBAAlMCMIwGGTbYamlNbrdXt1w2ZP85j5vSe/sAIAcnFtBABlMiMIwDGqyZ/eWNd1dzh3jsscqirEZ1i9X+UuIYrm+fybAzggyLA5be21Eenx4dzmtRFbUdg+czabtVm5db+IfbotGGRrCsGOEITgggybE9ZdKb81I9g2Sbc+/N0ZwTYWDzdDux9F2JoSsCMBIbgIY2YnUCkXKsjmlIIdKQjBBRk2p623p9l7bcRWM3TzJvIHaIaGJQQhuCDD5rQVNSMoATsSEIKLMGZ2ApVyoYJsTinYkYIQXJBhswTnvjYihdmaQrAjBCG4IMPmtBU1IygBOxIQgoswZnYClXKhgmxOKdiRghBckGGTQQTZmkKwIwQhuCDDZgkKmRGUgB0JCMFFGDM7gUq5UEE2pxTsSEEILsiwySCCbE0h2BGCEFyQYZNBRNiaErAjASG4CGNm507uAgAAAAAAxqAZCgAAAAAU4W7uAqagu19hJ86pvwB57Y6QAAAAkItm6AC0PgH22R0htUcBAADIRTMUADidyyMA9jH/BwABaYYCAKfT+gTYx+URk2dGEKBX8LzTDAUAAIBb0/oE6BV8OtDd5AEAAACAImiGAgAAAABF0AwFAAAAAIqgGQoAAAAAFEEzFAAAAAAogmYoAAAAAFAEzVAAAAAAoAiaoQAAAABAETRDAQAAAIAiaIYCAAAAAEXQDAUAAAAAiqAZCgAAAAAUQTMUAAAAACjC3dwFTEFVVVuPNE2TpRKAaHZHSAAAAMhFM3QAWp8A++yOkNqjAAAA5KIZCgCczuURAPuY/5s8IQjQK3gCaoYCAKdz1Aewj8sjJk8IAvQKnoBuoAQAAAAAFEEzFAAAAAAogmYoAAAAAFAEzVAAAAAAoAiaoQAAAABAETRDAQAAAIAiaIYCAAAAAEXQDAUAAAAAiqAZCgAAAAAUQTMUAAAAACiCZigAAAAAUATNUAAAAACgCJqhAAAAAEAR7uYuYAqqqtp6pGmaLJUARLM7QgIAAEAumqED0PoE2Gd3hNQeBQAAIBfNUADgdC6PANjH/N/kCUGAXsETUDMUADidoz6AfVweMXlCEKBX8AR0AyUAAAAAoAiaoQAAAABAETRDAQAAAIAiaIYCAAAAAEXQDAUAAAAAiqAZCgAAAAAUQTMUAAAAACiCZigAAAAAUATNUAAAAACgCJqhAAAAAEARNEMBAAAAgCJohgIAAAAARdAMBQAAAACKoBkKAAAAABThbu4CpqCqqq1HmqbJUglANLsjJAAAAOSiGToArU+AfXZHSO3RiTEjCLCPyAOAgDRDAYDTaX0C7GNGcPLMCAL0Cp53mqEAAABwa1qfAL2CTwe6gRIAAAAAUATNUAAAAACgCJqhAAAAAEARNEMBAAAAgCIU1wyt63q1WtV1/SQv8uSvAAAAAACMrCrn/nfz+fz6+nrzkfV6PZ/PT3ipqqpms1nbD62qEJ9h9X6g23Ll1Tyff3MABwQZNgtU13Vd1/P5/LTsa61Wq81XCLI1hWBHCEJwQYZNBhFha0rAjgSE4CKMmZ1SzgytqqrthM5ms9ls1j64WCxOOMHzSY4hAWB88/m8qqrFYnF1dbVYLKqqOvn6hqurq9VqNWRxAHB+LhAEoFNEM7RrX67X6/a8mKZp2pboYrE4/nXaE2q2Ti8FgMhMBwJQMjOCAGwpohnaHgQul8vNo7guAo/JwtVq1SaoTigAF8R0IAAlMyMIwK7pN0O7nNs3iXfM5J6rIQC4RKYDASiWGUEAehXUDN21XC7T4wPFG1+keaybUQSAyEwHAlAyM4IA9CqlGdrbwXSlAwATZjoQgGKZEQRgn+k3Q03iAVAm04EAFMuMIAD7TL8Z2jrrUV91hPO9O0AcxsNQTAcCUCwzggDsczd3AVPQNE3uEgBCOGY81A8d2bkP+Y7ZoIISKIGAC8WMIAD7TP/MUJczAMD5NEfIXSPAGIyHAY0wI+iaGIB0xHiYu8AvmH4ztGXpawBKYzoQAM5KBxygdVmD4fSboQcmA3VIAZg8YQdAgcwIArDP9Juhrd4lYw4sqg0Al850IACFk3cA7Jp+M3S1WrX/2A3CtkPqZoIATJjpQAAKZEYQgH2m3wxNjw/2FovF5oNdk7T7R2s+n8/n860HAeDimA4EoHBmBAHYVUQztDsIrKpqtVrVdT2fz6+urlJKy+Vy68nX19fX19dmCwGYANOBAJTJjCAA+xTRDE0prdfr9h9XV1eLxaLNv+Vy6ZAPgAkzHQhAscwIAtDrbu4CRjKfz5umqeu6O8bbl3NN0xx+KUeJAFyQ9XrdHgdeXV21bdBkOhCAAtR1XVVVSqmqquVy2fY6u9Nitp7ce0E9AJNU3dj747CqCvEZVu9XuUuIonk+/+YADggybJbmmOnAEwTZmkKwIwQhuCDDZjnqut46MzTtmRFs26az2WzfuS/z+fz6+nrzCRG2pgTsSEAILsKY2QlUyoUKsjmlYEcKQnBBhk0GEWRrCsGOEITgggybpZnwjKAE7EhACC7CmNkJVMqFCrI5pWBHCkJwQYZNBhFkawrBjhCE4IIMmwwiwtaUgB0JCMFFGDM7pdxACQAAAAAonGYoAAAAAFAEzVAAAAAAoAh3cxcwBe2dBzfFWQcBIK/dERIAAABy0QwdgNYnwD67I6T2KAAAALlohgIAp3N5BMA+5v8mTwgC9AqegJqhAMDpHPUB7OPyiMkTggC9giegGygBAAAAAEXQDAUAAAAAiqAZCgAAAAAUQTMUAAAAACiCZigAAAAAUATNUAAAAACgCJqhAAAAAEARNEMBAAAAgCJohgIAAAAARdAMBQAAAACKoBkKAAAAABRBMxQAAAAAKIJmKAAAAABQBM1QAAAAAKAId3MXMAVVVW090jRNlkoAotkdIQEAACAXzdABaH0C7LM7QmqPTowZQYB9RN7kCUGAXsETUDMUADidoz6AfcwITp4QBOgVPAGtGQoAAAAAFEEzFAAAAAAogmYoAAAAAFAEzVAAAAAAoAiaoQAAAABAETRDAQAAAIAiaIYCAAAAAEXQDAUAAAAAiqAZCgAAAAAUQTMUAAAAACiCZigAAAAAUATNUAAAAACgCJqhAAAAAEARNEMBAAAAgCLczV3AFFRVtfVI0zRZKgGIZneEBAAAgFw0Qweg9Qmwz+4IqT06MWYEAfYReZMnBAF6BU9AzVAA4HSO+gD2MSM4eUIQoFfwBLRmKAAAv/LWWz/OXQIAAJyRZigAQOkePPjo5ZffvHPn1TfeeOfOnVdfeunNBw8+yl0UAIzHdCCUQzMUtklBAIry4MFH9++//cknnzZNSqlqmvTo0af377+tHwrA5JkOhAJphsKvSEEAyvT66+88++wzH374cffIw4cff+1rz7z22jsZqwKAczMdCGWqLPn8hKoqxGdYvR9oJdq8mudP2RxtCm4eCt6799zPfvbo3Xe/+8ILXx+0QChdkGGTQQTZmkLw177xJyf9WpNS72e47/GbXq75m5PKgOkLMmwyiAhbUwJ2TjsMfPnlNz/55NPN6cCU0r17zz3zzJf/4R/+bKDSgJRijJmdQKVcqCCbUwp2pCAEF2TYZBBBtqYQ/LVTmqHtFtzXDN33o4OvqBkKewQZNhlEhK0pAX8txnRgEoKwR4Qxs3M3dwEwsKp69aTf60m7hw8/Tqk57QVFIAAZ/NMPTvmtxXfSoy/3PP7056n+4W1f7LRZSQAY3eHAOr0fCgSnGQpJCgJQtG/9NP38S+lH977w4CsfpKd+makgALilANOByYwgXAjNUCYnQAqKQAAuySsP0/e/mb798Nf90Fc+SP/y1fS9n2QtCwDOzHQgFMnd5CGllNK3fpq+/XD7wVc+SN/6MEc1ADCi3/xF+ou/T09/np7+LKUmPf1ZeuqX6Xs/Sb/1n7krA4BzeuVh+tdnvnAk2E4HvuIwEKYs0PKlFyrIErBWzn5S//5U+v43028/6jkp5oRDwW+kEHtFgJ0zQg1ByohQQ5AyItTAUIJsTSE4pPefS89/fPPTDggQglH2zABlRKghSBkRaohTBoOIsDUl4AD+/an0t/fSj343/fxL6enP07c+TK98ePp0oBCMVIYaQpURoYZOoFIuVJDNKQUHMGAKBojAFGPnjFBDkDIi1BCkjAg1MJQgW1MIxhIgBKPsmQHKiFBDkDIi1BCnDAYRYWtKwCE9+XRgEoKxylBDqDIi1NCxZig89pu/SH/6IP3pg2FSEAAAgEvhGBCKYc1Q2CEFAQAAAKZIMxQAAAAAKILL5AdQVdsLtcRZBwEgr90RkokRggD7CMHJE4IAvYInoGboAAQewD67I2TwXOS2hCDAPkJw8oQgQK/gCegyeQAAAACgCJqhAAAAAEARNEMBAAAAgCJohgIAAAAARdAMPaMDq8MO/iMuRZC94oQXjFDDmGVEqCFIGcYrThNkxyaUCHtFhBoGf68INYxZRoQazlEGUxLhO040Ef7YjjDcRaghSBkRaohTxsg0QwEAAACAImiG3qyu69VqVdd17kIAYFQSkCzeeuvHuUsAEILkIQRhBFXTNLlriGs+n19fX28+sl6v5/P55iNVtfczHPVH71/AecgF+UZ68u371ls/fv31P7jtb53vRxFqGPNHEWoI8qMxayCOYxIwxdhFkxCM5tQQ/Md//L+vv/7Oe+/9c9M0VVW9+OLv/PVf/9ELL3w9+MAV4Uf1n5YiAAAXtUlEQVQRahjzRxFqOMePiCNaCErAS3L7EGwff/Dgo90Q/P3f/68RRidj+JP8KEINQX4UKgGdGbpXVVVtBM5ms9ls1j64WCzMDXJWDx589PLLb9658+obb7xz586rL7305oMHH+UuCiiLBCSHp+7ff/uTTz5tmpRS1TTp0aNP799/WwgCIxOCjO/Bg496QzClp3KXBtOkGdqvm/dbr9d1Xdd13TRNm4WLxSJnZUxatBR0jQYUSAKSye8+++wzH374cff/Hz78+Gtfe+a1197JVZAQhAIJQbJ4/fV3ekMwpXtZ6pGATF6gk1RDae9+tVwuV6vV7uObV0lEONk4uT4imlOvEHzppf/xySefbqZgSunevecePvzfTfOPJ7zggBcq5rpGY3O5gHO/14HHI6xaUMJHQQTHJ2ASgvT6xp+c9GtNSr3bcd/jN71c8ze9j9+4j4W6UPHIkf/cX7doIZhx5BGCkxczBCXgJbnkEBxwvZoDPwoy5I52CBY/fSJ8FOMLVEocdV238367H06bgrPZrLtKwnEgPU6MwBQjBb/y7LP/bXNm8t695372s0f/8R//q2n+8/avNmRDdvAkPvCjOIfERX0UZHerBExCkF6nhGC7Zfcl4L4fHXzFU48D799/++JC8Exft7AhOH5vWggWImwISsBLcsEh2H8Y+O673x12uAsy5I52CBY/fSJ8FOO7m7uAiA4sB7NcLq+urraW04aBHB4XTuyH3l7PhYr37j33H/8x5jUaT7XHok2T0sZyAe+++90Ra/jVqgW7ZYy7aoGPglFJQAbwTz845bcW30mPvtzz+NOfp/qHt361b6SU+o8DD+u9UFEIRgvBkdMnxkfBGIQgA7jgEOw/DBx5vZoYQ64g7oT4KM4hUF82jvbugVvzfq3d2UInxTCkvSn42UkpeLnXaLzwu797f3e5gGee+fJ77/35aDPwMVYtKOujILtbJWASggzof76Qfv6l9KMv9hxf+SA99cv03x/c+tUu+xKNW4/85/i6RQ7BkZcPEoLlCBuCEnD6QoTgwAmY9oRgkCF3tEOw+OkT4aMYX6BS4ui9CKKlGcp55U/B4a/ROMnwSXyxZUSoYfgy9nUHyO5WCZiEIAP696fS97+ZfvvRr0PwlQ/Sv3w1fe8n6bf6r08/5PTjwCQEI5URoYbhyxCCYYUNQQk4fflDMEgCphgjf4QagpQx2QR0mfxem2tjH9amZvYfMQkPU/pmSg837hv4Qfrbr6b0k3T7E0NTOukajfSdlPrOTk2fp1OKODmJD/x0tGPR7GVEqCFOGYzn+ARMQpDB/CKlv0/pXkqfpfSllD5Pf/vLlH6S/vD2B4EpnZqASQhGKiNCDXHKYDwxQ1ACTl2EEBw2AdPFhmCEGoKUEaGGc9EMfVJOrWVYDx589Npr77z33j+3g8uLL/7hW2/98Ysvfn20Al566c1Hjz59+PALZ8L/3u8995Wv/MZ77420t9+58+q+ye8xp5IilBGhhjhlEJAQ5Bz+6q9+/MYbf3Dz885ACIYqI0INccogICHIOeQKwQgJmGIMuRFqCFJGhBrO5E7uAiKazWa5S6BcL7zw9X/4hz9rmr/5y7/8o6b5m/fe+/MxO6Eppb/+6z/62c8e3bv3XPfI7/3ec//2b//vrbf+eLQaXnzxdzYL6Mp48cX/MloNQcqIUEOcMhiBBCSCXJ3QJASDlRGhhjhlMAIhSAS5QjBCAqYYQ26EGoKUEaGGM9EM3evAzQRhBLlS8IUXvv7uu9995pn2EokmpfSVr/zG3/3dn47Zkw2SxBHKiFBDnDIYjQSkWEIwVBkRaohTBqMRgpQpQgKmGENuhBqClBGhhjPRDO1xYJkY0UgJsp+dGiSJI5QRoYY4ZTACCQhCME4ZEWqIUwYjEIIULnsCphhDboQagpQRoYZzadixXC73fTjtpROz2Wz0oqBQf/mX/yd3CU0To4wINTRhyuBMJCCEEmTIjVBGhBqaMGVwJkIQQokw5EaooYlRRoQaBlQ1Vn3u096tb71eb00Pto8vl8vVapWjLgA4LwkIQLGEIEAJXCbfr536WywWmw92yScCAZgqCQhAsYQgQAk0Q/t1i8JUVbVareq6ns/nV1dXKaXu6gkAmB4JCECxhCBACVwmv1dd11tTgsmVEQAUQAICUCwhCDB5mqE3qOu6mx6UfwCUQwICUCwhCDBhmqEAAAAAQBGsGQoAAAAAFEEzFAAAAAAogmYoAAAAAFAEzVAAAAAAoAiaoQAAAABAETRDAQAAAIAiaIYCAAAAAEXQDAUAAAAAiqAZCgAAAAAUQTMUAAAAACiCZigAAAAAUATNUAAAAACgCHdzF3DZ6rqu63o+n8/n89y1pPS4ntVqNf77tv+b96MIUkZntVqNX8mBrT9+Mbm+IO37Hn7OmFUF2TO7j2Xk//ZjBqVoYylHirbhhGCEMjrjh2CoBEyZviDREjDF2DOzJGASglMXasPlSsAU5juevYYtQlAIpjB7psPAfg0nmc1mW5/ker3OXVQz/jZdr9e7O9VsNhuzhqZplsvlbhnL5XLkMjZ1e8iYb9q7ObJ8ILtbZMy94pihb5xPo3eLjL9n9pYxzpB147cg767CyYRgSwjuM34IxknAJuvIduBDGP/TiBCCGROwEYLTFTAEb9zZziFCCAZMwEYICsEYCbivDIeBLc3QU2xurc0szJuC3Y4+/jvufhRjlrH5LdoqI1cQbn4yY75v718D4++fm5tg69/jF7DPCPvGgS9Irsb0yGXcOCht1Tb+rsJp9u1RQnBzkBmtDCHYCpKATe4QDJKATYwQzPvtEIJTtW+nyhiC4ydgEyMEAyZgIwSFYIwEbBwG3kQz9Na6TbU5pmQ5DXDT5s402pv2vmO33488/7P1fe7dTKPZHG3HfN92N8j7N3S3K25+8t1ekX3afMw/Fnu/CL2fz/hljDBk3Tgoddti88sbZ1dhHyHYEYKHSxp5c0RIwCZ2CI7cLokQgrkSsBGC0xUwBLMkYBMjBAMmYCMEhWCMBNxXhsPAjmborfWOud3jI3/De097Hvmtd3/U7f0jlHHgvfZtqXPLdXJQ99Z5LwzZ97G3tWVP6NG+pwdG8zH3zANpd6Yyjh+U9tWWva3GYUJw6613fyQEs4RghARsYofgmF/SCCE4fgI2QrAAcUIwYwI2MUIwYAI2QlAIxkjAxmHgEQTt7RwY99vHR/6GZ0zBA/EzZlP/wMCaZYt0k3JjHgx3RvvY9zk84bZcLvPOB475V8KBj2LMvwYORN2ZdtHjB6V9tWW51IsjCcGOEOyVMQSzJ2ATOwRHPk6OEILjJ2AjBKcuVAjmbYZGCMFoCdgIQSHYNE2MBGwcBh7hzm65HHDg3mTtLnV9fT1eNSnN5/PdXWcc7UfRuyrHmDcCm8/ny+Xy8L3zRiumruurq6t0cD+ZtsP/4e1NFUcqZUdd1+3Xc+T7bO5+Jm0Z2e90eaYCbjso7ZbRPVLs9ygyIdgRgruEYNgQzJWAKWoInu/dheC0hQrBjAmYYoRgqARMQlAI9r3v1iMREvB8BVxcAmqG3k6EcT+Iuq6bpundTbtRZoTPZLVa9Q6sXWFjbpfFYpFSGv/PkV3VF40WyVtfkLquV6tVkD8IRt463Y63FbpjfjsOy7tdjvmGBtlz2CQEO0JwV5AQzJWAKXAIjr9pgodg9o0iBC+UEOxECMFQCZiEoBB8LHgCptz5EicB747wHlMy8jkvl6ibEzvmVm6Da4eYtoCU0nK5HHNyMqU0m80yTnm1/2iH+02LxWI2m4026s3n89Vq1W2Fbn/IOOy2O8bIW6dpmqqqrq+vq6pqvw7dALJer8epZDabXV9f937yEf404eIIwRsJwSwhGCcBU7wQzJKAKUAISkAGJwRvlDEEMyZgEoIbhGAKkIBJCB5j+CvvJ6390HpXXsi+xE/2App8dzNsbc32jLmA9O66G+OvFLP54XcLsmx+JiOs0rI1vMxms4y3k9otbPx1anpnIMdcwKjbK7a+Dr17y+BOXlw/wiLr9BKChwnBA4+MU0DGBGyihmCuBGxyh2DeBGyE4BSFDcEICdhkDcGMCdgIwceE4CaHgfET0JmhDKOu682ZqGZnNBxBu3BMO9FxfX19dXV1dXU1TiXtlFfeyyLm83ld1+1c3OaDTdNUVZVSWiwWY26Xzffqdo+2yNFqaOU6KWY+n7dzgN1btwvWtJOE42yL9uKU9uvQ7h5pY84cGIoQTFlDMFoCpjAhmCsBU4AQlIAwmuwhmDEBkxDsU3gIZk/AJASPMULDdUoO3IYs+4xcxgI253xGnojbp/s0ct2uNMvd5PcZbd84MLBk/EDa9x15PrD7791939H2zE7vlUoj7BUH3uLwu4caTNgkBHsJwcghOOaOETAEsyRgEykEcyVgIwSnKGwI5n33aCE4ZgI2QnCDEGzFScDGYeBBbqB0CossdOq6bpfDSI932fFvVNqrnR5M51/cZ3NnWG3oHt/6v1mMdl+27rT2jDVsybWGerc+zu77tgEw5rJTdV2v1+vlcjmbzZbLZRvMo7070yMEO0IwfgiOmT7RQjBXAqZIISgBGZwQ7MQMwdESMAnBLxKCrTgJmITgQS6Tv53uhOddBeZid8Z7xhWR2/ftHeDm8/mY54Hve6/u8ey3jcsr139++zfZ5tooY9q3Z7b/6C5YGKeSrfeK06Df9yEU/pWJSQhuEoKbhOBhWf7z8yZgChOC0RIwCcGLJQQ3ZQ/BOAmYhOBNCgzBIAmY4oVgnATUDD1Fbwq2u1SWu8fmkv0gsKthtJuy9erd6N1O0v50hPLa4b53Pna0DdT+jXjgCzK+tpgI09S57IuZjDe83rRbXsZTmTiSEGwJwVaEEIyQgCleCErA4AmYhOBlEoKt7CEYIQGTENwgBKMJHoL5E3CES/Enpv3c9i0AkXGdlJEXiwmyEsqBjz1vheO/e/t2vUuQjFbMybeNO5PsC5Xm3RyH32vfUDagw4PSvnsFBhlb2EcItoLsqEKwFWTIDRWCeXeACFskbwI2QnCiYobg+GuGRthRwybg+AVEGHIbIfhYkM3hMPBGgvbWug765oPZB9xm9BTsvuTr/UYoY9/6xN2nkeuPkowjft6PIj2WsYbOvnF2BN3m2PpPHnlN92bPX4q9m2lwhwelfXtF3m8uNxKCLSF4ZGEjv132zyFOCGZMwCZMCGZMwEYITlTMEBy/GRohBOOM/LuEYN4yGoeBTdM4DLyJZugpuh2oXYO2C8W8f7hkOQ48bORK2lWB2+WBR65hV5a/ig58FKONud1+2JWRcXPk/WJu3Vsz10fR7YrdXtHVcO6/U28clDYHz/V6vVnbWQvjCW3u2ELwgJErKTwED3wOYx4LxQnB7N/KCCGYMQEbIThdmzt2kBDM1Qw9bMwyQiVgIwQ3KikzBCMkYOMw8Cay9hSbX/LNvTxIVeO83Z7U+4JxKtlXTK6zIVq5poh71/4Y+aPo/YKMvznG/7tw1+awnvGj6C0jwnFg07fH5v3mcgwh2AjBm2QJwQgJ2MQIwQgJ2MQIwVwJ2AjB6QoYgsU2Q/dVkv17JATzlhEhBCMk4L4yHAa2qua4sYxddV13K7yWvC5vEJubY/eOaUXZ/ChSvp2zfmz+WJYyIgiyc3Z7QrTNYVe5UEIwlCDjTHZBEjAZ2TZE2DnDJmCyq1wsIRhHhEEmCCEYTZCdM2wI5t1PNEMBAAAAgCLcyV0AAAAAAMAYNEMBAAAAgCJohgIAAAAARdAMBQAAAACKoBkKAAAAABRBMxQAAAAAKIJmKAAAAABQBM1QAAAAAKAImqEAAAAAQBE0QwEAAACAImiGAgAAAABF0AwFAAAAAIqgGQoAAAAAFEEzFAAAAAAogmYoAAAAAFAEzVAAAAAAoAiaoQAAAABAETRDAQAAAIAiaIYCAAAAAEXQDAUAAAAAiqAZCgAAAAAUQTMUAAAAACiCZigAAAAAUATNUAAAAACgCJqhAAAAAEARNEMBAAAAgCJohgIAAAAARdAMBQAAAACKoBkKAAAAABRBMxQAAAAAKIJmKAAAAABQBM1QAAAAAKAImqEAAAAAQBE0QwEAAACAImiGAgAAAABF0AwFAAAAAIqgGQoAAAAAFEEzFAAAAAAogmYoAAAAAFAEzVAAAAAAoAiaoQAAAABAETRDAQAAAIAiaIYCAAAAAEXQDAUAAAAAiqAZCgAAAAAUQTMUAAAAACiCZigAAAAAUATNUIAS1XVdVVVVVbkLAYCxCUEAyiQBW5qhAAAAAEARNEMByjWbzXKXAAB5CEEAyiQBq6ZpctcAAAAAAHB2zgwFAAAAAIqgGQpwYVarVfXYfD6v63r3OXVdz+fzA09rn7BarTZfdr7f7rtsltG+xcD/nQCwQwgCUCYJOKQGgAuxXq97R/LZbLb5tH1LwCyXy92XuvG3dn+32b++ynq9PucHAEC5hCAAZZKAg3NmKMDFWCwW7T+6sFkulyml6+vrbnKvruvr6+v0xdxqE+7q6urAi69Wq/WOLho3Z/yqqmr/0b1Fl6ldhQAwLCEIQJkk4PCG7KwCcDZt4O2O21uPt/93a5KweTyJ18Xn7pTgru45vXOJu7N/u08GgEEIQQDKJAHPwZmhAJehndDrMq+zueBLSql37ZiUUtM06/X6Vku6tPN7s9lsa02Z9sHdl2pr21cAAJxMCAJQJgl4DpqhAJekN8ba2a3NJ1xfX+8ud32rCOwugth6kfbii63o3Xrr498FAI4nBAEokwQcVtXsXwAVgCDqum4n6I4ZtOfz+WYUtdN3uzOHB16we4Xdn3bpeIBkAWBAQhCAMknAM3FmKMDU1HW9uej19fX11dVVVVW983i7VqtVG4H77loIAGEJQQDKJAGP58xQgMvQzsXddtCu67qu6+4Ggsvlss3CfVOC3eP7VpZpy7jtujMA8CSEIABlkoDn4MxQgEvSuy71fD7fl0ntlRFN07QzhF0c7nvxNgKXy+XhkLus5bEBmAYhCECZJOCwNEMBLsnuNQ51XV9fX3erw1RV1XspxDEXR/TeN3DLgTSdz+dVVe3G55HXZQDAYUIQgDJJwGFphgJchuVymVK6vr7emo7roqv9v/tSqo2i7mm79t03sPd10k62tWG8+/iNLwgANxKCAJRJAp6DNUMBLkZ3d7/2zoBpI+26wby7xiE9Ds7Np3WLvGwtFrP5W71ms1kXZpu3KWzfoovAzadtlh05CAG4CEIQgDJJwOE1AFyO3jm99Xq9+Zwu/A48rbtF4Nb/PTIvet9iNpvtFtw+c7lcDvxBAFAeIQhAmSTgsJwZCnBh6sfmj/U+rbtd4OGnPYnNSyF6L4tYLBZN07RvfX19PZmbDwKQixAEoEwScECaoQCcRVVVbey110e0i9EIHQBKIAQBKNNFJKAbKAEwvHZ1mM0JwG5ZmTwFAcBYhCAAZbqUBNQMBWB40dIOAEYjBAEo06UkoGYoAOeymYXRlokBgLMSggCUKX4CaoYCMLw28zZTcPeKCQCYJCEIQJkuJQHdQAmAs+iWyu5Wzg54G0EAOAchCECZLiIB7+YuAIBpavOvzcL5fB4wAgHgTIQgAGW6iAR0ZigA59VOCeauAgAyEIIAlClyAlozFAAAAAAogmYoAAAAAFAEzVAAzivgGjEAMA4hCECZIiegNUMBAAAAgCI4MxQAAAAAKIJmKAAAAABQBM1QAAAAAKAImqEAAAAAQBE0QwEAAACAImiGAgAAAABF0AwFAAAAAIqgGQoAAAAAFEEzFAAAAAAogmYoAAAAAFAEzVAAAAAAoAiaoQAAAABAETRDAQAAAIAiaIYCAAAAAEXQDAUAAAAAiqAZCgAAAAAUQTMUAAAAACiCZigAAAAAUATNUAAAAACgCJqhAAAAAEARNEMBAAAAgCJohgIAAAAARdAMBQAAAACKoBkKAAAAABRBMxQAAAAAKIJmKAAAAABQBM1QAAAAAKAImqEAAAAAQBE0QwEAAACAImiGAgAAAABF0AwFAAAAAIqgGQoAAAAAFEEzFAAAAAAogmYoAAAAAFAEzVAAAAAAoAiaoQAAAABAETRDAQAAAIAiaIYCAAAAAEXQDAUAAAAAivD/AYMejDUdc3L4AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%cpp\n",
    "\n",
    "Draw( qa_file_new, qa_file_ref, hist_name_prefix, \"clus_size_phi\" )-> Draw();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cluster $z$-size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-09-08T04:30:45.541174Z",
     "iopub.status.busy": "2021-09-08T04:30:45.540323Z",
     "iopub.status.idle": "2021-09-08T04:30:45.802196Z",
     "shell.execute_reply": "2021-09-08T04:30:45.803269Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%cpp\n",
    "\n",
    "Draw( qa_file_new, qa_file_ref, hist_name_prefix, \"clus_size_z\" )-> Draw();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Summary statistics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-09-08T04:30:45.867212Z",
     "iopub.status.busy": "2021-09-08T04:30:45.865937Z",
     "iopub.status.idle": "2021-09-08T04:30:45.972834Z",
     "shell.execute_reply": "2021-09-08T04:30:45.971722Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This notebook contains 27 KSTets: combined Chi2/nDoF = -0 / 54, and combined __p-Value = 1__\n"
     ]
    }
   ],
   "source": [
    "%%cpp\n",
    "\n",
    "KSTestSummary::getInstance()->make_summary_txt(\"QA-Mvtx.txt\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-09-08T04:30:46.000182Z",
     "iopub.status.busy": "2021-09-08T04:30:45.998899Z",
     "iopub.status.idle": "2021-09-08T04:30:46.243948Z",
     "shell.execute_reply": "2021-09-08T04:30:46.242858Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%cpp\n",
    "\n",
    "KSTestSummary::getInstance()->make_summary_TCanvas() -> Draw();"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python (sPHENIX)",
   "language": "python",
   "name": "sphenix-env"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
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